In [1]:
#libraries
library(GO.db)
library(topGO)
library(org.Sc.sgd.db)
library(GOSemSim)
library(gridExtra)
library(GOSim)
Loading required package: AnnotationDbi
Loading required package: stats4
Loading required package: BiocGenerics
Loading required package: parallel
Attaching package: ‘BiocGenerics’
The following objects are masked from ‘package:parallel’:
clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
clusterExport, clusterMap, parApply, parCapply, parLapply,
parLapplyLB, parRapply, parSapply, parSapplyLB
The following objects are masked from ‘package:stats’:
IQR, mad, xtabs
The following objects are masked from ‘package:base’:
anyDuplicated, append, as.data.frame, cbind, colnames, do.call,
duplicated, eval, evalq, Filter, Find, get, grep, grepl, intersect,
is.unsorted, lapply, lengths, Map, mapply, match, mget, order,
paste, pmax, pmax.int, pmin, pmin.int, Position, rank, rbind,
Reduce, rownames, sapply, setdiff, sort, table, tapply, union,
unique, unsplit, which, which.max, which.min
Loading required package: Biobase
Welcome to Bioconductor
Vignettes contain introductory material; view with
'browseVignettes()'. To cite Bioconductor, see
'citation("Biobase")', and for packages 'citation("pkgname")'.
Loading required package: IRanges
Loading required package: S4Vectors
Attaching package: ‘S4Vectors’
The following objects are masked from ‘package:base’:
colMeans, colSums, expand.grid, rowMeans, rowSums
Loading required package: graph
Loading required package: SparseM
Attaching package: ‘SparseM’
The following object is masked from ‘package:base’:
backsolve
groupGOTerms: GOBPTerm, GOMFTerm, GOCCTerm environments built.
Attaching package: ‘topGO’
The following object is masked from ‘package:IRanges’:
members
GOSemSim v2.0.4 For help: https://guangchuangyu.github.io/GOSemSim
If you use GOSemSim in published research, please cite:
Guangchuang Yu, Fei Li, Yide Qin, Xiaochen Bo, Yibo Wu, Shengqi Wang. GOSemSim: an R package for measuring semantic similarity among GO terms and gene products Bioinformatics 2010, 26(7):976-978
Attaching package: ‘gridExtra’
The following object is masked from ‘package:Biobase’:
combine
The following object is masked from ‘package:BiocGenerics’:
combine
Loading required package: annotate
Loading required package: XML
Attaching package: ‘XML’
The following object is masked from ‘package:graph’:
addNode
In [2]:
file <- "yeast_uetz"
ont <- "BP"
p <- 0.1
db <- org.Sc.sgd.db
mapping <- "org.Sc.sgd.db"
ID <- "ENSEMBL"
##load all community gene lists
setwd(sprintf("/home/david/Documents/ghsom/%s_hierarchy_communities_%s", file, p))
scGO <- godata(OrgDb = mapping, keytype = ID, ont = ont)
setOntology(ont, loadIC=TRUE)
setEvidenceLevel(evidences="all", organism=org.Sc.sgdORGANISM, gomap=org.Sc.sgdGO)
[1] "preparing gene to GO mapping data..."
[1] "preparing IC data..."
initializing GOSim package ...
-> retrieving GO information for all available genes for organism 'human' in GO database
-> filtering GO terms according to evidence levels 'all'
-> loading files with information content for corresponding GO category (human)
finished.
-> loading files with information content for corresponding GO category (human)
-> retrieving GO information for all available genes for organism 'Saccharomyces cerevisiae' in GO database
-> filtering GO terms according to evidence levels 'all'
In [3]:
generateMap <- function(filename){
map <- as.matrix(read.csv(filename, sep=",", header = F))
communities <- map[,1]
map <- map[,2:ncol(map)]
rownames(map) <- communities
colnames(map) <- communities
return (map)
}
#background gene list
backgroundFilename <- "all_genes.txt"
allGenes <- scan(backgroundFilename, character())
#shortest path files
shortestPathFiles <- list.files(pattern="*shortest_path*")
#shortest paths list
shortestPaths <- lapply(shortestPathFiles, generateMap)
names(shortestPaths) <- sapply(names(shortestPaths), function(name) strsplit(name, "_")[[1]][[1]])
#communitiy assignemtns
assignments <- as.matrix(read.csv("assignment_matrix.csv", sep=",", header=F))
rownames(assignments) <- allGenes
colnames <- sapply(1:ncol(assignments), function(i) as.character(i-1))
colnames(assignments) <- colnames
allGenesInDB <- keys(db)
In [9]:
shortestPaths
$`NA` =
2 3 4 5 6 7 8 9 10 11 ⋯ 43 44 45 46 47 48 49 50 51 52
2 0 1 1 2 1 2 3 3 2 2 ⋯ 7 5 5 6 4 5 3 4 4 6
3 1 0 2 3 2 3 4 4 1 1 ⋯ 8 6 6 7 5 6 4 5 5 7
4 1 2 0 1 1 1 2 2 3 3 ⋯ 6 4 4 5 3 4 3 4 4 5
5 2 3 1 0 2 2 3 3 4 4 ⋯ 7 5 5 6 4 5 4 5 5 6
6 1 2 1 2 0 2 3 3 3 3 ⋯ 7 5 5 6 4 5 4 5 5 6
7 2 3 1 2 2 0 1 1 4 4 ⋯ 5 3 3 4 2 3 4 5 5 4
8 3 4 2 3 3 1 0 1 5 5 ⋯ 6 4 4 5 3 4 5 6 6 5
9 3 4 2 3 3 1 1 0 5 5 ⋯ 6 4 4 5 3 4 5 6 6 5
10 2 1 3 4 3 4 5 5 0 2 ⋯ 9 7 7 8 6 7 5 6 6 8
11 2 1 3 4 3 4 5 5 2 0 ⋯ 9 7 7 8 6 7 5 6 6 8
12 2 3 1 1 2 2 3 3 4 4 ⋯ 7 5 5 6 4 5 4 5 5 6
13 3 4 2 1 3 3 4 4 5 5 ⋯ 8 6 6 7 5 6 5 6 6 7
14 4 5 3 2 4 4 5 5 6 6 ⋯ 9 7 7 8 6 7 6 7 7 8
15 2 1 3 4 3 4 5 5 2 2 ⋯ 9 7 7 8 6 7 5 6 6 8
16 3 2 4 5 4 5 6 6 3 3 ⋯ 10 8 8 9 7 8 6 7 7 9
17 5 6 4 5 5 3 4 4 7 7 ⋯ 3 4 1 2 1 4 7 8 8 1
18 6 7 5 6 6 4 5 5 8 8 ⋯ 4 5 2 3 2 5 8 9 9 1
19 1 2 2 3 1 3 4 4 3 3 ⋯ 8 6 6 7 5 6 4 5 5 7
20 3 2 4 5 4 5 6 6 3 3 ⋯ 10 8 8 9 7 8 6 7 7 9
21 3 2 4 5 4 5 6 6 3 3 ⋯ 10 8 8 9 7 8 6 7 7 9
22 3 2 4 5 4 5 6 6 3 3 ⋯ 10 8 8 9 7 8 6 7 7 9
23 3 2 4 5 4 5 6 6 3 3 ⋯ 10 8 8 9 7 8 6 7 7 9
24 2 3 1 1 2 2 3 3 4 4 ⋯ 7 5 5 6 4 5 4 5 5 6
25 7 8 6 7 7 5 6 6 9 9 ⋯ 5 6 3 4 3 6 9 10 10 2
26 7 8 6 7 7 5 6 6 9 9 ⋯ 5 6 3 4 3 6 9 10 10 2
27 6 7 5 6 6 4 5 5 8 8 ⋯ 1 5 1 2 2 5 8 9 9 3
28 3 4 2 2 3 3 4 4 5 5 ⋯ 8 6 6 7 5 6 5 6 6 7
29 1 2 1 2 2 2 3 3 3 3 ⋯ 7 5 5 6 4 5 2 3 3 6
30 4 5 3 3 4 4 5 5 6 6 ⋯ 9 7 7 8 6 7 6 7 7 8
31 4 5 3 3 4 4 5 5 6 6 ⋯ 9 7 7 8 6 7 6 7 7 8
32 2 1 3 4 3 4 5 5 2 1 ⋯ 9 7 7 8 6 7 5 6 6 8
33 4 3 5 6 5 6 7 7 4 4 ⋯ 11 9 9 10 8 9 7 8 8 10
34 3 4 2 3 3 1 2 2 5 5 ⋯ 4 2 2 3 1 2 5 6 6 3
35 4 5 3 4 4 2 3 3 6 6 ⋯ 5 1 3 4 2 1 6 7 7 4
36 4 5 3 4 4 2 3 3 6 6 ⋯ 5 1 3 4 2 2 6 7 7 4
37 2 1 3 4 3 4 5 5 2 2 ⋯ 9 7 7 8 6 7 5 6 6 8
38 2 1 3 4 3 4 5 5 2 2 ⋯ 9 7 7 8 6 7 5 6 6 8
39 4 3 5 6 5 6 7 7 4 4 ⋯ 11 9 9 10 8 9 7 8 8 10
40 2 3 2 3 3 3 4 4 4 4 ⋯ 8 6 6 7 5 6 1 2 2 7
41 4 5 3 4 4 2 1 1 6 6 ⋯ 7 5 5 6 4 5 6 7 7 6
42 5 6 4 5 5 3 4 4 7 7 ⋯ 6 2 4 5 3 1 7 8 8 5
43 7 8 6 7 7 5 6 6 9 9 ⋯ 0 6 2 3 3 6 9 10 10 4
44 5 6 4 5 5 3 4 4 7 7 ⋯ 6 0 4 5 3 2 7 8 8 5
45 5 6 4 5 5 3 4 4 7 7 ⋯ 2 4 0 1 1 4 7 8 8 2
46 6 7 5 6 6 4 5 5 8 8 ⋯ 3 5 1 0 2 5 8 9 9 3
47 4 5 3 4 4 2 3 3 6 6 ⋯ 3 3 1 2 0 3 6 7 7 2
48 5 6 4 5 5 3 4 4 7 7 ⋯ 6 2 4 5 3 0 7 8 8 5
49 3 4 3 4 4 4 5 5 5 5 ⋯ 9 7 7 8 6 7 0 1 1 8
50 4 5 4 5 5 5 6 6 6 6 ⋯ 10 8 8 9 7 8 1 0 1 9
51 4 5 4 5 5 5 6 6 6 6 ⋯ 10 8 8 9 7 8 1 1 0 9
52 6 7 5 6 6 4 5 5 8 8 ⋯ 4 5 2 3 2 5 8 9 9 0
In [10]:
getDepth <- function(com) {
return(which(apply(assignments, 2, function(i) any(i == com))))
}
getGenes <- function(com){
return(names(which(assignments[,getDepth(com)] == com)))
}
getSubCommunities <- function(com){
return(try(as.character(unique(assignments[getGenes(com), getDepth(com) + 1]))))
}
getSuperCommunity <- function(com){
return(try(as.character(unique(assignments[getGenes(com), getDepth(com) - 1]))))
}
getShortestPath <- function(com){
return (try(shortestPaths[[com]]))
}
getNeighbours <- function(com){
superCommunity <- getSuperCommunity(com)
map <- getShortestPath(superCommunity)
v <- map[com,] == 1
return (names(v[v]))
}
In [11]:
communitySimilarity <- function(community) {
geneSims <- mgeneSim(genes = getGenes(as.character(community)),
semData = scGO, measure = "Wang", combine = "BMA", verbose=F)
if (length(geneSims) > 1) {
return(mean(geneSims[upper.tri(geneSims)]))
} else {
return (NaN)
}
}
In [12]:
layerSimilarity <- function(layer) {
communitiesSimilarity <- sapply(unique(assignments[,layer][assignments[,layer] != -1]), communitySimilarity)
communitiesSimilarity <- communitiesSimilarity[!is.na(communitiesSimilarity)]
return(mean(communitiesSimilarity))
}
In [ ]:
layerMeanSimilarities <- sapply(colnames, layerSimilarity)
In [ ]:
layerMeanSimilarities
In [10]:
plot(colnames, layerMeanSimilarities, xlab="Layer", ylab="Mean Similarity", type = "l")
In [14]:
enrichmentResults <- sapply(1:max(assignments), function(i) {
genesOfInterest <- getGenes(i)
genesOfInterest <- genesOfInterest[genesOfInterest %in% allGenesInDB]
GOenrichment(genesOfInterest, allGenesInDB, cutoff=0.05, method="weight01")
})
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 1848 nontrivial nodes
parameters:
test statistic: fisher
Level 16: 3 nodes to be scored (0 eliminated genes)
Level 15: 12 nodes to be scored (0 eliminated genes)
Level 14: 33 nodes to be scored (13 eliminated genes)
Level 13: 63 nodes to be scored (116 eliminated genes)
Level 12: 93 nodes to be scored (406 eliminated genes)
Level 11: 131 nodes to be scored (804 eliminated genes)
Level 10: 190 nodes to be scored (1400 eliminated genes)
Level 9: 232 nodes to be scored (2023 eliminated genes)
Level 8: 234 nodes to be scored (2704 eliminated genes)
Level 7: 245 nodes to be scored (3775 eliminated genes)
Level 6: 254 nodes to be scored (4476 eliminated genes)
Level 5: 195 nodes to be scored (4884 eliminated genes)
Level 4: 110 nodes to be scored (5233 eliminated genes)
Level 3: 39 nodes to be scored (5412 eliminated genes)
Level 2: 13 nodes to be scored (5489 eliminated genes)
Level 1: 1 nodes to be scored (5602 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 87 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 1 nodes to be scored (0 eliminated genes)
Level 11: 2 nodes to be scored (0 eliminated genes)
Level 10: 4 nodes to be scored (119 eliminated genes)
Level 9: 6 nodes to be scored (132 eliminated genes)
Level 8: 7 nodes to be scored (158 eliminated genes)
Level 7: 9 nodes to be scored (288 eliminated genes)
Level 6: 12 nodes to be scored (808 eliminated genes)
Level 5: 16 nodes to be scored (1897 eliminated genes)
Level 4: 16 nodes to be scored (2368 eliminated genes)
Level 3: 8 nodes to be scored (3947 eliminated genes)
Level 2: 5 nodes to be scored (4428 eliminated genes)
Level 1: 1 nodes to be scored (5113 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 160 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 1 nodes to be scored (0 eliminated genes)
Level 11: 3 nodes to be scored (0 eliminated genes)
Level 10: 3 nodes to be scored (11 eliminated genes)
Level 9: 7 nodes to be scored (31 eliminated genes)
Level 8: 8 nodes to be scored (127 eliminated genes)
Level 7: 11 nodes to be scored (240 eliminated genes)
Level 6: 22 nodes to be scored (504 eliminated genes)
Level 5: 30 nodes to be scored (918 eliminated genes)
Level 4: 40 nodes to be scored (2931 eliminated genes)
Level 3: 23 nodes to be scored (4783 eliminated genes)
Level 2: 11 nodes to be scored (5283 eliminated genes)
Level 1: 1 nodes to be scored (5540 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 189 nontrivial nodes
parameters:
test statistic: fisher
Level 14: 1 nodes to be scored (0 eliminated genes)
Level 13: 3 nodes to be scored (0 eliminated genes)
Level 12: 8 nodes to be scored (45 eliminated genes)
Level 11: 7 nodes to be scored (279 eliminated genes)
Level 10: 7 nodes to be scored (545 eliminated genes)
Level 9: 8 nodes to be scored (842 eliminated genes)
Level 8: 12 nodes to be scored (1274 eliminated genes)
Level 7: 19 nodes to be scored (1464 eliminated genes)
Level 6: 29 nodes to be scored (2246 eliminated genes)
Level 5: 38 nodes to be scored (2743 eliminated genes)
Level 4: 28 nodes to be scored (3476 eliminated genes)
Level 3: 18 nodes to be scored (4204 eliminated genes)
Level 2: 10 nodes to be scored (4832 eliminated genes)
Level 1: 1 nodes to be scored (5216 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 175 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 1 nodes to be scored (0 eliminated genes)
Level 12: 2 nodes to be scored (0 eliminated genes)
Level 11: 3 nodes to be scored (33 eliminated genes)
Level 10: 7 nodes to be scored (46 eliminated genes)
Level 9: 15 nodes to be scored (121 eliminated genes)
Level 8: 15 nodes to be scored (238 eliminated genes)
Level 7: 17 nodes to be scored (457 eliminated genes)
Level 6: 24 nodes to be scored (887 eliminated genes)
Level 5: 33 nodes to be scored (1544 eliminated genes)
Level 4: 32 nodes to be scored (2457 eliminated genes)
Level 3: 17 nodes to be scored (4205 eliminated genes)
Level 2: 8 nodes to be scored (5246 eliminated genes)
Level 1: 1 nodes to be scored (5526 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 149 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 3 nodes to be scored (0 eliminated genes)
Level 11: 5 nodes to be scored (0 eliminated genes)
Level 10: 6 nodes to be scored (450 eliminated genes)
Level 9: 7 nodes to be scored (815 eliminated genes)
Level 8: 9 nodes to be scored (913 eliminated genes)
Level 7: 7 nodes to be scored (1022 eliminated genes)
Level 6: 25 nodes to be scored (1365 eliminated genes)
Level 5: 37 nodes to be scored (2337 eliminated genes)
Level 4: 25 nodes to be scored (3388 eliminated genes)
Level 3: 16 nodes to be scored (4390 eliminated genes)
Level 2: 8 nodes to be scored (5294 eliminated genes)
Level 1: 1 nodes to be scored (5540 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 194 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 2 nodes to be scored (0 eliminated genes)
Level 11: 4 nodes to be scored (0 eliminated genes)
Level 10: 8 nodes to be scored (2 eliminated genes)
Level 9: 11 nodes to be scored (5 eliminated genes)
Level 8: 18 nodes to be scored (47 eliminated genes)
Level 7: 23 nodes to be scored (186 eliminated genes)
Level 6: 34 nodes to be scored (599 eliminated genes)
Level 5: 38 nodes to be scored (1627 eliminated genes)
Level 4: 29 nodes to be scored (3787 eliminated genes)
Level 3: 17 nodes to be scored (4832 eliminated genes)
Level 2: 9 nodes to be scored (5262 eliminated genes)
Level 1: 1 nodes to be scored (5563 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 372 nontrivial nodes
parameters:
test statistic: fisher
Level 15: 1 nodes to be scored (0 eliminated genes)
Level 14: 4 nodes to be scored (0 eliminated genes)
Level 13: 7 nodes to be scored (28 eliminated genes)
Level 12: 10 nodes to be scored (176 eliminated genes)
Level 11: 17 nodes to be scored (451 eliminated genes)
Level 10: 24 nodes to be scored (645 eliminated genes)
Level 9: 35 nodes to be scored (936 eliminated genes)
Level 8: 41 nodes to be scored (1187 eliminated genes)
Level 7: 45 nodes to be scored (1584 eliminated genes)
Level 6: 62 nodes to be scored (2823 eliminated genes)
Level 5: 63 nodes to be scored (3659 eliminated genes)
Level 4: 36 nodes to be scored (4187 eliminated genes)
Level 3: 19 nodes to be scored (4993 eliminated genes)
Level 2: 7 nodes to be scored (5362 eliminated genes)
Level 1: 1 nodes to be scored (5563 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 324 nontrivial nodes
parameters:
test statistic: fisher
Level 16: 1 nodes to be scored (0 eliminated genes)
Level 15: 1 nodes to be scored (0 eliminated genes)
Level 14: 3 nodes to be scored (4 eliminated genes)
Level 13: 6 nodes to be scored (4 eliminated genes)
Level 12: 10 nodes to be scored (14 eliminated genes)
Level 11: 12 nodes to be scored (371 eliminated genes)
Level 10: 17 nodes to be scored (748 eliminated genes)
Level 9: 29 nodes to be scored (1068 eliminated genes)
Level 8: 31 nodes to be scored (1361 eliminated genes)
Level 7: 34 nodes to be scored (1704 eliminated genes)
Level 6: 51 nodes to be scored (2661 eliminated genes)
Level 5: 57 nodes to be scored (3205 eliminated genes)
Level 4: 41 nodes to be scored (3840 eliminated genes)
Level 3: 20 nodes to be scored (4876 eliminated genes)
Level 2: 10 nodes to be scored (5298 eliminated genes)
Level 1: 1 nodes to be scored (5569 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 466 nontrivial nodes
parameters:
test statistic: fisher
Level 15: 1 nodes to be scored (0 eliminated genes)
Level 14: 1 nodes to be scored (0 eliminated genes)
Level 13: 7 nodes to be scored (26 eliminated genes)
Level 12: 14 nodes to be scored (40 eliminated genes)
Level 11: 24 nodes to be scored (161 eliminated genes)
Level 10: 44 nodes to be scored (574 eliminated genes)
Level 9: 48 nodes to be scored (1068 eliminated genes)
Level 8: 45 nodes to be scored (1382 eliminated genes)
Level 7: 53 nodes to be scored (1885 eliminated genes)
Level 6: 70 nodes to be scored (2429 eliminated genes)
Level 5: 74 nodes to be scored (3443 eliminated genes)
Level 4: 53 nodes to be scored (4319 eliminated genes)
Level 3: 22 nodes to be scored (4715 eliminated genes)
Level 2: 9 nodes to be scored (5069 eliminated genes)
Level 1: 1 nodes to be scored (5282 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 147 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 1 nodes to be scored (0 eliminated genes)
Level 11: 2 nodes to be scored (0 eliminated genes)
Level 10: 5 nodes to be scored (6 eliminated genes)
Level 9: 8 nodes to be scored (75 eliminated genes)
Level 8: 11 nodes to be scored (141 eliminated genes)
Level 7: 14 nodes to be scored (384 eliminated genes)
Level 6: 24 nodes to be scored (870 eliminated genes)
Level 5: 31 nodes to be scored (1994 eliminated genes)
Level 4: 28 nodes to be scored (3783 eliminated genes)
Level 3: 15 nodes to be scored (4628 eliminated genes)
Level 2: 7 nodes to be scored (5355 eliminated genes)
Level 1: 1 nodes to be scored (5553 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 308 nontrivial nodes
parameters:
test statistic: fisher
Level 15: 1 nodes to be scored (0 eliminated genes)
Level 14: 2 nodes to be scored (0 eliminated genes)
Level 13: 5 nodes to be scored (7 eliminated genes)
Level 12: 7 nodes to be scored (50 eliminated genes)
Level 11: 9 nodes to be scored (339 eliminated genes)
Level 10: 10 nodes to be scored (574 eliminated genes)
Level 9: 14 nodes to be scored (821 eliminated genes)
Level 8: 20 nodes to be scored (915 eliminated genes)
Level 7: 38 nodes to be scored (1323 eliminated genes)
Level 6: 53 nodes to be scored (2480 eliminated genes)
Level 5: 62 nodes to be scored (3114 eliminated genes)
Level 4: 48 nodes to be scored (3939 eliminated genes)
Level 3: 26 nodes to be scored (4603 eliminated genes)
Level 2: 12 nodes to be scored (4945 eliminated genes)
Level 1: 1 nodes to be scored (5271 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 172 nontrivial nodes
parameters:
test statistic: fisher
Level 14: 1 nodes to be scored (0 eliminated genes)
Level 13: 4 nodes to be scored (0 eliminated genes)
Level 12: 7 nodes to be scored (15 eliminated genes)
Level 11: 9 nodes to be scored (280 eliminated genes)
Level 10: 8 nodes to be scored (500 eliminated genes)
Level 9: 9 nodes to be scored (805 eliminated genes)
Level 8: 13 nodes to be scored (913 eliminated genes)
Level 7: 19 nodes to be scored (1474 eliminated genes)
Level 6: 28 nodes to be scored (2186 eliminated genes)
Level 5: 35 nodes to be scored (2401 eliminated genes)
Level 4: 22 nodes to be scored (3503 eliminated genes)
Level 3: 11 nodes to be scored (4460 eliminated genes)
Level 2: 5 nodes to be scored (5216 eliminated genes)
Level 1: 1 nodes to be scored (5352 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 254 nontrivial nodes
parameters:
test statistic: fisher
Level 15: 1 nodes to be scored (0 eliminated genes)
Level 14: 2 nodes to be scored (0 eliminated genes)
Level 13: 1 nodes to be scored (27 eliminated genes)
Level 12: 2 nodes to be scored (98 eliminated genes)
Level 11: 7 nodes to be scored (154 eliminated genes)
Level 10: 13 nodes to be scored (286 eliminated genes)
Level 9: 21 nodes to be scored (866 eliminated genes)
Level 8: 27 nodes to be scored (1237 eliminated genes)
Level 7: 31 nodes to be scored (1548 eliminated genes)
Level 6: 43 nodes to be scored (2261 eliminated genes)
Level 5: 43 nodes to be scored (2860 eliminated genes)
Level 4: 33 nodes to be scored (4157 eliminated genes)
Level 3: 20 nodes to be scored (4909 eliminated genes)
Level 2: 9 nodes to be scored (5325 eliminated genes)
Level 1: 1 nodes to be scored (5559 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 16 nontrivial nodes
parameters:
test statistic: fisher
Level 8: 1 nodes to be scored (0 eliminated genes)
Level 7: 1 nodes to be scored (0 eliminated genes)
Level 6: 1 nodes to be scored (4 eliminated genes)
Level 5: 1 nodes to be scored (36 eliminated genes)
Level 4: 2 nodes to be scored (224 eliminated genes)
Level 3: 4 nodes to be scored (342 eliminated genes)
Level 2: 5 nodes to be scored (1628 eliminated genes)
Level 1: 1 nodes to be scored (3624 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 226 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 4 nodes to be scored (0 eliminated genes)
Level 12: 7 nodes to be scored (0 eliminated genes)
Level 11: 12 nodes to be scored (16 eliminated genes)
Level 10: 15 nodes to be scored (373 eliminated genes)
Level 9: 18 nodes to be scored (858 eliminated genes)
Level 8: 16 nodes to be scored (970 eliminated genes)
Level 7: 22 nodes to be scored (1375 eliminated genes)
Level 6: 36 nodes to be scored (2358 eliminated genes)
Level 5: 41 nodes to be scored (2709 eliminated genes)
Level 4: 28 nodes to be scored (3638 eliminated genes)
Level 3: 19 nodes to be scored (4572 eliminated genes)
Level 2: 7 nodes to be scored (5067 eliminated genes)
Level 1: 1 nodes to be scored (5505 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 178 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 2 nodes to be scored (0 eliminated genes)
Level 11: 5 nodes to be scored (0 eliminated genes)
Level 10: 6 nodes to be scored (327 eliminated genes)
Level 9: 13 nodes to be scored (767 eliminated genes)
Level 8: 13 nodes to be scored (850 eliminated genes)
Level 7: 19 nodes to be scored (1028 eliminated genes)
Level 6: 30 nodes to be scored (1610 eliminated genes)
Level 5: 36 nodes to be scored (2652 eliminated genes)
Level 4: 28 nodes to be scored (3995 eliminated genes)
Level 3: 18 nodes to be scored (4726 eliminated genes)
Level 2: 7 nodes to be scored (5240 eliminated genes)
Level 1: 1 nodes to be scored (5523 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 199 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 1 nodes to be scored (0 eliminated genes)
Level 12: 3 nodes to be scored (0 eliminated genes)
Level 11: 6 nodes to be scored (4 eliminated genes)
Level 10: 15 nodes to be scored (27 eliminated genes)
Level 9: 18 nodes to be scored (200 eliminated genes)
Level 8: 17 nodes to be scored (441 eliminated genes)
Level 7: 19 nodes to be scored (641 eliminated genes)
Level 6: 23 nodes to be scored (1082 eliminated genes)
Level 5: 37 nodes to be scored (1692 eliminated genes)
Level 4: 33 nodes to be scored (3282 eliminated genes)
Level 3: 19 nodes to be scored (4698 eliminated genes)
Level 2: 7 nodes to be scored (5301 eliminated genes)
Level 1: 1 nodes to be scored (5555 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 297 nontrivial nodes
parameters:
test statistic: fisher
Level 14: 2 nodes to be scored (0 eliminated genes)
Level 13: 8 nodes to be scored (0 eliminated genes)
Level 12: 13 nodes to be scored (20 eliminated genes)
Level 11: 18 nodes to be scored (93 eliminated genes)
Level 10: 24 nodes to be scored (267 eliminated genes)
Level 9: 36 nodes to be scored (437 eliminated genes)
Level 8: 26 nodes to be scored (923 eliminated genes)
Level 7: 21 nodes to be scored (1324 eliminated genes)
Level 6: 31 nodes to be scored (2032 eliminated genes)
Level 5: 52 nodes to be scored (3031 eliminated genes)
Level 4: 38 nodes to be scored (4274 eliminated genes)
Level 3: 19 nodes to be scored (4973 eliminated genes)
Level 2: 8 nodes to be scored (5414 eliminated genes)
Level 1: 1 nodes to be scored (5558 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 84 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 3 nodes to be scored (0 eliminated genes)
Level 11: 4 nodes to be scored (0 eliminated genes)
Level 10: 6 nodes to be scored (56 eliminated genes)
Level 9: 7 nodes to be scored (115 eliminated genes)
Level 8: 5 nodes to be scored (163 eliminated genes)
Level 7: 7 nodes to be scored (242 eliminated genes)
Level 6: 9 nodes to be scored (453 eliminated genes)
Level 5: 14 nodes to be scored (568 eliminated genes)
Level 4: 15 nodes to be scored (834 eliminated genes)
Level 3: 8 nodes to be scored (3352 eliminated genes)
Level 2: 5 nodes to be scored (4552 eliminated genes)
Level 1: 1 nodes to be scored (5440 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 80 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 1 nodes to be scored (0 eliminated genes)
Level 12: 4 nodes to be scored (0 eliminated genes)
Level 11: 4 nodes to be scored (48 eliminated genes)
Level 10: 4 nodes to be scored (118 eliminated genes)
Level 9: 4 nodes to be scored (763 eliminated genes)
Level 8: 5 nodes to be scored (793 eliminated genes)
Level 7: 4 nodes to be scored (838 eliminated genes)
Level 6: 11 nodes to be scored (930 eliminated genes)
Level 5: 18 nodes to be scored (2139 eliminated genes)
Level 4: 11 nodes to be scored (3348 eliminated genes)
Level 3: 9 nodes to be scored (3707 eliminated genes)
Level 2: 4 nodes to be scored (4297 eliminated genes)
Level 1: 1 nodes to be scored (4918 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 102 nontrivial nodes
parameters:
test statistic: fisher
Level 14: 1 nodes to be scored (0 eliminated genes)
Level 13: 2 nodes to be scored (0 eliminated genes)
Level 12: 2 nodes to be scored (86 eliminated genes)
Level 11: 4 nodes to be scored (155 eliminated genes)
Level 10: 5 nodes to be scored (286 eliminated genes)
Level 9: 5 nodes to be scored (734 eliminated genes)
Level 8: 9 nodes to be scored (800 eliminated genes)
Level 7: 9 nodes to be scored (842 eliminated genes)
Level 6: 16 nodes to be scored (1016 eliminated genes)
Level 5: 20 nodes to be scored (2353 eliminated genes)
Level 4: 13 nodes to be scored (3165 eliminated genes)
Level 3: 10 nodes to be scored (3612 eliminated genes)
Level 2: 5 nodes to be scored (4618 eliminated genes)
Level 1: 1 nodes to be scored (5125 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 42 nontrivial nodes
parameters:
test statistic: fisher
Level 11: 1 nodes to be scored (0 eliminated genes)
Level 10: 1 nodes to be scored (0 eliminated genes)
Level 9: 4 nodes to be scored (1 eliminated genes)
Level 8: 4 nodes to be scored (4 eliminated genes)
Level 7: 4 nodes to be scored (25 eliminated genes)
Level 6: 4 nodes to be scored (278 eliminated genes)
Level 5: 5 nodes to be scored (473 eliminated genes)
Level 4: 8 nodes to be scored (516 eliminated genes)
Level 3: 7 nodes to be scored (1176 eliminated genes)
Level 2: 3 nodes to be scored (2543 eliminated genes)
Level 1: 1 nodes to be scored (4939 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 248 nontrivial nodes
parameters:
test statistic: fisher
Level 15: 2 nodes to be scored (0 eliminated genes)
Level 14: 3 nodes to be scored (0 eliminated genes)
Level 13: 4 nodes to be scored (28 eliminated genes)
Level 12: 7 nodes to be scored (45 eliminated genes)
Level 11: 11 nodes to be scored (49 eliminated genes)
Level 10: 10 nodes to be scored (131 eliminated genes)
Level 9: 21 nodes to be scored (967 eliminated genes)
Level 8: 29 nodes to be scored (1140 eliminated genes)
Level 7: 28 nodes to be scored (1238 eliminated genes)
Level 6: 42 nodes to be scored (1585 eliminated genes)
Level 5: 40 nodes to be scored (2683 eliminated genes)
Level 4: 27 nodes to be scored (3668 eliminated genes)
Level 3: 16 nodes to be scored (4235 eliminated genes)
Level 2: 7 nodes to be scored (4829 eliminated genes)
Level 1: 1 nodes to be scored (5226 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 43 nontrivial nodes
parameters:
test statistic: fisher
Level 9: 1 nodes to be scored (0 eliminated genes)
Level 8: 1 nodes to be scored (0 eliminated genes)
Level 7: 1 nodes to be scored (171 eliminated genes)
Level 6: 5 nodes to be scored (762 eliminated genes)
Level 5: 10 nodes to be scored (766 eliminated genes)
Level 4: 10 nodes to be scored (2419 eliminated genes)
Level 3: 9 nodes to be scored (3706 eliminated genes)
Level 2: 5 nodes to be scored (4972 eliminated genes)
Level 1: 1 nodes to be scored (5346 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 103 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 1 nodes to be scored (0 eliminated genes)
Level 12: 1 nodes to be scored (0 eliminated genes)
Level 11: 1 nodes to be scored (12 eliminated genes)
Level 10: 3 nodes to be scored (13 eliminated genes)
Level 9: 6 nodes to be scored (14 eliminated genes)
Level 8: 8 nodes to be scored (63 eliminated genes)
Level 7: 14 nodes to be scored (320 eliminated genes)
Level 6: 18 nodes to be scored (1118 eliminated genes)
Level 5: 21 nodes to be scored (2250 eliminated genes)
Level 4: 13 nodes to be scored (3306 eliminated genes)
Level 3: 11 nodes to be scored (4578 eliminated genes)
Level 2: 5 nodes to be scored (4964 eliminated genes)
Level 1: 1 nodes to be scored (5371 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 151 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 2 nodes to be scored (0 eliminated genes)
Level 12: 4 nodes to be scored (0 eliminated genes)
Level 11: 5 nodes to be scored (27 eliminated genes)
Level 10: 5 nodes to be scored (462 eliminated genes)
Level 9: 8 nodes to be scored (786 eliminated genes)
Level 8: 8 nodes to be scored (845 eliminated genes)
Level 7: 11 nodes to be scored (894 eliminated genes)
Level 6: 23 nodes to be scored (1208 eliminated genes)
Level 5: 32 nodes to be scored (2394 eliminated genes)
Level 4: 23 nodes to be scored (3527 eliminated genes)
Level 3: 19 nodes to be scored (4087 eliminated genes)
Level 2: 10 nodes to be scored (4604 eliminated genes)
Level 1: 1 nodes to be scored (5219 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 155 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 1 nodes to be scored (0 eliminated genes)
Level 12: 1 nodes to be scored (0 eliminated genes)
Level 11: 3 nodes to be scored (5 eliminated genes)
Level 10: 4 nodes to be scored (10 eliminated genes)
Level 9: 7 nodes to be scored (72 eliminated genes)
Level 8: 8 nodes to be scored (178 eliminated genes)
Level 7: 10 nodes to be scored (687 eliminated genes)
Level 6: 23 nodes to be scored (1948 eliminated genes)
Level 5: 36 nodes to be scored (2798 eliminated genes)
Level 4: 31 nodes to be scored (3672 eliminated genes)
Level 3: 20 nodes to be scored (4744 eliminated genes)
Level 2: 10 nodes to be scored (5218 eliminated genes)
Level 1: 1 nodes to be scored (5522 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 230 nontrivial nodes
parameters:
test statistic: fisher
Level 15: 1 nodes to be scored (0 eliminated genes)
Level 14: 1 nodes to be scored (0 eliminated genes)
Level 13: 2 nodes to be scored (14 eliminated genes)
Level 12: 3 nodes to be scored (42 eliminated genes)
Level 11: 7 nodes to be scored (313 eliminated genes)
Level 10: 15 nodes to be scored (509 eliminated genes)
Level 9: 21 nodes to be scored (810 eliminated genes)
Level 8: 25 nodes to be scored (1032 eliminated genes)
Level 7: 32 nodes to be scored (1434 eliminated genes)
Level 6: 36 nodes to be scored (1865 eliminated genes)
Level 5: 36 nodes to be scored (2351 eliminated genes)
Level 4: 29 nodes to be scored (3459 eliminated genes)
Level 3: 15 nodes to be scored (4273 eliminated genes)
Level 2: 6 nodes to be scored (4916 eliminated genes)
Level 1: 1 nodes to be scored (5463 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 162 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 2 nodes to be scored (0 eliminated genes)
Level 12: 3 nodes to be scored (0 eliminated genes)
Level 11: 6 nodes to be scored (272 eliminated genes)
Level 10: 8 nodes to be scored (462 eliminated genes)
Level 9: 11 nodes to be scored (754 eliminated genes)
Level 8: 13 nodes to be scored (794 eliminated genes)
Level 7: 16 nodes to be scored (856 eliminated genes)
Level 6: 27 nodes to be scored (1107 eliminated genes)
Level 5: 30 nodes to be scored (2222 eliminated genes)
Level 4: 24 nodes to be scored (3484 eliminated genes)
Level 3: 14 nodes to be scored (4184 eliminated genes)
Level 2: 7 nodes to be scored (4730 eliminated genes)
Level 1: 1 nodes to be scored (5198 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 119 nontrivial nodes
parameters:
test statistic: fisher
Level 14: 3 nodes to be scored (0 eliminated genes)
Level 13: 2 nodes to be scored (0 eliminated genes)
Level 12: 4 nodes to be scored (56 eliminated genes)
Level 11: 7 nodes to be scored (82 eliminated genes)
Level 10: 5 nodes to be scored (268 eliminated genes)
Level 9: 8 nodes to be scored (291 eliminated genes)
Level 8: 8 nodes to be scored (544 eliminated genes)
Level 7: 9 nodes to be scored (712 eliminated genes)
Level 6: 14 nodes to be scored (837 eliminated genes)
Level 5: 20 nodes to be scored (2152 eliminated genes)
Level 4: 18 nodes to be scored (3597 eliminated genes)
Level 3: 13 nodes to be scored (4091 eliminated genes)
Level 2: 7 nodes to be scored (4395 eliminated genes)
Level 1: 1 nodes to be scored (5199 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 261 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 1 nodes to be scored (0 eliminated genes)
Level 12: 2 nodes to be scored (0 eliminated genes)
Level 11: 5 nodes to be scored (2 eliminated genes)
Level 10: 10 nodes to be scored (10 eliminated genes)
Level 9: 17 nodes to be scored (753 eliminated genes)
Level 8: 24 nodes to be scored (1000 eliminated genes)
Level 7: 34 nodes to be scored (1527 eliminated genes)
Level 6: 50 nodes to be scored (2305 eliminated genes)
Level 5: 53 nodes to be scored (3633 eliminated genes)
Level 4: 36 nodes to be scored (4243 eliminated genes)
Level 3: 20 nodes to be scored (4940 eliminated genes)
Level 2: 8 nodes to be scored (5240 eliminated genes)
Level 1: 1 nodes to be scored (5539 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 113 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 3 nodes to be scored (0 eliminated genes)
Level 12: 6 nodes to be scored (0 eliminated genes)
Level 11: 5 nodes to be scored (61 eliminated genes)
Level 10: 3 nodes to be scored (491 eliminated genes)
Level 9: 3 nodes to be scored (765 eliminated genes)
Level 8: 4 nodes to be scored (784 eliminated genes)
Level 7: 10 nodes to be scored (791 eliminated genes)
Level 6: 18 nodes to be scored (822 eliminated genes)
Level 5: 23 nodes to be scored (1698 eliminated genes)
Level 4: 17 nodes to be scored (3040 eliminated genes)
Level 3: 13 nodes to be scored (4435 eliminated genes)
Level 2: 7 nodes to be scored (5154 eliminated genes)
Level 1: 1 nodes to be scored (5406 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 255 nontrivial nodes
parameters:
test statistic: fisher
Level 15: 1 nodes to be scored (0 eliminated genes)
Level 14: 1 nodes to be scored (0 eliminated genes)
Level 13: 4 nodes to be scored (13 eliminated genes)
Level 12: 8 nodes to be scored (32 eliminated genes)
Level 11: 11 nodes to be scored (391 eliminated genes)
Level 10: 13 nodes to be scored (745 eliminated genes)
Level 9: 24 nodes to be scored (1119 eliminated genes)
Level 8: 24 nodes to be scored (1332 eliminated genes)
Level 7: 33 nodes to be scored (1474 eliminated genes)
Level 6: 38 nodes to be scored (2408 eliminated genes)
Level 5: 43 nodes to be scored (3336 eliminated genes)
Level 4: 33 nodes to be scored (4192 eliminated genes)
Level 3: 15 nodes to be scored (4800 eliminated genes)
Level 2: 6 nodes to be scored (5361 eliminated genes)
Level 1: 1 nodes to be scored (5500 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 1 nontrivial nodes
parameters:
test statistic: fisher
Nothing to do:
Nothing to do:
Level 1: 1 nodes to be scored (0 eliminated genes)
Warning message in .genesInNode(graph(object), whichGO):
“Nodes not present in the graph:NA”
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 87 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 1 nodes to be scored (0 eliminated genes)
Level 11: 2 nodes to be scored (0 eliminated genes)
Level 10: 4 nodes to be scored (426 eliminated genes)
Level 9: 5 nodes to be scored (752 eliminated genes)
Level 8: 5 nodes to be scored (785 eliminated genes)
Level 7: 4 nodes to be scored (786 eliminated genes)
Level 6: 11 nodes to be scored (920 eliminated genes)
Level 5: 20 nodes to be scored (1776 eliminated genes)
Level 4: 16 nodes to be scored (2843 eliminated genes)
Level 3: 12 nodes to be scored (3831 eliminated genes)
Level 2: 6 nodes to be scored (4270 eliminated genes)
Level 1: 1 nodes to be scored (5040 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 261 nontrivial nodes
parameters:
test statistic: fisher
Level 14: 2 nodes to be scored (0 eliminated genes)
Level 13: 2 nodes to be scored (0 eliminated genes)
Level 12: 5 nodes to be scored (36 eliminated genes)
Level 11: 8 nodes to be scored (389 eliminated genes)
Level 10: 12 nodes to be scored (557 eliminated genes)
Level 9: 22 nodes to be scored (775 eliminated genes)
Level 8: 28 nodes to be scored (850 eliminated genes)
Level 7: 31 nodes to be scored (1096 eliminated genes)
Level 6: 41 nodes to be scored (1682 eliminated genes)
Level 5: 48 nodes to be scored (2820 eliminated genes)
Level 4: 32 nodes to be scored (4098 eliminated genes)
Level 3: 20 nodes to be scored (4905 eliminated genes)
Level 2: 9 nodes to be scored (5348 eliminated genes)
Level 1: 1 nodes to be scored (5555 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 270 nontrivial nodes
parameters:
test statistic: fisher
Level 16: 1 nodes to be scored (0 eliminated genes)
Level 15: 3 nodes to be scored (0 eliminated genes)
Level 14: 4 nodes to be scored (4 eliminated genes)
Level 13: 3 nodes to be scored (14 eliminated genes)
Level 12: 5 nodes to be scored (49 eliminated genes)
Level 11: 6 nodes to be scored (295 eliminated genes)
Level 10: 12 nodes to be scored (479 eliminated genes)
Level 9: 15 nodes to be scored (799 eliminated genes)
Level 8: 17 nodes to be scored (910 eliminated genes)
Level 7: 26 nodes to be scored (1110 eliminated genes)
Level 6: 43 nodes to be scored (1954 eliminated genes)
Level 5: 56 nodes to be scored (3392 eliminated genes)
Level 4: 45 nodes to be scored (4124 eliminated genes)
Level 3: 23 nodes to be scored (4855 eliminated genes)
Level 2: 10 nodes to be scored (5331 eliminated genes)
Level 1: 1 nodes to be scored (5542 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 139 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 1 nodes to be scored (0 eliminated genes)
Level 12: 5 nodes to be scored (0 eliminated genes)
Level 11: 10 nodes to be scored (48 eliminated genes)
Level 10: 15 nodes to be scored (119 eliminated genes)
Level 9: 16 nodes to be scored (821 eliminated genes)
Level 8: 12 nodes to be scored (948 eliminated genes)
Level 7: 7 nodes to be scored (1030 eliminated genes)
Level 6: 16 nodes to be scored (1160 eliminated genes)
Level 5: 24 nodes to be scored (2365 eliminated genes)
Level 4: 17 nodes to be scored (3512 eliminated genes)
Level 3: 10 nodes to be scored (3917 eliminated genes)
Level 2: 5 nodes to be scored (4531 eliminated genes)
Level 1: 1 nodes to be scored (5159 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 185 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 4 nodes to be scored (0 eliminated genes)
Level 12: 6 nodes to be scored (0 eliminated genes)
Level 11: 8 nodes to be scored (361 eliminated genes)
Level 10: 9 nodes to be scored (579 eliminated genes)
Level 9: 9 nodes to be scored (756 eliminated genes)
Level 8: 12 nodes to be scored (857 eliminated genes)
Level 7: 20 nodes to be scored (902 eliminated genes)
Level 6: 30 nodes to be scored (1344 eliminated genes)
Level 5: 33 nodes to be scored (2677 eliminated genes)
Level 4: 27 nodes to be scored (3577 eliminated genes)
Level 3: 17 nodes to be scored (4020 eliminated genes)
Level 2: 9 nodes to be scored (4800 eliminated genes)
Level 1: 1 nodes to be scored (5198 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 272 nontrivial nodes
parameters:
test statistic: fisher
Level 16: 1 nodes to be scored (0 eliminated genes)
Level 15: 2 nodes to be scored (0 eliminated genes)
Level 14: 2 nodes to be scored (5 eliminated genes)
Level 13: 6 nodes to be scored (37 eliminated genes)
Level 12: 8 nodes to be scored (98 eliminated genes)
Level 11: 10 nodes to be scored (440 eliminated genes)
Level 10: 13 nodes to be scored (578 eliminated genes)
Level 9: 20 nodes to be scored (929 eliminated genes)
Level 8: 23 nodes to be scored (1087 eliminated genes)
Level 7: 28 nodes to be scored (1241 eliminated genes)
Level 6: 41 nodes to be scored (1811 eliminated genes)
Level 5: 46 nodes to be scored (2899 eliminated genes)
Level 4: 40 nodes to be scored (4041 eliminated genes)
Level 3: 23 nodes to be scored (4568 eliminated genes)
Level 2: 8 nodes to be scored (5130 eliminated genes)
Level 1: 1 nodes to be scored (5487 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 107 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 1 nodes to be scored (0 eliminated genes)
Level 12: 1 nodes to be scored (0 eliminated genes)
Level 11: 2 nodes to be scored (26 eliminated genes)
Level 10: 5 nodes to be scored (26 eliminated genes)
Level 9: 5 nodes to be scored (35 eliminated genes)
Level 8: 9 nodes to be scored (91 eliminated genes)
Level 7: 14 nodes to be scored (181 eliminated genes)
Level 6: 15 nodes to be scored (499 eliminated genes)
Level 5: 21 nodes to be scored (888 eliminated genes)
Level 4: 15 nodes to be scored (1865 eliminated genes)
Level 3: 12 nodes to be scored (2638 eliminated genes)
Level 2: 6 nodes to be scored (3710 eliminated genes)
Level 1: 1 nodes to be scored (5501 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 106 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 1 nodes to be scored (0 eliminated genes)
Level 11: 1 nodes to be scored (0 eliminated genes)
Level 10: 4 nodes to be scored (17 eliminated genes)
Level 9: 5 nodes to be scored (28 eliminated genes)
Level 8: 9 nodes to be scored (133 eliminated genes)
Level 7: 12 nodes to be scored (238 eliminated genes)
Level 6: 14 nodes to be scored (658 eliminated genes)
Level 5: 24 nodes to be scored (1384 eliminated genes)
Level 4: 17 nodes to be scored (2594 eliminated genes)
Level 3: 12 nodes to be scored (4507 eliminated genes)
Level 2: 6 nodes to be scored (4870 eliminated genes)
Level 1: 1 nodes to be scored (5456 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 102 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 1 nodes to be scored (0 eliminated genes)
Level 11: 1 nodes to be scored (0 eliminated genes)
Level 10: 3 nodes to be scored (9 eliminated genes)
Level 9: 4 nodes to be scored (14 eliminated genes)
Level 8: 8 nodes to be scored (34 eliminated genes)
Level 7: 12 nodes to be scored (96 eliminated genes)
Level 6: 14 nodes to be scored (204 eliminated genes)
Level 5: 17 nodes to be scored (458 eliminated genes)
Level 4: 19 nodes to be scored (845 eliminated genes)
Level 3: 13 nodes to be scored (1849 eliminated genes)
Level 2: 9 nodes to be scored (4470 eliminated genes)
Level 1: 1 nodes to be scored (5420 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 99 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 1 nodes to be scored (0 eliminated genes)
Level 11: 1 nodes to be scored (0 eliminated genes)
Level 10: 2 nodes to be scored (54 eliminated genes)
Level 9: 4 nodes to be scored (159 eliminated genes)
Level 8: 5 nodes to be scored (276 eliminated genes)
Level 7: 10 nodes to be scored (340 eliminated genes)
Level 6: 13 nodes to be scored (786 eliminated genes)
Level 5: 19 nodes to be scored (1383 eliminated genes)
Level 4: 17 nodes to be scored (2788 eliminated genes)
Level 3: 18 nodes to be scored (4530 eliminated genes)
Level 2: 8 nodes to be scored (5068 eliminated genes)
Level 1: 1 nodes to be scored (5558 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 27 nontrivial nodes
parameters:
test statistic: fisher
Level 8: 1 nodes to be scored (0 eliminated genes)
Level 7: 1 nodes to be scored (0 eliminated genes)
Level 6: 5 nodes to be scored (9 eliminated genes)
Level 5: 5 nodes to be scored (259 eliminated genes)
Level 4: 5 nodes to be scored (2304 eliminated genes)
Level 3: 6 nodes to be scored (3762 eliminated genes)
Level 2: 3 nodes to be scored (4385 eliminated genes)
Level 1: 1 nodes to be scored (4945 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 242 nontrivial nodes
parameters:
test statistic: fisher
Level 15: 1 nodes to be scored (0 eliminated genes)
Level 14: 9 nodes to be scored (0 eliminated genes)
Level 13: 12 nodes to be scored (2 eliminated genes)
Level 12: 7 nodes to be scored (11 eliminated genes)
Level 11: 5 nodes to be scored (344 eliminated genes)
Level 10: 7 nodes to be scored (556 eliminated genes)
Level 9: 9 nodes to be scored (752 eliminated genes)
Level 8: 14 nodes to be scored (789 eliminated genes)
Level 7: 32 nodes to be scored (806 eliminated genes)
Level 6: 40 nodes to be scored (994 eliminated genes)
Level 5: 45 nodes to be scored (2144 eliminated genes)
Level 4: 34 nodes to be scored (3377 eliminated genes)
Level 3: 17 nodes to be scored (4292 eliminated genes)
Level 2: 9 nodes to be scored (4872 eliminated genes)
Level 1: 1 nodes to be scored (5205 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 94 nontrivial nodes
parameters:
test statistic: fisher
Level 11: 1 nodes to be scored (0 eliminated genes)
Level 10: 2 nodes to be scored (0 eliminated genes)
Level 9: 6 nodes to be scored (6 eliminated genes)
Level 8: 6 nodes to be scored (39 eliminated genes)
Level 7: 10 nodes to be scored (165 eliminated genes)
Level 6: 9 nodes to be scored (395 eliminated genes)
Level 5: 20 nodes to be scored (749 eliminated genes)
Level 4: 17 nodes to be scored (1301 eliminated genes)
Level 3: 14 nodes to be scored (2288 eliminated genes)
Level 2: 8 nodes to be scored (3423 eliminated genes)
Level 1: 1 nodes to be scored (4616 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 132 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 2 nodes to be scored (0 eliminated genes)
Level 11: 6 nodes to be scored (0 eliminated genes)
Level 10: 8 nodes to be scored (10 eliminated genes)
Level 9: 10 nodes to be scored (763 eliminated genes)
Level 8: 10 nodes to be scored (894 eliminated genes)
Level 7: 8 nodes to be scored (931 eliminated genes)
Level 6: 17 nodes to be scored (1259 eliminated genes)
Level 5: 25 nodes to be scored (2028 eliminated genes)
Level 4: 21 nodes to be scored (3034 eliminated genes)
Level 3: 15 nodes to be scored (3829 eliminated genes)
Level 2: 9 nodes to be scored (4757 eliminated genes)
Level 1: 1 nodes to be scored (5194 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 67 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 1 nodes to be scored (0 eliminated genes)
Level 12: 2 nodes to be scored (0 eliminated genes)
Level 11: 3 nodes to be scored (149 eliminated genes)
Level 10: 3 nodes to be scored (529 eliminated genes)
Level 9: 3 nodes to be scored (752 eliminated genes)
Level 8: 3 nodes to be scored (784 eliminated genes)
Level 7: 6 nodes to be scored (785 eliminated genes)
Level 6: 11 nodes to be scored (845 eliminated genes)
Level 5: 15 nodes to be scored (1625 eliminated genes)
Level 4: 10 nodes to be scored (2722 eliminated genes)
Level 3: 6 nodes to be scored (3525 eliminated genes)
Level 2: 3 nodes to be scored (4075 eliminated genes)
Level 1: 1 nodes to be scored (4344 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 204 nontrivial nodes
parameters:
test statistic: fisher
Level 13: 1 nodes to be scored (0 eliminated genes)
Level 12: 1 nodes to be scored (0 eliminated genes)
Level 11: 6 nodes to be scored (19 eliminated genes)
Level 10: 14 nodes to be scored (21 eliminated genes)
Level 9: 19 nodes to be scored (311 eliminated genes)
Level 8: 15 nodes to be scored (447 eliminated genes)
Level 7: 20 nodes to be scored (606 eliminated genes)
Level 6: 27 nodes to be scored (933 eliminated genes)
Level 5: 35 nodes to be scored (1168 eliminated genes)
Level 4: 34 nodes to be scored (3708 eliminated genes)
Level 3: 21 nodes to be scored (5012 eliminated genes)
Level 2: 10 nodes to be scored (5297 eliminated genes)
Level 1: 1 nodes to be scored (5526 eliminated genes)
Building most specific GOs .....
( 2909 GO terms found. )
Build GO DAG topology ..........
( 5064 GO terms and 11404 relations. )
Annotating nodes ...............
( 6419 genes annotated to the GO terms. )
-- Weight01 Algorithm --
the algorithm is scoring 75 nontrivial nodes
parameters:
test statistic: fisher
Level 12: 2 nodes to be scored (0 eliminated genes)
Level 11: 2 nodes to be scored (0 eliminated genes)
Level 10: 3 nodes to be scored (47 eliminated genes)
Level 9: 5 nodes to be scored (99 eliminated genes)
Level 8: 5 nodes to be scored (152 eliminated genes)
Level 7: 8 nodes to be scored (186 eliminated genes)
Level 6: 9 nodes to be scored (456 eliminated genes)
Level 5: 14 nodes to be scored (752 eliminated genes)
Level 4: 14 nodes to be scored (1291 eliminated genes)
Level 3: 7 nodes to be scored (3335 eliminated genes)
Level 2: 5 nodes to be scored (4503 eliminated genes)
Level 1: 1 nodes to be scored (5252 eliminated genes)
In [15]:
rownames(enrichmentResults) <- c("terms","p-values","genes")
colnames(enrichmentResults) <- 1:max(assignments)
In [17]:
enrichmentResults["terms",]
- $`1`
go_id Term Definition
131 GO:0000050 urea cycle The sequence of reactions by which arginine is synthesized from ornithine, then cleaved to yield urea and regenerate ornithine. The overall reaction equation is NH3 + CO2 + aspartate + 3 ATP + 2 H2O = urea + fumarate + 2 ADP + 2 phosphate + AMP + diphosphate.
137 GO:0000053 argininosuccinate metabolic process The chemical reactions and pathways involving argininosuccinate, 2-(N(omega)-arginino)succinate, an intermediate in the ornithine-urea cycle, where it is synthesized from citrulline and aspartate.
335 GO:0000132 establishment of mitotic spindle orientation A cell cycle process that sets the alignment of mitotic spindle relative to other cellular structures.
459 GO:0000184 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay The nonsense-mediated decay pathway for nuclear-transcribed mRNAs degrades mRNAs in which an amino-acid codon has changed to a nonsense codon; this prevents the translation of such mRNAs into truncated, and potentially harmful, proteins.
834 GO:0000288 nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay A major pathway of degradation of nuclear-transcribed mRNAs that proceeds through a series of ordered steps that includes poly(A) tail shortening and that can regulate mRNA stability.
845 GO:0000290 deadenylation-dependent decapping of nuclear-transcribed mRNA Cleavage of the 5'-cap of a nuclear mRNA triggered by shortening of the poly(A) tail to below a minimum functional length.
1129 GO:0000422 mitophagy The autophagic process in which mitochondria are delivered to the vacuole and degraded in response to changing cellular conditions.
1247 GO:0000706 meiotic DNA double-strand break processing The cell cycle process in which the 5' to 3' exonucleolytic resection of the DNA at the site of the break to form a 3' single-strand DNA overhang occurs. This takes place during meiosis.
1282 GO:0000722 telomere maintenance via recombination Any recombinational process that contributes to the maintenance of proper telomeric length.
1283 GO:0000723 telomere maintenance Any process that contributes to the maintenance of proper telomeric length and structure by affecting and monitoring the activity of telomeric proteins, the length of telomeric DNA and the replication and repair of the DNA. These processes includes those that shorten, lengthen, replicate and repair the telomeric DNA sequences.
1296 GO:0000730 DNA recombinase assembly The aggregation, arrangement and bonding together of strand exchange proteins (recombinases) into higher order oligomers on single-stranded DNA.
1718 GO:0001081 nitrogen catabolite repression of transcription from RNA polymerase II promoter A transcription regulation process in which the presence of one nitrogen source leads to a decrease in the frequency, rate, or extent of transcription, from an RNA polymerase II promoter, of specific genes involved in the metabolism of other nitrogen sources.
1737 GO:0001100 negative regulation of exit from mitosis Any process involved in the inhibition of progression from anaphase/telophase (high mitotic CDK activity) to G1 (low mitotic CDK activity).
2134 GO:0001558 regulation of cell growth Any process that modulates the frequency, rate, extent or direction of cell growth.
6237 GO:0051017 actin filament bundle assembly The assembly of actin filament bundles; actin filaments are on the same axis but may be oriented with the same or opposite polarities and may be packed with different levels of tightness.
15257 GO:0006279 premeiotic DNA replication The replication of DNA that precedes meiotic cell division.
15538 GO:0006468 protein phosphorylation The process of introducing a phosphate group on to a protein.
15892 GO:0006607 NLS-bearing protein import into nucleus The directed movement of a protein bearing a nuclear localization signal (NLS) from the cytoplasm into the nucleus, across the nuclear membrane.
16709 GO:0006913 nucleocytoplasmic transport The directed movement of molecules between the nucleus and the cytoplasm.
16856 GO:0006995 cellular response to nitrogen starvation Any process that results in a change in state or activity of a cell (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of deprivation of nitrogen.
16867 GO:0006999 nuclear pore organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of the nuclear pore.
16942 GO:0007049 cell cycle The progression of biochemical and morphological phases and events that occur in a cell during successive cell replication or nuclear replication events. Canonically, the cell cycle comprises the replication and segregation of genetic material followed by the division of the cell, but in endocycles or syncytial cells nuclear replication or nuclear division may not be followed by cell division.
16968 GO:0007067 mitotic nuclear division A cell cycle process comprising the steps by which the nucleus of a eukaryotic cell divides; the process involves condensation of chromosomal DNA into a highly compacted form. Canonically, mitosis produces two daughter nuclei whose chromosome complement is identical to that of the mother cell.
17027 GO:0007094 mitotic spindle assembly checkpoint A cell cycle checkpoint that delays the metaphase/anaphase transition of a mitotic nuclear division until the spindle is correctly assembled and chromosomes are attached to the spindle.
19499 GO:0030041 actin filament polymerization Assembly of actin filaments by the addition of actin monomers to a filament.
23079 GO:0009847 spore germination The physiological and developmental changes that occur in a spore following release from dormancy up to the earliest signs of growth (e.g. emergence from a spore wall).
23814 GO:0010212 response to ionizing radiation Any process that results in a change in state or activity of a cell or an organism (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of a ionizing radiation stimulus. Ionizing radiation is radiation with sufficient energy to remove electrons from atoms and may arise from spontaneous decay of unstable isotopes, resulting in alpha and beta particles and gamma rays. Ionizing radiation also includes X-rays.
24353 GO:0010621 negative regulation of transcription by transcription factor localization Any process that stops, prevents, or reduces the frequency, rate or extent of DNA-dependent transcription using a mechanism that involves the localization of a transcription factor.
24566 GO:0010791 DNA double-strand break processing involved in repair via synthesis-dependent strand annealing The 5' to 3' exonucleolytic resection of the DNA at the site of the break to form a 3' single-strand DNA overhang that results in the repair of a double strand break via synthesis-dependent strand annealing.
26891 GO:0045722 positive regulation of gluconeogenesis Any process that activates or increases the frequency, rate or extent of gluconeogenesis.
⋮ ⋮ ⋮ ⋮
54154 GO:0044774 mitotic DNA integrity checkpoint A mitotic cell cycle process that controls cell cycle progression in response to changes in DNA structure by monitoring the integrity of the DNA. The DNA integrity checkpoint begins with detection of DNA damage, defects in DNA structure or DNA replication, and ends with signal transduction.
54185 GO:0044805 late nucleophagy A type of nucleophagy, distinct from piecemeal microautophagy of the nucleus (PNM) where the nuclear material is delivered to the vacuole/lysosome for breakdown and recycling later than observed for PNM.
54302 GO:0070987 error-free translesion synthesis The conversion of DNA-damage induced single-stranded gaps into large molecular weight DNA after replication by using a specialized DNA polymerase or replication complex to insert a defined nucleotide across the lesion. This process does not remove the replication-blocking lesions but does not causes an increase in the endogenous mutation level. For S. cerevisiae, RAD30 encodes DNA polymerase eta, which incorporates two adenines. When incorporated across a thymine-thymine dimer, it does not increase the endogenous mutation level.
54648 GO:0045143 homologous chromosome segregation The cell cycle process in which replicated homologous chromosomes are organized and then physically separated and apportioned to two sets during the first division of the meiotic cell cycle. Each replicated chromosome, composed of two sister chromatids, aligns at the cell equator, paired with its homologous partner; this pairing off, referred to as synapsis, permits genetic recombination. One homolog (both sister chromatids) of each morphologic type goes into each of the resulting chromosome sets.
55791 GO:0045429 positive regulation of nitric oxide biosynthetic process Any process that activates or increases the frequency, rate or extent of the chemical reactions and pathways resulting in the formation of nitric oxide.
58376 GO:0046081 dUTP catabolic process The chemical reactions and pathways resulting in the breakdown of dUTP, deoxyuridine (5'-)triphosphate.
65071 GO:0048213 Golgi vesicle prefusion complex stabilization The binding of specific proteins to the t-SNARE/v-SNARE/SNAP25 complex, by which the Golgi vesicle prefusion complex is stabilized.
69682 GO:0051028 mRNA transport The directed movement of mRNA, messenger ribonucleic acid, into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
69691 GO:0051037 regulation of transcription involved in meiotic cell cycle Any process that modulates the frequency, rate or extent of transcription as part of a meiotic cell cycle.
69919 GO:0051123 RNA polymerase II transcriptional preinitiation complex assembly The aggregation, arrangement and bonding together of proteins on an RNA polymerase II promoter DNA to form the transcriptional preinitiation complex (PIC), the formation of which is a prerequisite for transcription by RNA polymerase.
70518 GO:0051292 nuclear pore complex assembly The aggregation, arrangement and bonding together of a set of components to form a nuclear pore complex.
70542 GO:0051301 cell division The process resulting in division and partitioning of components of a cell to form more cells; may or may not be accompanied by the physical separation of a cell into distinct, individually membrane-bounded daughter cells.
70564 GO:0051312 chromosome decondensation The alteration of chromosome structure from the condensed form to a relaxed disperse form.
70937 GO:0051441 positive regulation of ubiquitin-protein ligase activity involved in meiotic cell cycle Any process that activates, maintains or increases the rate of ubiquitin ligase activity during the meiotic cell cycle.
78651 GO:0070550 rDNA condensation The process in which the chromatin structure of the rDNA repeats is compacted. In S. cerevisiae, condensation and resolution of the rDNA occurs during anaphase.
79446 GO:0070941 eisosome assembly The aggregation, arrangement and bonding together of a set of components to form an eisosome, a cell part that is composed of the eisosome membrane or MCC domain, a furrow-like plasma membrane sub-domain and associated integral transmembrane proteins, and the proteins (eisosome filaments) that form a scaffolding lattice on the cytoplasmic face.
81159 GO:0071940 fungal-type cell wall assembly The aggregation, arrangement and bonding together of a set of components to form a fungal-type cell wall.
82920 GO:0080009 mRNA methylation The posttranscriptional addition of methyl groups to specific residues in an mRNA molecule.
83829 GO:0090368 regulation of ornithine metabolic process Any process that modulates the rate, frequency, or extent of the chemical reactions and pathways involving ornithine, an amino acid only rarely found in proteins, but which is important in living organisms as an intermediate in the reactions of the urea cycle and in arginine biosynthesis.
87592 GO:1900152 negative regulation of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay Any process that stops, prevents or reduces the frequency, rate or extent of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay.
87636 GO:1900153 positive regulation of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay Any process that activates or increases the frequency, rate or extent of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay.
90493 GO:1900475 positive regulation of meiosis by negative regulation of transcription from RNA polymerase II promoter Any process that activates or increases the frequency, rate or extent of meiosis by stopping, preventing, or reducing the frequency, rate or extent of transcription from an RNA polymerase II promoter.
90498 GO:1900476 positive regulation of meiosis by positive regulation of transcription from RNA polymerase II promoter Any process that activates or increases the frequency, rate or extent of meiosis by activating or increasing the frequency, rate or extent of transcription from an RNA polymerase II promoter.
96687 GO:1901300 positive regulation of hydrogen peroxide-mediated programmed cell death Any process that activates or increases the frequency, rate or extent of hydrogen peroxide-mediated programmed cell death.
111245 GO:1903343 positive regulation of meiotic DNA double-strand break formation Any process that activates or increases the frequency, rate or extent of meiotic DNA double-strand break formation.
115186 GO:1903833 positive regulation of cellular response to amino acid starvation Any process that activates or increases the frequency, rate or extent of cellular response to amino acid starvation.
129962 GO:1990022 RNA polymerase III complex localization to nucleus The directed movement of an RNA polymerase III complex from the cytoplasm to the nucleus.
131340 GO:2000042 negative regulation of double-strand break repair via homologous recombination Any process that stops, prevents, or reduces the frequency, rate or extent of double-strand break repair via homologous recombination.
131765 GO:2000221 negative regulation of pseudohyphal growth Any process that stops, prevents, or reduces the frequency, rate or extent of pseudohyphal growth.
133559 GO:2001158 positive regulation of proline catabolic process to glutamate Any process that activates or increases the frequency, rate or extent of proline catabolic process to glutamate.
- $`2`
go_id Term Definition
1074 GO:0000398 mRNA splicing, via spliceosome The joining together of exons from one or more primary transcripts of messenger RNA (mRNA) and the excision of intron sequences, via a spliceosomal mechanism, so that mRNA consisting only of the joined exons is produced.
36049 GO:0031116 positive regulation of microtubule polymerization Any process that activates or increases the frequency, rate or extent of microtubule polymerization.
72658 GO:0051987 positive regulation of attachment of spindle microtubules to kinetochore Any process that activates or increases the frequency, rate or extent of the attachment of spindle microtubules to the kinetochore.
- $`3`
go_id Term Definition
1253 GO:0000709 meiotic joint molecule formation The conversion of the paired broken DNA and homologous duplex DNA into a four-stranded branched intermediate, known as a joint molecule, formed during meiotic recombination. These joint molecules contain Holliday junctions on either side of heteroduplex DNA.
1296 GO:0000730 DNA recombinase assembly The aggregation, arrangement and bonding together of strand exchange proteins (recombinases) into higher order oligomers on single-stranded DNA.
2134 GO:0001558 regulation of cell growth Any process that modulates the frequency, rate, extent or direction of cell growth.
6237 GO:0051017 actin filament bundle assembly The assembly of actin filament bundles; actin filaments are on the same axis but may be oriented with the same or opposite polarities and may be packed with different levels of tightness.
8906 GO:0006915 apoptotic process A programmed cell death process which begins when a cell receives an internal (e.g. DNA damage) or external signal (e.g. an extracellular death ligand), and proceeds through a series of biochemical events (signaling pathway phase) which trigger an execution phase. The execution phase is the last step of an apoptotic process, and is typically characterized by rounding-up of the cell, retraction of pseudopodes, reduction of cellular volume (pyknosis), chromatin condensation, nuclear fragmentation (karyorrhexis), plasma membrane blebbing and fragmentation of the cell into apoptotic bodies. When the execution phase is completed, the cell has died.
14824 GO:0045454 cell redox homeostasis Any process that maintains the redox environment of a cell or compartment within a cell.
17067 GO:0007130 synaptonemal complex assembly The cell cycle process in which the synaptonemal complex is formed. This is a structure that holds paired chromosomes together during prophase I of meiosis and that promotes genetic recombination.
23814 GO:0010212 response to ionizing radiation Any process that results in a change in state or activity of a cell or an organism (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of a ionizing radiation stimulus. Ionizing radiation is radiation with sufficient energy to remove electrons from atoms and may arise from spontaneous decay of unstable isotopes, resulting in alpha and beta particles and gamma rays. Ionizing radiation also includes X-rays.
27216 GO:0016197 endosomal transport The directed movement of substances into, out of, or mediated by an endosome, a membrane-bounded organelle that carries materials newly ingested by endocytosis. It passes many of the materials to lysosomes for degradation.
27304 GO:0016226 iron-sulfur cluster assembly The incorporation of iron and exogenous sulfur into a metallo-sulfur cluster.
35727 GO:0030950 establishment or maintenance of actin cytoskeleton polarity Any cellular process that results in the specification, formation or maintenance of polarized actin-based cytoskeletal structures.
37648 GO:0031929 TOR signaling A series of molecular signals mediated by TOR (Target of rapamycin) proteins, members of the phosphoinositide (PI) 3-kinase related kinase (PIKK) family that act as serine/threonine kinases in response to nutrient availability or growth factors.
38655 GO:0032366 intracellular sterol transport The directed movement of sterols within cells.
47807 GO:0038203 TORC2 signaling A series of intracellular molecular signals mediated by TORC2; TOR (rapamycin-insensitive companion of TOR) in complex with at least Rictor (regulatory-associated protein of TOR), or orthologs of, and other signaling components.
48683 GO:0042148 strand invasion The process in which the nucleoprotein complex (composed of the broken single-strand DNA and the recombinase) searches and identifies a region of homology in intact duplex DNA. The broken single-strand DNA displaces the like strand and forms Watson-Crick base pairs with its complement, forming a duplex in which each strand is from one of the two recombining DNA molecules.
79446 GO:0070941 eisosome assembly The aggregation, arrangement and bonding together of a set of components to form an eisosome, a cell part that is composed of the eisosome membrane or MCC domain, a furrow-like plasma membrane sub-domain and associated integral transmembrane proteins, and the proteins (eisosome filaments) that form a scaffolding lattice on the cytoplasmic face.
83423 GO:0090002 establishment of protein localization to plasma membrane The directed movement of a protein to a specific location in the plasma membrane.
- $`4`
go_id Term Definition
842 GO:0000289 nuclear-transcribed mRNA poly(A) tail shortening Shortening of the poly(A) tail of a nuclear-transcribed mRNA from full length to an oligo(A) length.
845 GO:0000290 deadenylation-dependent decapping of nuclear-transcribed mRNA Cleavage of the 5'-cap of a nuclear mRNA triggered by shortening of the poly(A) tail to below a minimum functional length.
1187 GO:0000463 maturation of LSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA) Any process involved in the maturation of a precursor Large SubUnit (LSU) ribosomal RNA (rRNA) molecule into a mature LSU-rRNA molecule from the pre-rRNA molecule originally produced as a tricistronic rRNA transcript that contains the Small Subunit (SSU) rRNA, 5.8S rRNA, and Large Subunit (LSU) in that order from 5' to 3' along the primary transcript.
1340 GO:0000749 response to pheromone involved in conjugation with cellular fusion Any process that results in a change in state or activity of a cell or an organism (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of a pheromone stimulus that contributes to the process of conjugation with cellular fusion. An example of this process is found in Saccharomyces cerevisiae.
2001 GO:0001402 signal transduction involved in filamentous growth Relaying of environmental signals promoting filamentous growth.
16799 GO:0006972 hyperosmotic response Any process that results in a change in state or activity of a cell or an organism (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of detection of, or exposure to, a hyperosmotic environment, i.e. an environment with a higher concentration of solutes than the organism or cell.
17047 GO:0030010 establishment of cell polarity The specification and formation of anisotropic intracellular organization or cell growth patterns.
17330 GO:0007232 osmosensory signaling pathway via Sho1 osmosensor A series of molecular signals generated in response to osmotic change, as mediated through a Sho1 osmosensor system.
28775 GO:0017148 negative regulation of translation Any process that stops, prevents, or reduces the frequency, rate or extent of the chemical reactions and pathways resulting in the formation of proteins by the translation of mRNA.
36000 GO:0031087 deadenylation-independent decapping of nuclear-transcribed mRNA Cleavage of the 5'-cap of a nuclear-transcribed mRNA that is independent of poly(A) tail shortening.
40371 GO:0032968 positive regulation of transcription elongation from RNA polymerase II promoter Any process that activates or increases the frequency, rate or extent of transcription elongation, the extension of an RNA molecule after transcription initiation and promoter clearance by the addition of ribonucleotides, catalyzed by RNA polymerase II.
49037 GO:0042255 ribosome assembly The aggregation, arrangement and bonding together of the mature ribosome and of its subunits.
105084 GO:1902626 assembly of large subunit precursor of preribosome The aggregation, arrangement and bonding together of a set of components to form the large subunit precursor of the preribosome.
- $`5`
go_id Term Definition
1597 GO:0000973 posttranscriptional tethering of RNA polymerase II gene DNA at nuclear periphery The chromosome organization process in which the DNA sequence containing a gene transcribed by RNA polymerase II is maintained in a specific location at the nuclear periphery even after transcription has been repressed.
14747 GO:0006094 gluconeogenesis The formation of glucose from noncarbohydrate precursors, such as pyruvate, amino acids and glycerol.
14749 GO:0006096 glycolytic process The chemical reactions and pathways resulting in the breakdown of a carbohydrate into pyruvate, with the concomitant production of a small amount of ATP and the reduction of NAD(P) to NAD(P)H. Glycolysis begins with the metabolism of a carbohydrate to generate products that can enter the pathway and ends with the production of pyruvate. Pyruvate may be converted to acetyl-coenzyme A, ethanol, lactate, or other small molecules.
14757 GO:0006098 pentose-phosphate shunt The glucose-6-phosphate catabolic process in which, coupled to NADPH synthesis, glucose-6-P is oxidized with the formation of carbon dioxide (CO2) and ribulose 5-phosphate; ribulose 5-P then enters a series of reactions interconverting sugar phosphates. The pentose phosphate pathway is a major source of reducing equivalents for biosynthesis reactions and is also important for the conversion of hexoses to pentoses.
23346 GO:0009968 negative regulation of signal transduction Any process that stops, prevents, or reduces the frequency, rate or extent of signal transduction.
34090 GO:0030242 pexophagy The process in which peroxisomes are delivered to the vacuole and degraded in response to changing nutrient conditions.
44014 GO:0034497 protein localization to pre-autophagosomal structure Any process in which a protein is transported to, or maintained at, the pre-autophagosomal structure (PAS).
70518 GO:0051292 nuclear pore complex assembly The aggregation, arrangement and bonding together of a set of components to form a nuclear pore complex.
- $`6`
go_id Term Definition
778 GO:0000266 mitochondrial fission The division of a mitochondrion within a cell to form two or more separate mitochondrial compartments.
834 GO:0000288 nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay A major pathway of degradation of nuclear-transcribed mRNAs that proceeds through a series of ordered steps that includes poly(A) tail shortening and that can regulate mRNA stability.
1112 GO:0000413 protein peptidyl-prolyl isomerization The modification of a protein by cis-trans isomerization of a proline residue.
1904 GO:0001300 chronological cell aging The process associated with progression of the cell from its inception to the end of its lifespan that occurs when the cell is in a non-dividing, or quiescent, state.
8906 GO:0006915 apoptotic process A programmed cell death process which begins when a cell receives an internal (e.g. DNA damage) or external signal (e.g. an extracellular death ligand), and proceeds through a series of biochemical events (signaling pathway phase) which trigger an execution phase. The execution phase is the last step of an apoptotic process, and is typically characterized by rounding-up of the cell, retraction of pseudopodes, reduction of cellular volume (pyknosis), chromatin condensation, nuclear fragmentation (karyorrhexis), plasma membrane blebbing and fragmentation of the cell into apoptotic bodies. When the execution phase is completed, the cell has died.
15334 GO:0006337 nucleosome disassembly The controlled breakdown of nucleosomes, the beadlike structural units of eukaryotic chromatin composed of histones and DNA.
27729 GO:0016559 peroxisome fission The division of a mature peroxisome within a cell to form two or more separate peroxisome compartments.
35928 GO:0031055 chromatin remodeling at centromere Dynamic structural changes in centromeric DNA.
40931 GO:0033262 regulation of nuclear cell cycle DNA replication Any process that modulates the frequency, rate or extent of The DNA-dependent DNA replication that occurs in the nucleus of eukaryotic organisms as part of the cell cycle.
44172 GO:0034629 cellular protein complex localization A protein complex localization process that takes place at the cellular level; as a result, a protein complex is transported to, or maintained in, a specific location within a cell.
50924 GO:0043044 ATP-dependent chromatin remodeling Dynamic structural changes to eukaryotic chromatin that require energy from the hydrolysis of ATP, ranging from local changes necessary for transcriptional regulation to global changes necessary for chromosome segregation, mediated by ATP-dependent chromatin-remodelling factors.
71694 GO:0051654 establishment of mitochondrion localization The directed movement of the mitochondrion to a specific location.
- $`7`
go_id Term Definition
1129 GO:0000422 mitophagy The autophagic process in which mitochondria are delivered to the vacuole and degraded in response to changing cellular conditions.
14720 GO:0006081 cellular aldehyde metabolic process The chemical reactions and pathways involving aldehydes, any organic compound with the formula R-CH=O, as carried out by individual cells.
15543 GO:0006470 protein dephosphorylation The process of removing one or more phosphoric residues from a protein.
16942 GO:0007049 cell cycle The progression of biochemical and morphological phases and events that occur in a cell during successive cell replication or nuclear replication events. Canonically, the cell cycle comprises the replication and segregation of genetic material followed by the division of the cell, but in endocycles or syncytial cells nuclear replication or nuclear division may not be followed by cell division.
60495 GO:0046854 phosphatidylinositol phosphorylation The process of introducing one or more phosphate groups into a phosphatidylinositol, any glycerophosphoinositol having one phosphatidyl group esterified to one of the hydroxy groups of inositol.
64689 GO:0048015 phosphatidylinositol-mediated signaling A series of molecular signals in which a cell uses a phosphatidylinositol-mediated signaling to convert a signal into a response. Phosphatidylinositols include phosphatidylinositol (PtdIns) and its phosphorylated derivatives.
81920 GO:0072462 signal transduction involved in meiotic recombination checkpoint A signal transduction process that contributes to a meiotic recombination checkpoint.
83833 GO:0090372 positive regulation of glycerol transport Any process that increases the rate, frequency, or extent of the directed movement of glycerol into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
105273 GO:1902660 negative regulation of glucose mediated signaling pathway Any process that stops, prevents or reduces the frequency, rate or extent of glucose mediated signaling pathway.
131280 GO:2000002 negative regulation of DNA damage checkpoint Any process that stops, prevents, or reduces the frequency, rate or extent of a DNA damage checkpoint.
133408 GO:2001034 positive regulation of double-strand break repair via nonhomologous end joining Any process that activates or increases the frequency, rate or extent of double-strand break repair via nonhomologous end joining.
- $`8`
go_id Term Definition
48 GO:0000023 maltose metabolic process The chemical reactions and pathways involving the disaccharide maltose (4-O-alpha-D-glucopyranosyl-D-glucopyranose), an intermediate in the catabolism of glycogen and starch.
1282 GO:0000722 telomere maintenance via recombination Any recombinational process that contributes to the maintenance of proper telomeric length.
1296 GO:0000730 DNA recombinase assembly The aggregation, arrangement and bonding together of strand exchange proteins (recombinases) into higher order oligomers on single-stranded DNA.
14466 GO:0005995 melibiose catabolic process The chemical reactions and pathways resulting in the breakdown of melibiose, the disaccharide 6-O-alpha-D-galactopyranosyl-D-glucose.
15349 GO:0006348 chromatin silencing at telomere Repression of transcription of telomeric DNA by altering the structure of chromatin.
15756 GO:0006556 S-adenosylmethionine biosynthetic process The chemical reactions and pathways resulting in the formation of S-adenosylmethionine, S-(5'-adenosyl)-L-methionine, an important intermediate in one-carbon metabolism.
27801 GO:0016584 nucleosome positioning Ordering of successions of nucleosomes into regular arrays so that nucleosomes are positioned at defined distances from one another.
38010 GO:0032079 positive regulation of endodeoxyribonuclease activity Any process that activates or increases the frequency, rate or extent of endodeoxyribonuclease activity, the hydrolysis of ester linkages within deoxyribonucleic acid by creating internal breaks.
43434 GO:0034213 quinolinate catabolic process The chemical reactions and pathways resulting in the breakdown of quinolinate, the anion of quinolinic acid, also known as 2,3-pyridinedicarboxylic acid.
43723 GO:0034354 'de novo' NAD biosynthetic process from tryptophan The chemical reactions and pathways resulting in the formation of nicotinamide adenine dinucleotide (NAD), beginning with the synthesis of tryptophan from simpler precursors; biosynthesis may be of either the oxidized form, NAD, or the reduced form, NADH.
50306 GO:0042766 nucleosome mobilization The movement of nucleosomes along a DNA fragment.
50814 GO:0043007 maintenance of rDNA Any process involved in sustaining the fidelity and copy number of rDNA repeats.
54302 GO:0070987 error-free translesion synthesis The conversion of DNA-damage induced single-stranded gaps into large molecular weight DNA after replication by using a specialized DNA polymerase or replication complex to insert a defined nucleotide across the lesion. This process does not remove the replication-blocking lesions but does not causes an increase in the endogenous mutation level. For S. cerevisiae, RAD30 encodes DNA polymerase eta, which incorporates two adenines. When incorporated across a thymine-thymine dimer, it does not increase the endogenous mutation level.
72644 GO:0051983 regulation of chromosome segregation Any process that modulates the frequency, rate or extent of chromosome segregation, the process in which genetic material, in the form of chromosomes, is organized and then physically separated and apportioned to two or more sets.
131340 GO:2000042 negative regulation of double-strand break repair via homologous recombination Any process that stops, prevents, or reduces the frequency, rate or extent of double-strand break repair via homologous recombination.
- $`9`
go_id Term Definition
313 GO:0000122 negative regulation of transcription from RNA polymerase II promoter Any process that stops, prevents, or reduces the frequency, rate or extent of transcription from an RNA polymerase II promoter.
845 GO:0000290 deadenylation-dependent decapping of nuclear-transcribed mRNA Cleavage of the 5'-cap of a nuclear mRNA triggered by shortening of the poly(A) tail to below a minimum functional length.
1176 GO:0000453 enzyme-directed rRNA 2'-O-methylation The addition of methyl groups to the 2'-oxygen atom of nucleotide residues in an rRNA molecule during ribosome biogenesis where the methylase specifies the site that becomes methylated without using a guide RNA.
12799 GO:0016055 Wnt signaling pathway The series of molecular signals initiated by binding of a Wnt protein to a frizzled family receptor on the surface of the target cell and ending with a change in cell state.
18733 GO:0008360 regulation of cell shape Any process that modulates the surface configuration of a cell.
22862 GO:0009749 response to glucose Any process that results in a change in state or activity of a cell or an organism (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of a glucose stimulus.
27304 GO:0016226 iron-sulfur cluster assembly The incorporation of iron and exogenous sulfur into a metallo-sulfur cluster.
28775 GO:0017148 negative regulation of translation Any process that stops, prevents, or reduces the frequency, rate or extent of the chemical reactions and pathways resulting in the formation of proteins by the translation of mRNA.
28994 GO:0018105 peptidyl-serine phosphorylation The phosphorylation of peptidyl-serine to form peptidyl-O-phospho-L-serine.
55791 GO:0045429 positive regulation of nitric oxide biosynthetic process Any process that activates or increases the frequency, rate or extent of the chemical reactions and pathways resulting in the formation of nitric oxide.
75555 GO:0060196 positive regulation of antisense RNA transcription Any process that increases the frequency, rate or extent of the synthesis of antisense RNA, an RNA molecule complementary in sequence to another RNA or DNA molecule, which, by binding the latter, acts to inhibit its function and/or completion of synthesis, on a template of DNA.
76504 GO:0060963 positive regulation of ribosomal protein gene transcription from RNA polymerase II promoter Any process that increases the frequency, rate or extent of the synthesis of RNA from ribosomal protein genes by RNA polymerase II, originating at an RNA polymerase II promoter.
81685 GO:0072363 regulation of glycolytic process by positive regulation of transcription from RNA polymerase II promoter Any process that modulates the frequency, rate or extent of glycolysis by activating or increasing the frequency, rate or extent of transcription from an RNA polymerase II promoter.
96687 GO:1901300 positive regulation of hydrogen peroxide-mediated programmed cell death Any process that activates or increases the frequency, rate or extent of hydrogen peroxide-mediated programmed cell death.
- $`10`
go_id Term Definition
131 GO:0000050 urea cycle The sequence of reactions by which arginine is synthesized from ornithine, then cleaved to yield urea and regenerate ornithine. The overall reaction equation is NH3 + CO2 + aspartate + 3 ATP + 2 H2O = urea + fumarate + 2 ADP + 2 phosphate + AMP + diphosphate.
137 GO:0000053 argininosuccinate metabolic process The chemical reactions and pathways involving argininosuccinate, 2-(N(omega)-arginino)succinate, an intermediate in the ornithine-urea cycle, where it is synthesized from citrulline and aspartate.
1646 GO:0001015 snoRNA transcription from an RNA polymerase II promoter The synthesis of small nucleolar RNA (snoRNA) from a DNA template by RNA polymerase II, originating at an RNA polymerase II promoter.
14756 GO:0006097 glyoxylate cycle A modification of the TCA cycle occurring in some plants and microorganisms, in which isocitrate is cleaved to glyoxylate and succinate. Glyoxylate can then react with acetyl-CoA to form malate.
14802 GO:0055114 oxidation-reduction process A metabolic process that results in the removal or addition of one or more electrons to or from a substance, with or without the concomitant removal or addition of a proton or protons.
15130 GO:0006226 dUMP biosynthetic process The chemical reactions and pathways resulting in the formation of dUMP, deoxyuridine monophosphate (2'-deoxyuridine 5'-phosphate).
15660 GO:0006526 arginine biosynthetic process The chemical reactions and pathways resulting in the formation of arginine, 2-amino-5-(carbamimidamido)pentanoic acid.
21549 GO:0009116 nucleoside metabolic process The chemical reactions and pathways involving a nucleoside, a nucleobase linked to either beta-D-ribofuranose (a ribonucleoside) or 2-deoxy-beta-D-ribofuranose, (a deoxyribonucleoside), e.g. adenosine, guanosine, inosine, cytidine, uridine and deoxyadenosine, deoxyguanosine, deoxycytidine and thymidine (= deoxythymidine).
21843 GO:0009229 thiamine diphosphate biosynthetic process The chemical reactions and pathways resulting in the formation of thiamine diphosphate, a derivative of thiamine (vitamin B1) which acts as a coenzyme in a range of processes including the Krebs cycle.
30269 GO:0018890 cyanamide metabolic process The chemical reactions and pathways involving cyanamide, NCNH2, a cyanide compound which has been used as a fertilizer, defoliant and in many manufacturing processes. It often occurs as the calcium salt, sometimes also referred to as cyanamide. The citrated calcium salt is used in the treatment of alcoholism.
31229 GO:0019318 hexose metabolic process The chemical reactions and pathways involving a hexose, any monosaccharide with a chain of six carbon atoms in the molecule.
31298 GO:0019344 cysteine biosynthetic process The chemical reactions and pathways resulting in the formation of cysteine, 2-amino-3-mercaptopropanoic acid.
31819 GO:0019547 arginine catabolic process to ornithine The chemical reactions and pathways resulting in the breakdown of arginine into other compounds, including ornithine.
32472 GO:0019858 cytosine metabolic process The chemical reactions and pathways involving cytosine, 4-amino-2-hydroxypyrimidine, a pyrimidine derivative that is one of the five main bases found in nucleic acids; it occurs widely in cytidine derivatives.
34784 GO:0030643 cellular phosphate ion homeostasis Any process involved in the maintenance of an internal steady state of phosphate ions at the level of a cell.
38302 GO:0032211 negative regulation of telomere maintenance via telomerase Any process that stops, prevents, or reduces the frequency, rate or extent of the addition of telomeric repeats by telomerase.
38435 GO:0032265 XMP salvage Any process which produces xanthosine monophosphate from derivatives of it, without de novo synthesis.
40829 GO:0033194 response to hydroperoxide Any process that results in a change in state or activity of a cell or an organism (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of a hydroperoxide stimulus. Hydroperoxides are monosubstitution products of hydrogen peroxide, HOOH.
46093 GO:0035863 dITP catabolic process The chemical reactions and pathways resulting in the breakdown of dITP, a deoxyinosine phosphate compound having a triphosphate group at the 5'-position.
49044 GO:0042262 DNA protection Any process in which DNA is protected from damage by, for example, oxidative stress.
53373 GO:0044206 UMP salvage Any process which produces UMP, uridine monophosphate, from derivatives of it (e.g. cytidine, uridine, cytosine) without de novo synthesis.
58376 GO:0046081 dUTP catabolic process The chemical reactions and pathways resulting in the breakdown of dUTP, deoxyuridine (5'-)triphosphate.
58393 GO:0046087 cytidine metabolic process The chemical reactions and pathways involving cytidine, cytosine riboside, a widely distributed nucleoside.
58427 GO:0046100 hypoxanthine metabolic process The chemical reactions and pathways involving hypoxanthine, 6-hydroxy purine, an intermediate in the degradation of adenylate. Its ribonucleoside is known as inosine and its ribonucleotide as inosinate.
59503 GO:0046475 glycerophospholipid catabolic process The chemical reactions and pathways resulting in the breakdown of glycerophospholipids, any derivative of glycerophosphate that contains at least one O-acyl, O-alkyl, or O-alkenyl group attached to the glycerol residue.
60470 GO:0046838 phosphorylated carbohydrate dephosphorylation The process of removing a phosphate group from a phosphorylated carbohydrate, any organic compound based on the general formula Cx(H2O)y with a phosphate group attached to it.
76636 GO:0061077 chaperone-mediated protein folding The process of inhibiting aggregation and assisting in the covalent and noncovalent assembly of single chain polypeptides or multisubunit complexes into the correct tertiary structure that is dependent on interaction with a chaperone.
83829 GO:0090368 regulation of ornithine metabolic process Any process that modulates the rate, frequency, or extent of the chemical reactions and pathways involving ornithine, an amino acid only rarely found in proteins, but which is important in living organisms as an intermediate in the reactions of the urea cycle and in arginine biosynthesis.
- $`11`
go_id Term Definition
199 GO:0000077 DNA damage checkpoint A cell cycle checkpoint that regulates progression through the cell cycle in response to DNA damage. A DNA damage checkpoint may blocks cell cycle progression (in G1, G2 or metaphase) or slow the rate at which S phase proceeds.
6237 GO:0051017 actin filament bundle assembly The assembly of actin filament bundles; actin filaments are on the same axis but may be oriented with the same or opposite polarities and may be packed with different levels of tightness.
14408 GO:0005978 glycogen biosynthetic process The chemical reactions and pathways resulting in the formation of glycogen, a polydisperse, highly branched glucan composed of chains of D-glucose residues.
15452 GO:0006406 mRNA export from nucleus The directed movement of mRNA from the nucleus to the cytoplasm.
65527 GO:0048478 replication fork protection Any process that prevents the collapse of stalled replication forks.
71722 GO:0051666 actin cortical patch localization Any process in which actin cortical patches are transported to, or maintained in, a specific location. An actin cortical patch is a discrete actin-containing structure found just beneath the plasma membrane in fungal cells.
86549 GO:1900027 regulation of ruffle assembly Any process that modulates the frequency, rate or extent of ruffle assembly.
- $`12`
go_id Term Definition
459 GO:0000184 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay The nonsense-mediated decay pathway for nuclear-transcribed mRNAs degrades mRNAs in which an amino-acid codon has changed to a nonsense codon; this prevents the translation of such mRNAs into truncated, and potentially harmful, proteins.
845 GO:0000290 deadenylation-dependent decapping of nuclear-transcribed mRNA Cleavage of the 5'-cap of a nuclear mRNA triggered by shortening of the poly(A) tail to below a minimum functional length.
1325 GO:0000742 karyogamy involved in conjugation with cellular fusion During sexual reproduction, the creation of a single nucleus from multiple nuclei as a result of fusing the lipid bilayers that surround each nuclei. This occurs after cytogamy.
1908 GO:0001302 replicative cell aging The process associated with progression of the cell from its inception to the end of its lifespan that occurs as the cell continues cycles of growth and division.
2003 GO:0001403 invasive growth in response to glucose limitation A growth pattern exhibited by budding haploid cells under certain growth conditions, in which cells retain the typical axial budding pattern of haploids, but become elongated and fail to separate after division; during growth on a solid substrate, this results in penetration of cells into the agar medium. An example of this process is found in Saccharomyces cerevisiae.
6214 GO:0006986 response to unfolded protein Any process that results in a change in state or activity of a cell or an organism (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of an unfolded protein stimulus.
9653 GO:0007155 cell adhesion The attachment of a cell, either to another cell or to an underlying substrate such as the extracellular matrix, via cell adhesion molecules.
15257 GO:0006279 premeiotic DNA replication The replication of DNA that precedes meiotic cell division.
15538 GO:0006468 protein phosphorylation The process of introducing a phosphate group on to a protein.
16856 GO:0006995 cellular response to nitrogen starvation Any process that results in a change in state or activity of a cell (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of deprivation of nitrogen.
17061 GO:0007126 meiotic nuclear division One of the two nuclear divisions that occur as part of the meiotic cell cycle.
17480 GO:0007329 positive regulation of transcription from RNA polymerase II promoter by pheromones Any process involving pheromones that activates or increases the rate of transcription from an RNA polymerase II promoter.
26891 GO:0045722 positive regulation of gluconeogenesis Any process that activates or increases the frequency, rate or extent of gluconeogenesis.
27320 GO:0016239 positive regulation of macroautophagy Any process, such as recognition of nutrient depletion, that activates or increases the rate of macroautophagy to bring cytosolic macromolecules to the vacuole/lysosome for degradation.
28775 GO:0017148 negative regulation of translation Any process that stops, prevents, or reduces the frequency, rate or extent of the chemical reactions and pathways resulting in the formation of proteins by the translation of mRNA.
34445 GO:0030435 sporulation resulting in formation of a cellular spore The process in which a relatively unspecialized cell acquires the specialized features of a cellular spore, a cell form that can be used for dissemination, for survival of adverse conditions because of its heat and dessication resistance, and/or for reproduction.
36000 GO:0031087 deadenylation-independent decapping of nuclear-transcribed mRNA Cleavage of the 5'-cap of a nuclear-transcribed mRNA that is independent of poly(A) tail shortening.
58248 GO:0046020 negative regulation of transcription from RNA polymerase II promoter by pheromones Any process involving pheromones that stops, prevents or reduces the rate of transcription from an RNA polymerase II promoter.
82920 GO:0080009 mRNA methylation The posttranscriptional addition of methyl groups to specific residues in an mRNA molecule.
84089 GO:0090606 single-species surface biofilm formation A process in which planktonically growing microorganisms of the same species grow at the surface of a liquid-air interface and produce extracellular polymers that facilitate matrix formation, resulting in a change in the organisms' growth rate and gene transcription.
90262 GO:1900436 positive regulation of filamentous growth of a population of unicellular organisms in response to starvation Any process that activates or increases the frequency, rate or extent of filamentous growth of a population of unicellular organisms in response to starvation.
131765 GO:2000221 negative regulation of pseudohyphal growth Any process that stops, prevents, or reduces the frequency, rate or extent of pseudohyphal growth.
- $`13`
go_id Term Definition
459 GO:0000184 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay The nonsense-mediated decay pathway for nuclear-transcribed mRNAs degrades mRNAs in which an amino-acid codon has changed to a nonsense codon; this prevents the translation of such mRNAs into truncated, and potentially harmful, proteins.
845 GO:0000290 deadenylation-dependent decapping of nuclear-transcribed mRNA Cleavage of the 5'-cap of a nuclear mRNA triggered by shortening of the poly(A) tail to below a minimum functional length.
15431 GO:0006397 mRNA processing Any process involved in the conversion of a primary mRNA transcript into one or more mature mRNA(s) prior to translation into polypeptide.
24222 GO:0010501 RNA secondary structure unwinding The process in which a secondary structure of RNA are broken or 'melted'.
36000 GO:0031087 deadenylation-independent decapping of nuclear-transcribed mRNA Cleavage of the 5'-cap of a nuclear-transcribed mRNA that is independent of poly(A) tail shortening.
42789 GO:0033962 cytoplasmic mRNA processing body assembly The aggregation, arrangement and bonding together of proteins and RNA molecules to form a cytoplasmic mRNA processing body.
43172 GO:0034063 stress granule assembly The aggregation, arrangement and bonding together of proteins and RNA molecules to form a stress granule.
57664 GO:0045900 negative regulation of translational elongation Any process that stops, prevents, or reduces the frequency, rate or extent of translational elongation.
69682 GO:0051028 mRNA transport The directed movement of mRNA, messenger ribonucleic acid, into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
75645 GO:0060261 positive regulation of transcription initiation from RNA polymerase II promoter Any process that increases the rate, frequency or extent of a process involved in starting transcription from an RNA polymerase II promoter.
87636 GO:1900153 positive regulation of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay Any process that activates or increases the frequency, rate or extent of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay.
- $`14`
go_id Term Definition
131 GO:0000050 urea cycle The sequence of reactions by which arginine is synthesized from ornithine, then cleaved to yield urea and regenerate ornithine. The overall reaction equation is NH3 + CO2 + aspartate + 3 ATP + 2 H2O = urea + fumarate + 2 ADP + 2 phosphate + AMP + diphosphate.
1293 GO:0000727 double-strand break repair via break-induced replication The error-free repair of a double-strand break in DNA in which the centromere-proximal end of a broken chromosome searches for a homologous region in an intact chromosome. DNA synthesis initiates from the 3' end of the invading DNA strand, using the intact chromosome as the template, and progresses to the end of the chromosome.
1737 GO:0001100 negative regulation of exit from mitosis Any process involved in the inhibition of progression from anaphase/telophase (high mitotic CDK activity) to G1 (low mitotic CDK activity).
15257 GO:0006279 premeiotic DNA replication The replication of DNA that precedes meiotic cell division.
16705 GO:0006909 phagocytosis An endocytosis process that results in the engulfment of external particulate material by phagocytes. The particles are initially contained within phagocytic vacuoles (phagosomes), which then fuse with primary lysosomes to effect digestion of the particles.
16875 GO:0007004 telomere maintenance via telomerase The maintenance of proper telomeric length by the addition of telomeric repeats by telomerase.
18733 GO:0008360 regulation of cell shape Any process that modulates the surface configuration of a cell.
28994 GO:0018105 peptidyl-serine phosphorylation The phosphorylation of peptidyl-serine to form peptidyl-O-phospho-L-serine.
37687 GO:0031938 regulation of chromatin silencing at telomere Any process that affects the rate, extent or location of chromatin silencing at telomeres.
49610 GO:0042450 arginine biosynthetic process via ornithine The chemical reactions and pathways resulting in the formation of arginine (2-amino-5-guanidinopentanoic acid) via the intermediate compound ornithine.
55054 GO:0045332 phospholipid translocation The movement of a phospholipid molecule from one leaflet of a membrane bilayer to the opposite leaflet.
111245 GO:1903343 positive regulation of meiotic DNA double-strand break formation Any process that activates or increases the frequency, rate or extent of meiotic DNA double-strand break formation.
- $`15`
go_id Term Definition
47807 GO:0038203 TORC2 signaling A series of intracellular molecular signals mediated by TORC2; TOR (rapamycin-insensitive companion of TOR) in complex with at least Rictor (regulatory-associated protein of TOR), or orthologs of, and other signaling components.
- $`16`
go_id Term Definition
459 GO:0000184 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay The nonsense-mediated decay pathway for nuclear-transcribed mRNAs degrades mRNAs in which an amino-acid codon has changed to a nonsense codon; this prevents the translation of such mRNAs into truncated, and potentially harmful, proteins.
15405 GO:0006378 mRNA polyadenylation The enzymatic addition of a sequence of 40-200 adenylyl residues at the 3' end of a eukaryotic mRNA primary transcript.
15518 GO:0006446 regulation of translational initiation Any process that modulates the frequency, rate or extent of translational initiation.
28410 GO:0016973 poly(A)+ mRNA export from nucleus The directed movement of poly(A)+ mRNA out of the nucleus into the cytoplasm.
31714 GO:0019509 L-methionine biosynthetic process from methylthioadenosine The generation of L-methionine (2-amino-4-(methylthio)butanoic acid) from methylthioadenosine.
51986 GO:0043488 regulation of mRNA stability Any process that modulates the propensity of mRNA molecules to degradation. Includes processes that both stabilize and destabilize mRNAs.
57884 GO:0045945 positive regulation of transcription from RNA polymerase III promoter Any process that activates or increases the frequency, rate or extent of transcription from an RNA polymerase III promoter.
81832 GO:0072423 response to DNA damage checkpoint signaling A process that occurs in response to signals generated as a result of DNA damage checkpoint signaling.
85632 GO:0098789 pre-mRNA cleavage required for polyadenylation The targeted, endonucleolytic cleavage of a pre-mRNA, required for polyadenylation of the 3' end. This cleavage is directed by binding sites near the 3' end of the mRNA and leaves a 3' hydoxyl end which then becomes a target for adenylation.
87592 GO:1900152 negative regulation of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay Any process that stops, prevents or reduces the frequency, rate or extent of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay.
89630 GO:1900364 negative regulation of mRNA polyadenylation Any process that stops, prevents or reduces the frequency, rate or extent of mRNA polyadenylation.
115186 GO:1903833 positive regulation of cellular response to amino acid starvation Any process that activates or increases the frequency, rate or extent of cellular response to amino acid starvation.
- $`17`
go_id Term Definition
7108 GO:0006606 protein import into nucleus The directed movement of a protein from the cytoplasm to the nucleus.
15892 GO:0006607 NLS-bearing protein import into nucleus The directed movement of a protein bearing a nuclear localization signal (NLS) from the cytoplasm into the nucleus, across the nuclear membrane.
16709 GO:0006913 nucleocytoplasmic transport The directed movement of molecules between the nucleus and the cytoplasm.
16867 GO:0006999 nuclear pore organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of the nuclear pore.
25377 GO:0015031 protein transport The directed movement of proteins into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
34486 GO:0030474 spindle pole body duplication Construction of a new spindle pole body.
37784 GO:0031990 mRNA export from nucleus in response to heat stress The directed movement of mRNA from the nucleus to the cytoplasm during a heat stimulus, a temperature stimulus above the optimal temperature for the organism; in particular, a process that enables an organism withstand exposure to temperatures that would otherwise lethally impair poly(A)+ mRNA-nucleus export.
44020 GO:0034501 protein localization to kinetochore Any process in which a protein is transported to, or maintained at, the kinetochore.
69682 GO:0051028 mRNA transport The directed movement of mRNA, messenger ribonucleic acid, into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
70542 GO:0051301 cell division The process resulting in division and partitioning of components of a cell to form more cells; may or may not be accompanied by the physical separation of a cell into distinct, individually membrane-bounded daughter cells.
75547 GO:0060188 regulation of protein desumoylation Any process that modulates the frequency, rate or extent of protein desumoylation. Protein desumoylation is the process in which a SUMO protein (small ubiquitin-related modifier) is cleaved from its target protein.
81826 GO:0072417 response to spindle checkpoint signaling A process that occurs in response to signals generated as a result of spindle checkpoint signaling.
- $`18`
go_id Term Definition
97 GO:0000045 autophagosome assembly The formation of a double membrane-bounded structure, the autophagosome, that occurs when a specialized membrane sac, called the isolation membrane, starts to enclose a portion of the cytoplasm.
1129 GO:0000422 mitophagy The autophagic process in which mitochondria are delivered to the vacuole and degraded in response to changing cellular conditions.
16856 GO:0006995 cellular response to nitrogen starvation Any process that results in a change in state or activity of a cell (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of deprivation of nitrogen.
24220 GO:0010499 proteasomal ubiquitin-independent protein catabolic process The chemical reactions and pathways resulting in the breakdown of a protein or peptide by hydrolysis of its peptide bonds that is mediated by the proteasome but do not involve ubiquitin.
24223 GO:0010506 regulation of autophagy Any process that modulates the frequency, rate or extent of autophagy. Autophagy is the process in which cells digest parts of their own cytoplasm.
38193 GO:0032147 activation of protein kinase activity Any process that initiates the activity of an inactive protein kinase.
38427 GO:0032258 CVT pathway A constitutive biosynthetic process that occurs under nutrient-rich conditions, in which two resident vacuolar hydrolases, aminopeptidase I and alpha-mannosidase, are sequestered into vesicles; these vesicles are transported to, and then fuse with, the vacuole. This pathway is mostly observed in yeast.
44014 GO:0034497 protein localization to pre-autophagosomal structure Any process in which a protein is transported to, or maintained at, the pre-autophagosomal structure (PAS).
44374 GO:0034727 piecemeal microautophagy of nucleus Degradation of a cell nucleus by lysosomal microautophagy.
53373 GO:0044206 UMP salvage Any process which produces UMP, uridine monophosphate, from derivatives of it (e.g. cytidine, uridine, cytosine) without de novo synthesis.
54185 GO:0044805 late nucleophagy A type of nucleophagy, distinct from piecemeal microautophagy of the nucleus (PNM) where the nuclear material is delivered to the vacuole/lysosome for breakdown and recycling later than observed for PNM.
60341 GO:0046777 protein autophosphorylation The phosphorylation by a protein of one or more of its own amino acid residues (cis-autophosphorylation), or residues on an identical protein (trans-autophosphorylation).
77340 GO:0061709 reticulophagy The autophagic process in which parts of the endoplasmic reticulum are loaded into autophagosomes, delivered to the vacuole, and degraded in response to changing cellular conditions.
- $`19`
go_id Term Definition
32 GO:0000011 vacuole inheritance The distribution of vacuoles into daughter cells after mitosis or meiosis, mediated by interactions between vacuoles and the cytoskeleton.
989 GO:0000350 generation of catalytic spliceosome for second transesterification step Conformational rearrangement of the spliceosomal complex containing the RNA products from the 1st step of splicing to form the catalytic site for the second step of splicing.
1191 GO:0000467 exonucleolytic trimming to generate mature 3'-end of 5.8S rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA) Exonucleolytic digestion of a pre-rRNA molecule to generate the mature 3'-end of a 5.8S rRNA molecule derived from an originally tricistronic pre-rRNA transcript that contained the Small Subunit (SSU) rRNA, the 5.8S rRNA, and the Large Subunit (LSU) rRNA in that order from 5' to 3' along the primary transcript.
1248 GO:0000707 meiotic DNA recombinase assembly During meiosis, the aggregation, arrangement and bonding together of strand exchange proteins (recombinases) to form higher order oligomers on single-stranded DNA.
1296 GO:0000730 DNA recombinase assembly The aggregation, arrangement and bonding together of strand exchange proteins (recombinases) into higher order oligomers on single-stranded DNA.
14478 GO:0006000 fructose metabolic process The chemical reactions and pathways involving fructose, the ketohexose arabino-2-hexulose. Fructose exists in a open chain form or as a ring compound. D-fructose is the sweetest of the sugars and is found free in a large number of fruits and honey.
14483 GO:0006003 fructose 2,6-bisphosphate metabolic process The chemical reactions and pathways involving fructose 2,6-bisphosphate. The D enantiomer is an important regulator of the glycolytic and gluconeogenic pathways. It inhibits fructose 1,6-bisphosphatase and activates phosphofructokinase.
14732 GO:0006086 acetyl-CoA biosynthetic process from pyruvate The chemical reactions and pathways resulting in the formation of acetyl-CoA from pyruvate.
14749 GO:0006096 glycolytic process The chemical reactions and pathways resulting in the breakdown of a carbohydrate into pyruvate, with the concomitant production of a small amount of ATP and the reduction of NAD(P) to NAD(P)H. Glycolysis begins with the metabolism of a carbohydrate to generate products that can enter the pathway and ends with the production of pyruvate. Pyruvate may be converted to acetyl-coenzyme A, ethanol, lactate, or other small molecules.
14779 GO:0006110 regulation of glycolytic process Any process that modulates the frequency, rate or extent of glycolysis.
16687 GO:0006896 Golgi to vacuole transport The directed movement of substances from the Golgi to the vacuole.
23814 GO:0010212 response to ionizing radiation Any process that results in a change in state or activity of a cell or an organism (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of a ionizing radiation stimulus. Ionizing radiation is radiation with sufficient energy to remove electrons from atoms and may arise from spontaneous decay of unstable isotopes, resulting in alpha and beta particles and gamma rays. Ionizing radiation also includes X-rays.
43979 GO:0034473 U1 snRNA 3'-end processing Any process involved in forming the mature 3' end of a U1 snRNA molecule.
43981 GO:0034475 U4 snRNA 3'-end processing Any process involved in forming the mature 3' end of a U4 snRNA molecule.
43982 GO:0034476 U5 snRNA 3'-end processing Any process involved in forming the mature 3' end of a U5 snRNA molecule.
48683 GO:0042148 strand invasion The process in which the nucleoprotein complex (composed of the broken single-strand DNA and the recombinase) searches and identifies a region of homology in intact duplex DNA. The broken single-strand DNA displaces the like strand and forms Watson-Crick base pairs with its complement, forming a duplex in which each strand is from one of the two recombining DNA molecules.
50814 GO:0043007 maintenance of rDNA Any process involved in sustaining the fidelity and copy number of rDNA repeats.
54302 GO:0070987 error-free translesion synthesis The conversion of DNA-damage induced single-stranded gaps into large molecular weight DNA after replication by using a specialized DNA polymerase or replication complex to insert a defined nucleotide across the lesion. This process does not remove the replication-blocking lesions but does not causes an increase in the endogenous mutation level. For S. cerevisiae, RAD30 encodes DNA polymerase eta, which incorporates two adenines. When incorporated across a thymine-thymine dimer, it does not increase the endogenous mutation level.
65162 GO:0048278 vesicle docking The initial attachment of a transport vesicle membrane to the target membrane, mediated by proteins protruding from the membrane of the vesicle and the target membrane. Docking requires only that the two membranes come close enough for these proteins to interact and adhere.
78514 GO:0070478 nuclear-transcribed mRNA catabolic process, 3'-5' exonucleolytic nonsense-mediated decay The chemical reactions and pathways resulting in the breakdown of the nuclear-transcribed mRNA transcript body of an mRNA in which an amino-acid codon has changed to a nonsense codon; occurs when the 3' end is not protected by a 3'-poly(A) tail; degradation proceeds in the 3' to 5' direction.
78529 GO:0070481 nuclear-transcribed mRNA catabolic process, non-stop decay The chemical reactions and pathways resulting in the breakdown of the transcript body of a nuclear-transcribed mRNA that is lacking a stop codon.
78925 GO:0070651 nonfunctional rRNA decay An rRNA catabolic process that results in the targeted detection and degradation of aberrant rRNAs contained within translationally defective ribosomes, thereby acting as a quality-control system.
79654 GO:0071028 nuclear mRNA surveillance The set of processes involved in identifying and degrading defective or aberrant mRNAs within the nucleus.
79666 GO:0071035 nuclear polyadenylation-dependent rRNA catabolic process The chemical reactions and pathways occurring in the nucleus and resulting in the breakdown of a ribosomal RNA (rRNA) molecule, including RNA fragments released as part of processing the primary transcript into multiple mature rRNA species, initiated by the enzymatic addition of a sequence of adenylyl residues (polyadenylation) at the 3' end the target rRNA.
79669 GO:0071038 nuclear polyadenylation-dependent tRNA catabolic process The chemical reactions and pathways occurring in the nucleus and resulting in the breakdown of an aberrant or incorrectly modified transfer RNA (tRNA) molecule, initiated by the enzymatic addition of a sequence of adenylyl residues (polyadenylation) at the 3' end the target tRNA.
79670 GO:0071039 nuclear polyadenylation-dependent CUT catabolic process The chemical reactions and pathways occurring in the nucleus and resulting in the breakdown of a cryptic unstable transcript (CUT), initiated by the enzymatic addition of a sequence of adenylyl residues (polyadenylation) at the 3' end the target CUT.
79673 GO:0071042 nuclear polyadenylation-dependent mRNA catabolic process The chemical reactions and pathways occurring in the nucleus and resulting in the breakdown of a messenger RNA (mRNA) molecule, initiated by the enzymatic addition of a sequence of adenylyl residues (polyadenylation) at the 3' end the target mRNA.
79682 GO:0071051 polyadenylation-dependent snoRNA 3'-end processing Any process involved in forming the mature 3' end of a snoRNA molecule linked to prior polyadenylation of the 3'-end of the precursor snoRNA.
- $`20`
go_id Term Definition
143 GO:0000055 ribosomal large subunit export from nucleus The directed movement of a ribosomal large subunit from the nucleus into the cytoplasm.
150 GO:0000056 ribosomal small subunit export from nucleus The directed movement of a ribosomal small subunit from the nucleus into the cytoplasm.
7108 GO:0006606 protein import into nucleus The directed movement of a protein from the cytoplasm to the nucleus.
15464 GO:0006409 tRNA export from nucleus The directed movement of tRNA from the nucleus to the cytoplasm.
15892 GO:0006607 NLS-bearing protein import into nucleus The directed movement of a protein bearing a nuclear localization signal (NLS) from the cytoplasm into the nucleus, across the nuclear membrane.
16867 GO:0006999 nuclear pore organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of the nuclear pore.
28410 GO:0016973 poly(A)+ mRNA export from nucleus The directed movement of poly(A)+ mRNA out of the nucleus into the cytoplasm.
46845 GO:0036228 protein targeting to nuclear inner membrane The process of targeting a protein to, and inserting it into, the nuclear inner membrane; usually uses signals contained within the protein.
69682 GO:0051028 mRNA transport The directed movement of mRNA, messenger ribonucleic acid, into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
84320 GO:0097064 ncRNA export from nucleus The directed movement of a non-coding RNA transcript (ncRNA) from the nucleus to the cytoplasm.
- $`21`
go_id Term Definition
27785 GO:0016573 histone acetylation The modification of a histone by the addition of an acetyl group.
69841 GO:0051090 regulation of sequence-specific DNA binding transcription factor activity Any process that modulates the frequency, rate or extent of the activity of a transcription factor, any factor involved in the initiation or regulation of transcription.
69919 GO:0051123 RNA polymerase II transcriptional preinitiation complex assembly The aggregation, arrangement and bonding together of proteins on an RNA polymerase II promoter DNA to form the transcriptional preinitiation complex (PIC), the formation of which is a prerequisite for transcription by RNA polymerase.
- $`22`
go_id Term Definition
1283 GO:0000723 telomere maintenance Any process that contributes to the maintenance of proper telomeric length and structure by affecting and monitoring the activity of telomeric proteins, the length of telomeric DNA and the replication and repair of the DNA. These processes includes those that shorten, lengthen, replicate and repair the telomeric DNA sequences.
15349 GO:0006348 chromatin silencing at telomere Repression of transcription of telomeric DNA by altering the structure of chromatin.
71434 GO:0051568 histone H3-K4 methylation The modification of histone H3 by addition of one or more methyl groups to lysine at position 4 of the histone.
83140 GO:0080182 histone H3-K4 trimethylation The modification of histone H3 by addition of three methyl groups to lysine at position 4 of the histone.
- $`23`
go_id Term Definition
14802 GO:0055114 oxidation-reduction process A metabolic process that results in the removal or addition of one or more electrons to or from a substance, with or without the concomitant removal or addition of a proton or protons.
21362 GO:0009060 aerobic respiration The enzymatic release of energy from inorganic and organic compounds (especially carbohydrates and fats) which requires oxygen as the terminal electron acceptor.
31828 GO:0019551 glutamate catabolic process to 2-oxoglutarate The chemical reactions and pathways resulting in the breakdown of glutamate into other compounds, including 2-oxoglutarate.
- $`24`
go_id Term Definition
203 GO:0000079 regulation of cyclin-dependent protein serine/threonine kinase activity Any process that modulates the frequency, rate or extent of cyclin-dependent protein serine/threonine kinase activity.
207 GO:0000083 regulation of transcription involved in G1/S transition of mitotic cell cycle Any process that regulates transcription such that the target genes are involved in the transition between G1 and S phase of the mitotic cell cycle.
1304 GO:0000733 DNA strand renaturation The identification and annealing of complementary base pairs in single-strand DNA.
15268 GO:0006282 regulation of DNA repair Any process that modulates the frequency, rate or extent of DNA repair.
17027 GO:0007094 mitotic spindle assembly checkpoint A cell cycle checkpoint that delays the metaphase/anaphase transition of a mitotic nuclear division until the spindle is correctly assembled and chromosomes are attached to the spindle.
18735 GO:0008361 regulation of cell size Any process that modulates the size of a cell.
36107 GO:0031145 anaphase-promoting complex-dependent catabolic process The chemical reactions and pathways resulting in the breakdown of a protein or peptide by hydrolysis of its peptide bonds, initiated by the covalent attachment of ubiquitin, with ubiquitin-protein ligation catalyzed by the anaphase-promoting complex, and mediated by the proteasome.
39960 GO:0032837 distributive segregation The cell cycle process in which genetic material, in the form of chromosomes, is organized and then physically separated and apportioned to two or more sets during a normally chiasmate meiosis under the condition that chiasma have not occurred between a particular pair of homologs. Distributive segregation is a "backup" mechanism to ensure the segregation of homologs that have failed to cross over - either as a consequence of mutation or not, as, for example, the 4th chromosome of Drosophila melanogaster (which never exchanges, presumably due to its small size) - but nevertheless segregate normally.
41617 GO:0033567 DNA replication, Okazaki fragment processing The DNA metabolic process, occurring during lagging strand synthesis, by which RNA primers are removed from Okazaki fragments, the resulting gaps filled by DNA polymerization, and the ends ligated to form a continuous strand.
48677 GO:0042144 vacuole fusion, non-autophagic The fusion of two vacuole membranes to form a single vacuole.
54154 GO:0044774 mitotic DNA integrity checkpoint A mitotic cell cycle process that controls cell cycle progression in response to changes in DNA structure by monitoring the integrity of the DNA. The DNA integrity checkpoint begins with detection of DNA damage, defects in DNA structure or DNA replication, and ends with signal transduction.
56958 GO:0045732 positive regulation of protein catabolic process Any process that activates or increases the frequency, rate or extent of the chemical reactions and pathways resulting in the breakdown of a protein by the destruction of the native, active configuration, with or without the hydrolysis of peptide bonds.
57437 GO:0045842 positive regulation of mitotic metaphase/anaphase transition Any process that activates or increases the frequency, rate or extent of the cell cycle process in which a cell progresses from metaphase to anaphase during mitosis, triggered by the activation of the anaphase promoting complex by Cdc20/Sleepy homolog which results in the degradation of Securin.
70542 GO:0051301 cell division The process resulting in division and partitioning of components of a cell to form more cells; may or may not be accompanied by the physical separation of a cell into distinct, individually membrane-bounded daughter cells.
70564 GO:0051312 chromosome decondensation The alteration of chromosome structure from the condensed form to a relaxed disperse form.
70937 GO:0051441 positive regulation of ubiquitin-protein ligase activity involved in meiotic cell cycle Any process that activates, maintains or increases the rate of ubiquitin ligase activity during the meiotic cell cycle.
- $`25`
go_id Term Definition
16924 GO:0007032 endosome organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of endosomes.
40062 GO:0032880 regulation of protein localization Any process that modulates the frequency, rate or extent of any process in which a protein is transported to, or maintained in, a specific location.
- $`26`
go_id Term Definition
15518 GO:0006446 regulation of translational initiation Any process that modulates the frequency, rate or extent of translational initiation.
16683 GO:0006895 Golgi to endosome transport The directed movement of substances from the Golgi to early sorting endosomes. Clathrin vesicles transport substances from the trans-Golgi to endosomes.
26327 GO:0015693 magnesium ion transport The directed movement of magnesium (Mg) ions into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
31714 GO:0019509 L-methionine biosynthetic process from methylthioadenosine The generation of L-methionine (2-amino-4-(methylthio)butanoic acid) from methylthioadenosine.
38972 GO:0032511 late endosome to vacuole transport via multivesicular body sorting pathway The directed movement of substances from endosomes to vacuoles by a pathway in which molecules are sorted into multivesicular bodies, which then fuse with the vacuole.
46464 GO:0036010 protein localization to endosome A process in which a protein is transported to, or maintained in, a location within an endosome.
85530 GO:0098655 cation transmembrane transport A process in which a cation is transported from one side of a membrane to the other by means of some agent such as a transporter or pore.
- $`27`
go_id Term Definition
1481 GO:0000902 cell morphogenesis The developmental process in which the size or shape of a cell is generated and organized.
1530 GO:0000920 cell separation after cytokinesis The process of physically separating progeny cells after cytokinesis; this may involve enzymatic digestion of septum or cell wall components.
1764 GO:0001113 transcriptional open complex formation at RNA polymerase II promoter Any process involved in the melting of the DNA hybrid of the core promoter region within the transcriptional closed complex of an RNA polymerase II preinitiation complex (PIC) to produce an open complex where the DNA duplex around the transcription initiation site is unwound to form the transcription bubble.
15278 GO:0006289 nucleotide-excision repair A DNA repair process in which a small region of the strand surrounding the damage is removed from the DNA helix as an oligonucleotide. The small gap left in the DNA helix is filled in by the sequential action of DNA polymerase and DNA ligase. Nucleotide excision repair recognizes a wide range of substrates, including damage caused by UV irradiation (pyrimidine dimers and 6-4 photoproducts) and chemicals (intrastrand cross-links and bulky adducts).
15393 GO:0006367 transcription initiation from RNA polymerase II promoter Any process involved in the assembly of the RNA polymerase II preinitiation complex (PIC) at an RNA polymerase II promoter region of a DNA template, resulting in the subsequent synthesis of RNA from that promoter. The initiation phase includes PIC assembly and the formation of the first few bonds in the RNA chain, including abortive initiation, which occurs when the first few nucleotides are repeatedly synthesized and then released. Promoter clearance, or release, is the transition between the initiation and elongation phases of transcription.
17053 GO:0007118 budding cell apical bud growth Growth at the tip of a bud, in a cell that reproduces by budding.
27479 GO:0042981 regulation of apoptotic process Any process that modulates the occurrence or rate of cell death by apoptotic process.
33635 GO:0023014 signal transduction by protein phosphorylation A process in which the transfer of one or more phosphate groups to a substrate transmits a signal to the phosphorylated substrate.
36012 GO:0031098 stress-activated protein kinase signaling cascade A series of molecular signals in which a stress-activated protein kinase (SAPK) cascade relays one or more of the signals.
38193 GO:0032147 activation of protein kinase activity Any process that initiates the activity of an inactive protein kinase.
79215 GO:0070816 phosphorylation of RNA polymerase II C-terminal domain The process of introducing a phosphate group on to an amino acid residue in the C-terminal domain of RNA polymerase II. Typically, this occurs during the transcription cycle and results in production of an RNA polymerase II enzyme where the carboxy-terminal domain (CTD) of the largest subunit is extensively phosphorylated, often referred to as hyperphosphorylated or the II(0) form. Specific types of phosphorylation within the CTD are usually associated with specific regions of genes, though there are exceptions. The phosphorylation state regulates the association of specific complexes such as the capping enzyme or 3'-RNA processing machinery to the elongating RNA polymerase complex.
- $`28`
go_id Term Definition
1908 GO:0001302 replicative cell aging The process associated with progression of the cell from its inception to the end of its lifespan that occurs as the cell continues cycles of growth and division.
2003 GO:0001403 invasive growth in response to glucose limitation A growth pattern exhibited by budding haploid cells under certain growth conditions, in which cells retain the typical axial budding pattern of haploids, but become elongated and fail to separate after division; during growth on a solid substrate, this results in penetration of cells into the agar medium. An example of this process is found in Saccharomyces cerevisiae.
15456 GO:0006407 rRNA export from nucleus The directed movement of rRNA from the nucleus to the cytoplasm; the rRNA is usually in the form of ribonucleoproteins.
48688 GO:0042149 cellular response to glucose starvation Any process that results in a change in state or activity of a cell (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of deprivation of glucose.
51307 GO:0043254 regulation of protein complex assembly Any process that modulates the frequency, rate or extent of protein complex assembly.
87636 GO:1900153 positive regulation of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay Any process that activates or increases the frequency, rate or extent of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay.
- $`29`
go_id Term Definition
69 GO:0000032 cell wall mannoprotein biosynthetic process The chemical reactions and pathways resulting in the formation of cell wall mannoproteins, any cell wall protein that contains covalently bound mannose residues.
335 GO:0000132 establishment of mitotic spindle orientation A cell cycle process that sets the alignment of mitotic spindle relative to other cellular structures.
1282 GO:0000722 telomere maintenance via recombination Any recombinational process that contributes to the maintenance of proper telomeric length.
16897 GO:0007020 microtubule nucleation The process in which tubulin alpha-beta heterodimers begin aggregation to form an oligomeric tubulin structure (a microtubule seed). Microtubule nucleation is the initiating step in the formation of a microtubule in the absence of any existing microtubules ('de novo' microtubule formation).
16950 GO:0007052 mitotic spindle organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of the microtubule spindle during a mitotic cell cycle.
16968 GO:0007067 mitotic nuclear division A cell cycle process comprising the steps by which the nucleus of a eukaryotic cell divides; the process involves condensation of chromosomal DNA into a highly compacted form. Canonically, mitosis produces two daughter nuclei whose chromosome complement is identical to that of the mother cell.
17031 GO:0007097 nuclear migration The directed movement of the nucleus.
36049 GO:0031116 positive regulation of microtubule polymerization Any process that activates or increases the frequency, rate or extent of microtubule polymerization.
37063 GO:0031578 mitotic spindle orientation checkpoint A cell cycle checkpoint that monitors and signals errors in the placement or orientation of the spindle in the cell. This delays the completion of anaphase until errors are corrected.
44020 GO:0034501 protein localization to kinetochore Any process in which a protein is transported to, or maintained at, the kinetochore.
70542 GO:0051301 cell division The process resulting in division and partitioning of components of a cell to form more cells; may or may not be accompanied by the physical separation of a cell into distinct, individually membrane-bounded daughter cells.
70565 GO:0051315 attachment of mitotic spindle microtubules to kinetochore The cell cycle process in which spindle microtubules become physically associated with the proteins making up the kinetochore complex as part of mitotic metaphase plate congression.
72658 GO:0051987 positive regulation of attachment of spindle microtubules to kinetochore Any process that activates or increases the frequency, rate or extent of the attachment of spindle microtubules to the kinetochore.
- $`30`
go_id Term Definition
1596 GO:0000972 transcription-dependent tethering of RNA polymerase II gene DNA at nuclear periphery The chromosome organization process in which the DNA sequence containing a gene transcribed by RNA polymerase II is maintained in a specific location at the nuclear periphery. In S. cerevisiae, this process involves cis-acting DNA sequences such as the TATA box and upstream activating sequence (UAS) elements, trans-acting transcriptional activators, and also the 3'-UTR of the transcript.
40661 GO:0043547 positive regulation of GTPase activity Any process that activates or increases the activity of a GTPase.
78983 GO:0070682 proteasome regulatory particle assembly The aggregation, arrangement and bonding together of a mature, active proteasome regulatory particle complex.
119613 GO:1904263 positive regulation of TORC1 signaling Any process that activates or increases the frequency, rate or extent of TORC1 signaling.
133559 GO:2001158 positive regulation of proline catabolic process to glutamate Any process that activates or increases the frequency, rate or extent of proline catabolic process to glutamate.
- $`31`
go_id Term Definition
979 GO:0000349 generation of catalytic spliceosome for first transesterification step Formation of a catalytic spliceosome complex ready to perform the first splicing reaction. This occurs by an ATP-dependent conformational change of the pre-catalytic spliceosome.
1168 GO:0000447 endonucleolytic cleavage in ITS1 to separate SSU-rRNA from 5.8S rRNA and LSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA) Endonucleolytic cleavage between the SSU-rRNA and the 5.8S rRNA of an rRNA molecule originally produced as a tricistronic rRNA transcript that contained the Small SubUnit (SSU) rRNA, the 5.8S rRNA, and the Large SubUnit (LSU) rRNA, in that order, from 5' to 3' along the primary transcript.
1196 GO:0000472 endonucleolytic cleavage to generate mature 5'-end of SSU-rRNA from (SSU-rRNA, 5.8S rRNA, LSU-rRNA) Endonucleolytic cleavage between the 5'-External Transcribed Spacer (5'-ETS) and the 5' end of the SSU-rRNA of a tricistronic rRNA transcript that contains the Small Subunit (SSU) rRNA, the 5.8S rRNA, and the Large Subunit (LSU) rRNA in that order from 5' to 3' along the primary transcript, to produce the mature end of the SSU-rRNA.
40318 GO:0032958 inositol phosphate biosynthetic process The chemical reactions and pathways resulting in the formation of an inositol phosphate, 1,2,3,4,5,6-cyclohexanehexol, with one or more phosphate groups attached.
43515 GO:0034247 snoRNA splicing The process of removing sections of a primary snoRNA transcript to remove sequences not present in the mature form of the snoRNA and joining the remaining sections to form the mature form of the snoRNA.
78529 GO:0070481 nuclear-transcribed mRNA catabolic process, non-stop decay The chemical reactions and pathways resulting in the breakdown of the transcript body of a nuclear-transcribed mRNA that is lacking a stop codon.
80219 GO:0071432 peptide mating pheromone maturation involved in conjugation with cellular fusion The formation of a mature peptide mating pheromone by proteolysis and/or modification of a peptide precursor, occurring in the context of conjugation with cellular fusion.
80494 GO:0071586 CAAX-box protein processing The second process in a series of specific posttranslational modifications to the CAAX box region of CAAX box proteins, in which the last three amino acids of the protein (AAX) are removed by proteolysis.
- $`32`
go_id Term Definition
359 GO:0000147 actin cortical patch assembly Assembly of an actin cortical patch, a discrete actin-containing structure found at the plasma membrane of fungal cells.
16856 GO:0006995 cellular response to nitrogen starvation Any process that results in a change in state or activity of a cell (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of deprivation of nitrogen.
16965 GO:0007064 mitotic sister chromatid cohesion The cell cycle process in which the sister chromatids of a replicated chromosome are joined along the entire length of the chromosome, from their formation in S phase through metaphase during a mitotic cell cycle. This cohesion cycle is critical for high fidelity chromosome transmission.
18415 GO:0043066 negative regulation of apoptotic process Any process that stops, prevents, or reduces the frequency, rate or extent of cell death by apoptotic process.
19499 GO:0030041 actin filament polymerization Assembly of actin filaments by the addition of actin monomers to a filament.
24225 GO:0010508 positive regulation of autophagy Any process that activates, maintains or increases the rate of autophagy. Autophagy is the process in which cells digest parts of their own cytoplasm.
26465 GO:0015824 proline transport The directed movement of proline, pyrrolidine-2-carboxylic acid, into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
26481 GO:0015840 urea transport The directed movement of urea into, out of or within the cell. Urea is the water-soluble compound H2N-CO-NH2.
27793 GO:0016579 protein deubiquitination The removal of one or more ubiquitin groups from a protein.
37648 GO:0031929 TOR signaling A series of molecular signals mediated by TOR (Target of rapamycin) proteins, members of the phosphoinositide (PI) 3-kinase related kinase (PIKK) family that act as serine/threonine kinases in response to nutrient availability or growth factors.
37819 GO:0032007 negative regulation of TOR signaling Any process that stops, prevents, or reduces the frequency, rate or extent of TOR signaling.
43227 GO:0034087 establishment of mitotic sister chromatid cohesion The process in which the sister chromatids of a replicated chromosome become joined along the entire length of the chromosome during S phase during a mitotic cell cycle.
52140 GO:0043558 regulation of translational initiation in response to stress Any process that modulates the frequency, rate or extent of translation initiation, as a result of a stimulus indicating the organism is under stress.
53678 GO:0044376 RNA polymerase II complex import to nucleus The directed movement of the DNA-directed RNA polymerase II core complex from the cytoplasm into the nucleus.
104321 GO:1902499 positive regulation of protein autoubiquitination Any process that activates or increases the frequency, rate or extent of protein autoubiquitination.
115186 GO:1903833 positive regulation of cellular response to amino acid starvation Any process that activates or increases the frequency, rate or extent of cellular response to amino acid starvation.
129962 GO:1990022 RNA polymerase III complex localization to nucleus The directed movement of an RNA polymerase III complex from the cytoplasm to the nucleus.
132956 GO:2000785 regulation of autophagosome assembly Any process that modulates the frequency, rate or extent of autophagosome assembly.
- $`33`
go_id Term Definition
1835 GO:0001174 transcriptional start site selection at RNA polymerase II promoter Any process involved in the selection of the specific location within the template strand of an RNA polymerase II promoter for hybridization of the cognate ribonucleotides and formation of first phosphodiester bond within the nascent transcript.
15379 GO:0006356 regulation of transcription from RNA polymerase I promoter Any process that modulates the frequency, rate or extent of transcription from an RNA polymerase I promoter.
16606 GO:0006855 drug transmembrane transport The process in which a drug is transported from one side of a membrane to the other by means of some agent such as a transporter or pore.
34125 GO:0030261 chromosome condensation The progressive compaction of dispersed interphase chromatin into threadlike chromosomes prior to mitotic or meiotic nuclear division, or during apoptosis, in eukaryotic cells.
45323 GO:0035376 sterol import The directed movement of a sterol into a cell or organelle. Sterols are steroids with one or more hydroxyl groups and a hydrocarbon side-chain in the molecule.
45830 GO:0035690 cellular response to drug Any process that results in a change in state or activity of a cell (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of a drug stimulus. A drug is a substance used in the diagnosis, treatment or prevention of a disease.
69919 GO:0051123 RNA polymerase II transcriptional preinitiation complex assembly The aggregation, arrangement and bonding together of proteins on an RNA polymerase II promoter DNA to form the transcriptional preinitiation complex (PIC), the formation of which is a prerequisite for transcription by RNA polymerase.
76503 GO:0060962 regulation of ribosomal protein gene transcription from RNA polymerase II promoter Any process that modulates the frequency, rate or extent of the synthesis of RNA from ribosomal protein genes by RNA polymerase II, originating at an RNA polymerase II promoter.
84061 GO:0090579 dsDNA loop formation The formation and maintenance of DNA loops that juxtapose separated regions on the same dsDNA molecule.
- $`34`
go_id Term Definition
211 GO:0000086 G2/M transition of mitotic cell cycle The mitotic cell cycle transition by which a cell in G2 commits to M phase. The process begins when the kinase activity of M cyclin/CDK complex reaches a threshold high enough for the cell cycle to proceed. This is accomplished by activating a positive feedback loop that results in the accumulation of unphosphorylated and active M cyclin/CDK complex.
522 GO:0000209 protein polyubiquitination Addition of multiple ubiquitin groups to a protein, forming a ubiquitin chain.
549 GO:0042787 protein ubiquitination involved in ubiquitin-dependent protein catabolic process The process in which a ubiquitin group, or multiple groups, are covalently attached to the target protein, thereby initiating the degradation of that protein.
14821 GO:0006122 mitochondrial electron transport, ubiquinol to cytochrome c The transfer of electrons from ubiquinol to cytochrome c that occurs during oxidative phosphorylation, mediated by the multisubunit enzyme known as complex III.
15905 GO:0006611 protein export from nucleus The directed movement of a protein from the nucleus into the cytoplasm.
26754 GO:0016024 CDP-diacylglycerol biosynthetic process The chemical reactions and pathways resulting in the formation of CDP-diacylglycerol, CDP-1,2-diacylglycerol, a substance composed of diacylglycerol in glycosidic linkage with cytidine diphosphate.
36120 GO:0031146 SCF-dependent proteasomal ubiquitin-dependent protein catabolic process The chemical reactions and pathways resulting in the breakdown of a protein or peptide by hydrolysis of its peptide bonds, initiated by the covalent attachment of ubiquitin, with ubiquitin-protein ligation catalyzed by an SCF (Skp1/Cul1/F-box protein) complex, and mediated by the proteasome.
37914 GO:0032049 cardiolipin biosynthetic process The chemical reactions and pathways resulting in the formation of cardiolipin, 1,3-bis(3-phosphatidyl)glycerol.
41723 GO:0033617 mitochondrial respiratory chain complex IV assembly The aggregation, arrangement and bonding together of a set of components to form respiratory chain complex IV (also known as cytochrome c oxidase) in the mitochondrial inner membrane.
70542 GO:0051301 cell division The process resulting in division and partitioning of components of a cell to form more cells; may or may not be accompanied by the physical separation of a cell into distinct, individually membrane-bounded daughter cells.
72246 GO:0051865 protein autoubiquitination The ubiquitination by a protein of one or more of its own amino acid residues, or residues on an identical protein. Ubiquitination occurs on the lysine residue by formation of an isopeptide crosslink.
77786 GO:0070202 regulation of establishment of protein localization to chromosome Any process that modulates the frequency, rate or extent of the directed movement of a protein to a specific location on a chromosome.
- $`35`
go_id Term Definition
- $`36`
go_id Term Definition
14489 GO:0006006 glucose metabolic process The chemical reactions and pathways involving glucose, the aldohexose gluco-hexose. D-glucose is dextrorotatory and is sometimes known as dextrose; it is an important source of energy for living organisms and is found free as well as combined in homo- and hetero-oligosaccharides and polysaccharides.
22623 GO:0009651 response to salt stress Any process that results in a change in state or activity of a cell or an organism (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of a stimulus indicating an increase or decrease in the concentration of salt (particularly but not exclusively sodium and chloride ions) in the environment.
80502 GO:0071590 nicotinamide riboside biosynthetic process The chemical reactions and pathways resulting in the formation of nicotinamide riboside, the product of the formation of a glycosidic bond between ribose and nicotinamide.
80509 GO:0071592 nicotinic acid riboside biosynthetic process The chemical reactions and pathways resulting in the formation of nicotinic acid riboside, the product of the formation of a glycosidic bond between ribose and nicotinic acid.
- $`37`
go_id Term Definition
456 GO:0000183 chromatin silencing at rDNA Repression of transcription of ribosomal DNA by altering the structure of chromatin.
1247 GO:0000706 meiotic DNA double-strand break processing The cell cycle process in which the 5' to 3' exonucleolytic resection of the DNA at the site of the break to form a 3' single-strand DNA overhang occurs. This takes place during meiosis.
1308 GO:0000737 DNA catabolic process, endonucleolytic The chemical reactions and pathways resulting in the breakdown of DNA, involving the hydrolysis of internal 3',5'-phosphodiester bonds in one or two strands of deoxyribonucleotides.
5895 GO:0003333 amino acid transmembrane transport The directed movement of amino acids, organic acids containing one or more amino substituents across a membrane by means of some agent such as a transporter or pore.
15684 GO:0006535 cysteine biosynthetic process from serine The chemical reactions and pathways resulting in the formation of cysteine from other compounds, including serine.
17020 GO:0007089 traversing start control point of mitotic cell cycle A cell cycle process by which a cell commits to entering S phase via a positive feedback mechanism between the regulation of transcription and G1 CDK activity.
24566 GO:0010791 DNA double-strand break processing involved in repair via synthesis-dependent strand annealing The 5' to 3' exonucleolytic resection of the DNA at the site of the break to form a 3' single-strand DNA overhang that results in the repair of a double strand break via synthesis-dependent strand annealing.
26468 GO:0015827 tryptophan transport The directed movement of tryptophan, 2-amino-3-(1H-indol-3-yl)propanoic acid, into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
31295 GO:0019343 cysteine biosynthetic process via cystathionine The chemical reactions and pathways resulting in the formation of cysteine, via the intermediate cystathionine.
31307 GO:0019346 transsulfuration The interconversion of homocysteine and cysteine via cystathionine. In contrast with enteric bacteria and mammals, Saccharomyces cerevisiae has two transsulfuration pathways employing two separate sets of enzymes.
36404 GO:0031292 gene conversion at mating-type locus, DNA double-strand break processing The 5' to 3' exonucleolytic resection of the DNA at the site of the break at the mating-type locus to form a 3' single-strand DNA overhang.
37553 GO:0031860 telomeric 3' overhang formation The formation of the single stranded telomeric 3' overhang, a conserved feature that ranges in length from 12 nt in budding yeast to approximately 500 nt in humans.
44024 GO:0034503 protein localization to nucleolar rDNA repeats Any process in which a protein is transported to, or maintained at, the rDNA repeats on a chromosome in the nucleolus.
48672 GO:0042138 meiotic DNA double-strand break formation The cell cycle process in which double-strand breaks are generated at defined hotspots throughout the genome during meiosis I. This results in the initiation of meiotic recombination.
54648 GO:0045143 homologous chromosome segregation The cell cycle process in which replicated homologous chromosomes are organized and then physically separated and apportioned to two sets during the first division of the meiotic cell cycle. Each replicated chromosome, composed of two sister chromatids, aligns at the cell equator, paired with its homologous partner; this pairing off, referred to as synapsis, permits genetic recombination. One homolog (both sister chromatids) of each morphologic type goes into each of the resulting chromosome sets.
78651 GO:0070550 rDNA condensation The process in which the chromatin structure of the rDNA repeats is compacted. In S. cerevisiae, condensation and resolution of the rDNA occurs during anaphase.
79201 GO:0070814 hydrogen sulfide biosynthetic process The chemical reactions and pathways resulting in the formation of hydrogen sulfide, H2S.
83735 GO:0090282 positive regulation of transcription involved in G2/M transition of mitotic cell cycle Any process that activates or increases the frequency, rate or extent of transcription of target genes that are transcribed as part of the G2/M transition of the mitotic cell cycle.
- $`38`
go_id Term Definition
1349 GO:0000754 adaptation of signaling pathway by response to pheromone involved in conjugation with cellular fusion In organisms that undergo conjugation with cellular fusion, the process resulting in desensitization following exposure to pheromone stimulus that act to down-regulate further stimulation or block initial conjugation responses. An example of this is the adaptation to pheromone during conjugation with cellular fusion in Saccharomyces cerevisiae.
2441 GO:0001731 formation of translation preinitiation complex The joining of the small ribosomal subunit, ternary complex, and mRNA.
5987 GO:0003400 regulation of COPII vesicle coating Any process that modulates the rate, frequency, or extent of the addition of COPII proteins and adaptor proteins to ER membranes during the formation of transport vesicles, forming a vesicle coat.
15518 GO:0006446 regulation of translational initiation Any process that modulates the frequency, rate or extent of translational initiation.
16799 GO:0006972 hyperosmotic response Any process that results in a change in state or activity of a cell or an organism (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of detection of, or exposure to, a hyperosmotic environment, i.e. an environment with a higher concentration of solutes than the organism or cell.
17055 GO:0007120 axial cellular bud site selection The process of defining the next site of bud emergence adjacent to the last site of bud emergence on a budding cell.
17057 GO:0007121 bipolar cellular bud site selection The process of defining subsequent sites of bud emergence such that budding takes place at alternating poles of a budding cell.
17324 GO:0007231 osmosensory signaling pathway The series of molecular signals initiated in response to osmotic change.
23338 GO:0009967 positive regulation of signal transduction Any process that activates or increases the frequency, rate or extent of signal transduction.
27327 GO:0016241 regulation of macroautophagy Any process that modulates the frequency, rate or extent of macroautophagy.
28765 GO:0046685 response to arsenic-containing substance Any process that results in a change in state or activity of a cell or an organism (in terms of movement, secretion, enzyme production, gene expression, etc.) as a result of an arsenic stimulus from compounds containing arsenic, including arsenates, arsenites, and arsenides.
36891 GO:0031505 fungal-type cell wall organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of the fungal-type cell wall.
40931 GO:0033262 regulation of nuclear cell cycle DNA replication Any process that modulates the frequency, rate or extent of The DNA-dependent DNA replication that occurs in the nucleus of eukaryotic organisms as part of the cell cycle.
43640 GO:0034316 negative regulation of Arp2/3 complex-mediated actin nucleation Any process that stops, prevents, or reduces the frequency, rate or extent of actin nucleation mediated by the Arp2/3 complex and interacting proteins.
76988 GO:0061393 positive regulation of transcription from RNA polymerase II promoter in response to osmotic stress Any process that increases the frequency, rate or extent of transcription from an RNA polymerase II promoter as a result of a stimulus indicating an increase or decrease in the concentration of solutes outside the organism or cell.
130128 GO:1990145 maintenance of translational fidelity Suppression of the occurrence of translational errors, such as codon-anticodon mis-paring, during the process of translation of a protein using an mRNA template.
- $`39`
go_id Term Definition
14983 GO:0006177 GMP biosynthetic process The chemical reactions and pathways resulting in the formation of GMP, guanosine monophosphate.
14998 GO:0006183 GTP biosynthetic process The chemical reactions and pathways resulting in the formation of GTP, guanosine triphosphate.
27785 GO:0016573 histone acetylation The modification of a histone by the addition of an acetyl group.
69919 GO:0051123 RNA polymerase II transcriptional preinitiation complex assembly The aggregation, arrangement and bonding together of proteins on an RNA polymerase II promoter DNA to form the transcriptional preinitiation complex (PIC), the formation of which is a prerequisite for transcription by RNA polymerase.
- $`40`
go_id Term Definition
211 GO:0000086 G2/M transition of mitotic cell cycle The mitotic cell cycle transition by which a cell in G2 commits to M phase. The process begins when the kinase activity of M cyclin/CDK complex reaches a threshold high enough for the cell cycle to proceed. This is accomplished by activating a positive feedback loop that results in the accumulation of unphosphorylated and active M cyclin/CDK complex.
1254 GO:0000710 meiotic mismatch repair A system for the identification and correction of base-base mismatches, small insertion-deletion loops, and regions of heterology that are present in duplex DNA formed with strands from two recombining molecules. Correction of the mismatch can result in non-Mendelian segregation of alleles following meiosis.
32571 GO:0019918 peptidyl-arginine methylation, to symmetrical-dimethyl arginine The process of methylation of peptidyl-arginine to form peptidyl-N(omega),N'(omega)-dimethyl-L-arginine.
44678 GO:0034969 histone arginine methylation The modification of a histone by addition of a methyl group to an arginine residue.
69680 GO:0051026 chiasma assembly The cell cycle process in which a connection between chromatids assembles, indicating where an exchange of homologous segments has taken place by the crossing-over of non-sister chromatids.
69919 GO:0051123 RNA polymerase II transcriptional preinitiation complex assembly The aggregation, arrangement and bonding together of proteins on an RNA polymerase II promoter DNA to form the transcriptional preinitiation complex (PIC), the formation of which is a prerequisite for transcription by RNA polymerase.
- $`41`
go_id Term Definition
313 GO:0000122 negative regulation of transcription from RNA polymerase II promoter Any process that stops, prevents, or reduces the frequency, rate or extent of transcription from an RNA polymerase II promoter.
549 GO:0042787 protein ubiquitination involved in ubiquitin-dependent protein catabolic process The process in which a ubiquitin group, or multiple groups, are covalently attached to the target protein, thereby initiating the degradation of that protein.
1283 GO:0000723 telomere maintenance Any process that contributes to the maintenance of proper telomeric length and structure by affecting and monitoring the activity of telomeric proteins, the length of telomeric DNA and the replication and repair of the DNA. These processes includes those that shorten, lengthen, replicate and repair the telomeric DNA sequences.
1296 GO:0000730 DNA recombinase assembly The aggregation, arrangement and bonding together of strand exchange proteins (recombinases) into higher order oligomers on single-stranded DNA.
1918 GO:0001308 negative regulation of chromatin silencing involved in replicative cell aging The process, which occurs as a dividing cell ages, leading to expression of genes that are typically not expressed due to silencing by regulatory proteins.
14761 GO:0006099 tricarboxylic acid cycle A nearly universal metabolic pathway in which the acetyl group of acetyl coenzyme A is effectively oxidized to two CO2 and four pairs of electrons are transferred to coenzymes. The acetyl group combines with oxaloacetate to form citrate, which undergoes successive transformations to isocitrate, 2-oxoglutarate, succinyl-CoA, succinate, fumarate, malate, and oxaloacetate again, thus completing the cycle. In eukaryotes the tricarboxylic acid is confined to the mitochondria. See also glyoxylate cycle.
14765 GO:0006103 2-oxoglutarate metabolic process The chemical reactions and pathways involving oxoglutarate, the dianion of 2-oxoglutaric acid. It is a key constituent of the TCA cycle and a key intermediate in amino-acid metabolism.
15267 GO:0006281 DNA repair The process of restoring DNA after damage. Genomes are subject to damage by chemical and physical agents in the environment (e.g. UV and ionizing radiations, chemical mutagens, fungal and bacterial toxins, etc.) and by free radicals or alkylating agents endogenously generated in metabolism. DNA is also damaged because of errors during its replication. A variety of different DNA repair pathways have been reported that include direct reversal, base excision repair, nucleotide excision repair, photoreactivation, bypass, double-strand break repair pathway, and mismatch repair pathway.
24353 GO:0010621 negative regulation of transcription by transcription factor localization Any process that stops, prevents, or reduces the frequency, rate or extent of DNA-dependent transcription using a mechanism that involves the localization of a transcription factor.
24851 GO:0010978 gene silencing involved in chronological cell aging Any transcriptional or post-transcriptional process, arising in non-dividing cells as they age, carried out at the cellular level that results in long-term gene inactivation.
27788 GO:0016575 histone deacetylation The modification of histones by removal of acetyl groups.
28375 GO:0016925 protein sumoylation The process in which a SUMO protein (small ubiquitin-related modifier) is conjugated to a target protein via an isopeptide bond between the carboxyl terminus of SUMO with an epsilon-amino group of a lysine residue of the target protein.
35913 GO:0031047 gene silencing by RNA Any process in which RNA molecules inactivate expression of target genes.
37687 GO:0031938 regulation of chromatin silencing at telomere Any process that affects the rate, extent or location of chromatin silencing at telomeres.
40884 GO:0033234 negative regulation of protein sumoylation Any process that stops, prevents, or reduces the frequency, rate or extent of the addition of SUMO groups to a protein.
41496 GO:0033512 L-lysine catabolic process to acetyl-CoA via saccharopine The chemical reactions and pathways resulting in the breakdown of L-lysine into other compounds, including acetyl-CoA, via the intermediate saccharopine.
50814 GO:0043007 maintenance of rDNA Any process involved in sustaining the fidelity and copy number of rDNA repeats.
70917 GO:0051438 regulation of ubiquitin-protein transferase activity Any process that modulates the frequency, rate or extent of ubiquitin transferase activity.
71046 GO:0051457 maintenance of protein location in nucleus Any process in which a protein is maintained in the nucleus and prevented from moving elsewhere. These include sequestration within the nucleus, protein stabilization to prevent transport elsewhere and the active retrieval of proteins that escape the nucleus.
83755 GO:0090295 nitrogen catabolite repression of transcription A transcription regulation process in which the presence of one nitrogen source leads to a decrease in the frequency, rate, or extent of transcription of specific genes involved in the metabolism of other nitrogen sources.
- $`42`
go_id Term Definition
883 GO:0000301 retrograde transport, vesicle recycling within Golgi The retrograde movement of substances within the Golgi, mediated by COP I vesicles. Cis-Golgi vesicles are constantly moving forward through the Golgi stack by cisternal progression, eventually becoming trans-Golgi vesicles. They then selectively transport membrane and luminal proteins from the trans- to the medial-Golgi while leaving others behind in the trans-Golgi cisternae; similarly, they selectively move proteins from the medial- to the cis-Golgi.
16509 GO:0006797 polyphosphate metabolic process The chemical reactions and pathways involving a polyphosphate, the anion or salt of polyphosphoric acid.
16669 GO:0006890 retrograde vesicle-mediated transport, Golgi to ER The directed movement of substances from the Golgi back to the endoplasmic reticulum, mediated by vesicles bearing specific protein coats such as COPI or COG.
16919 GO:0007030 Golgi organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of the Golgi apparatus.
16926 GO:0007034 vacuolar transport The directed movement of substances into, out of or within a vacuole.
16927 GO:0007035 vacuolar acidification Any process that reduces the pH of the vacuole, measured by the concentration of the hydrogen ion.
26722 GO:0015991 ATP hydrolysis coupled proton transport The transport of protons against an electrochemical gradient, using energy from ATP hydrolysis.
27319 GO:0016237 lysosomal microautophagy The transfer of cytosolic components into the lysosomal compartment by direct invagination of the lysosomal membrane without prior sequestration into an autophagosome. The engulfing membranes fuse, resulting in the lysosomal delivery of the cargo wrapped in a single membrane derived from the invaginated lysosomal membrane. In S. cerevisiae, the vacuole is the lysosomal compartment.
34090 GO:0030242 pexophagy The process in which peroxisomes are delivered to the vacuole and degraded in response to changing nutrient conditions.
38427 GO:0032258 CVT pathway A constitutive biosynthetic process that occurs under nutrient-rich conditions, in which two resident vacuolar hydrolases, aminopeptidase I and alpha-mannosidase, are sequestered into vesicles; these vesicles are transported to, and then fuse with, the vacuole. This pathway is mostly observed in yeast.
48677 GO:0042144 vacuole fusion, non-autophagic The fusion of two vacuole membranes to form a single vacuole.
65071 GO:0048213 Golgi vesicle prefusion complex stabilization The binding of specific proteins to the t-SNARE/v-SNARE/SNAP25 complex, by which the Golgi vesicle prefusion complex is stabilized.
77582 GO:0070072 vacuolar proton-transporting V-type ATPase complex assembly The aggregation, arrangement and bonding together of a vacuolar proton-transporting V-type ATPase complex, proton-transporting two-sector ATPase complex that couples ATP hydrolysis to the transport of protons across the vacuolar membrane.
- $`43`
go_id Term Definition
97 GO:0000045 autophagosome assembly The formation of a double membrane-bounded structure, the autophagosome, that occurs when a specialized membrane sac, called the isolation membrane, starts to enclose a portion of the cytoplasm.
883 GO:0000301 retrograde transport, vesicle recycling within Golgi The retrograde movement of substances within the Golgi, mediated by COP I vesicles. Cis-Golgi vesicles are constantly moving forward through the Golgi stack by cisternal progression, eventually becoming trans-Golgi vesicles. They then selectively transport membrane and luminal proteins from the trans- to the medial-Golgi while leaving others behind in the trans-Golgi cisternae; similarly, they selectively move proteins from the medial- to the cis-Golgi.
1129 GO:0000422 mitophagy The autophagic process in which mitochondria are delivered to the vacuole and degraded in response to changing cellular conditions.
16656 GO:0006888 ER to Golgi vesicle-mediated transport The directed movement of substances from the endoplasmic reticulum (ER) to the Golgi, mediated by COP II vesicles. Small COP II coated vesicles form from the ER and then fuse directly with the cis-Golgi. Larger structures are transported along microtubules to the cis-Golgi.
27314 GO:0016236 macroautophagy The major inducible pathway for the general turnover of cytoplasmic constituents in eukaryotic cells, it is also responsible for the degradation of active cytoplasmic enzymes and organelles during nutrient starvation. Macroautophagy involves the formation of double-membrane-bounded autophagosomes which enclose the cytoplasmic constituent targeted for degradation in a membrane-bounded structure. Autophagosomes then fuse with a lysosome (or vacuole) releasing single-membrane-bounded autophagic bodies that are then degraded within the lysosome (or vacuole). Though once thought to be a purely non-selective process, it appears that some types of macroautophagy, e.g. macropexophagy, macromitophagy, may involve selective targeting of the targets to be degraded.
34090 GO:0030242 pexophagy The process in which peroxisomes are delivered to the vacuole and degraded in response to changing nutrient conditions.
38193 GO:0032147 activation of protein kinase activity Any process that initiates the activity of an inactive protein kinase.
38427 GO:0032258 CVT pathway A constitutive biosynthetic process that occurs under nutrient-rich conditions, in which two resident vacuolar hydrolases, aminopeptidase I and alpha-mannosidase, are sequestered into vesicles; these vesicles are transported to, and then fuse with, the vacuole. This pathway is mostly observed in yeast.
44374 GO:0034727 piecemeal microautophagy of nucleus Degradation of a cell nucleus by lysosomal microautophagy.
54185 GO:0044805 late nucleophagy A type of nucleophagy, distinct from piecemeal microautophagy of the nucleus (PNM) where the nuclear material is delivered to the vacuole/lysosome for breakdown and recycling later than observed for PNM.
- $`44`
go_id Term Definition
1354 GO:0000755 cytogamy During conjugation with cellular fusion, the process resulting in creating a single cell from complementary mating types. The localized remodeling and dissolution of external protective structures allow the fusion of the plasma membranes and cytoplasmic mixing. An example of this process is found in Saccharomyces cerevisiae.
1737 GO:0001100 negative regulation of exit from mitosis Any process involved in the inhibition of progression from anaphase/telophase (high mitotic CDK activity) to G1 (low mitotic CDK activity).
18733 GO:0008360 regulation of cell shape Any process that modulates the surface configuration of a cell.
27304 GO:0016226 iron-sulfur cluster assembly The incorporation of iron and exogenous sulfur into a metallo-sulfur cluster.
38876 GO:0032465 regulation of cytokinesis Any process that modulates the frequency, rate or extent of the division of the cytoplasm of a cell and its separation into two daughter cells.
76127 GO:0060627 regulation of vesicle-mediated transport Any process that modulates the rate, frequency, or extent of vesicle-mediated transport, the directed movement of substances, either within a vesicle or in the vesicle membrane, into, out of or within a cell.
83798 GO:0090337 regulation of formin-nucleated actin cable assembly Any process that modulates the rate, frequency, or extent of formin-nucleated actin cable assembly. Formin-nucleated actin cable assembly is the aggregation, arrangement and bonding together of a set of components to form a formin-nucleated actin cable. A formin-nucleated actin cable is an actin filament bundle that consists of short filaments organized into bundles of uniform polarity, and is nucleated by formins.
- $`45`
go_id Term Definition
15619 GO:0016485 protein processing Any protein maturation process achieved by the cleavage of a peptide bond or bonds within a protein. Protein maturation is the process leading to the attainment of the full functional capacity of a protein.
16652 GO:0006887 exocytosis A process of secretion by a cell that results in the release of intracellular molecules (e.g. hormones, matrix proteins) contained within a membrane-bounded vesicle by fusion of the vesicle with the plasma membrane of a cell. This process begins with steps that prepare vesicles for fusion with the membrane (tethering and docking) and ends when vesicle fusion is complete. This is the process in which most molecules are secreted from eukaryotic cells.
16656 GO:0006888 ER to Golgi vesicle-mediated transport The directed movement of substances from the endoplasmic reticulum (ER) to the Golgi, mediated by COP II vesicles. Small COP II coated vesicles form from the ER and then fuse directly with the cis-Golgi. Larger structures are transported along microtubules to the cis-Golgi.
16711 GO:0006914 autophagy The process in which cells digest parts of their own cytoplasm; allows for both recycling of macromolecular constituents under conditions of cellular stress and remodeling the intracellular structure for cell differentiation.
26819 GO:0016050 vesicle organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of a vesicle.
34437 GO:0030433 ER-associated ubiquitin-dependent protein catabolic process The chemical reactions and pathways resulting in the breakdown of proteins transported from the endoplasmic reticulum and targeted to cytoplasmic proteasomes for degradation. This process acts on misfolded proteins as well as in the regulated degradation of correctly folded proteins.
36887 GO:0031503 protein complex localization A localization process that acts on a protein complex; the complex is transported to, or maintained in, a specific location.
38427 GO:0032258 CVT pathway A constitutive biosynthetic process that occurs under nutrient-rich conditions, in which two resident vacuolar hydrolases, aminopeptidase I and alpha-mannosidase, are sequestered into vesicles; these vesicles are transported to, and then fuse with, the vacuole. This pathway is mostly observed in yeast.
60341 GO:0046777 protein autophosphorylation The phosphorylation by a protein of one or more of its own amino acid residues (cis-autophosphorylation), or residues on an identical protein (trans-autophosphorylation).
- $`46`
go_id Term Definition
16931 GO:0007039 protein catabolic process in the vacuole The chemical reactions and pathways resulting in the breakdown of a protein in the vacuole, usually by the action of vacuolar proteases.
- $`47`
go_id Term Definition
1718 GO:0001081 nitrogen catabolite repression of transcription from RNA polymerase II promoter A transcription regulation process in which the presence of one nitrogen source leads to a decrease in the frequency, rate, or extent of transcription, from an RNA polymerase II promoter, of specific genes involved in the metabolism of other nitrogen sources.
15335 GO:0006338 chromatin remodeling Dynamic structural changes to eukaryotic chromatin occurring throughout the cell division cycle. These changes range from the local changes necessary for transcriptional regulation to global changes necessary for chromosome segregation.
16982 GO:0007070 negative regulation of transcription from RNA polymerase II promoter during mitosis Any process that stops, prevents, or reduces the frequency, rate or extent of transcription from an RNA polymerase II promoter during mitosis.
17060 GO:0007124 pseudohyphal growth A pattern of cell growth that occurs in conditions of nitrogen limitation and abundant fermentable carbon source. Cells become elongated, switch to a unipolar budding pattern, remain physically attached to each other, and invade the growth substrate.
23079 GO:0009847 spore germination The physiological and developmental changes that occur in a spore following release from dormancy up to the earliest signs of growth (e.g. emergence from a spore wall).
24420 GO:0010673 positive regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle A cell cycle process that increases the frequency, rate or extent of transcription from an RNA polymerase II promoter as part of the meiotic cell cycle.
24421 GO:0010674 negative regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle A cell cycle process that decreases the frequency, rate or extent of transcription from an RNA polymerase II as part of the meiotic cell cycle.
27782 GO:0016569 chromatin modification The alteration of DNA or protein in chromatin by the covalent addition or removal of chemical groups.
43800 GO:0034389 lipid particle organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of a lipid particle.
90476 GO:1900471 negative regulation of inositol biosynthetic process by negative regulation of transcription from RNA polymerase II promoter Any process that stops, prevents, or reduces the frequency, rate or extent of inositol biosynthetic process by stopping, preventing, or reducing the frequency, rate or extent of transcription from an RNA polymerase II promoter.
90484 GO:1900472 positive regulation of phosphatidylcholine biosynthetic process by positive regulation of transcription from RNA polymerase II promoter Any process that activates or increases the frequency, rate or extent of phosphatidylcholine biosynthetic process by activating or increasing the frequency, rate or extent of transcription from an RNA polymerase II promoter.
90493 GO:1900475 positive regulation of meiosis by negative regulation of transcription from RNA polymerase II promoter Any process that activates or increases the frequency, rate or extent of meiosis by stopping, preventing, or reducing the frequency, rate or extent of transcription from an RNA polymerase II promoter.
90498 GO:1900476 positive regulation of meiosis by positive regulation of transcription from RNA polymerase II promoter Any process that activates or increases the frequency, rate or extent of meiosis by activating or increasing the frequency, rate or extent of transcription from an RNA polymerase II promoter.
90910 GO:1900525 positive regulation of phosphatidylserine biosynthetic process by positive regulation of transcription from RNA polymerase II promoter Any process that activates or increases the frequency, rate or extent of phosphatidylserine biosynthetic process by activating or increasing the frequency, rate or extent of transcription from an RNA polymerase II promoter.
- $`48`
go_id Term Definition
15932 GO:0006620 posttranslational protein targeting to membrane The targeting of proteins to a membrane that occurs after their translation. Some secretory proteins exhibit posttranslational transport into the endoplasmic reticulum (ER) lumen: they are synthesized in their entirety on free cytosolic ribosomes and then released into the cytosol, where they are bound by chaperones which keep them in an unfolded state, and subsequently are translocated across the ER membrane.
16669 GO:0006890 retrograde vesicle-mediated transport, Golgi to ER The directed movement of substances from the Golgi back to the endoplasmic reticulum, mediated by vesicles bearing specific protein coats such as COPI or COG.
16968 GO:0007067 mitotic nuclear division A cell cycle process comprising the steps by which the nucleus of a eukaryotic cell divides; the process involves condensation of chromosomal DNA into a highly compacted form. Canonically, mitosis produces two daughter nuclei whose chromosome complement is identical to that of the mother cell.
17380 GO:0007266 Rho protein signal transduction A series of molecular signals within the cell that are mediated by a member of the Rho family of proteins switching to a GTP-bound active state.
27731 GO:0016560 protein import into peroxisome matrix, docking The process in which a complex formed of a peroxisome targeting sequence (PTS) receptor bound to a PTS-bearing protein docks with translocation machinery in the peroxisomal membrane.
34090 GO:0030242 pexophagy The process in which peroxisomes are delivered to the vacuole and degraded in response to changing nutrient conditions.
54345 GO:0045048 protein insertion into ER membrane The process that results in incorporation of a protein into an endoplasmic reticulum (ER) membrane. It depends on specific topogenic sequences of amino acids that ensure that a protein acquires the proper orientation during its insertion into the ER membrane.
70542 GO:0051301 cell division The process resulting in division and partitioning of components of a cell to form more cells; may or may not be accompanied by the physical separation of a cell into distinct, individually membrane-bounded daughter cells.
70578 GO:0051321 meiotic cell cycle Progression through the phases of the meiotic cell cycle, in which canonically a cell replicates to produce four offspring with half the chromosomal content of the progenitor cell via two nuclear divisions.
- $`49`
go_id Term Definition
1247 GO:0000706 meiotic DNA double-strand break processing The cell cycle process in which the 5' to 3' exonucleolytic resection of the DNA at the site of the break to form a 3' single-strand DNA overhang occurs. This takes place during meiosis.
1283 GO:0000723 telomere maintenance Any process that contributes to the maintenance of proper telomeric length and structure by affecting and monitoring the activity of telomeric proteins, the length of telomeric DNA and the replication and repair of the DNA. These processes includes those that shorten, lengthen, replicate and repair the telomeric DNA sequences.
1293 GO:0000727 double-strand break repair via break-induced replication The error-free repair of a double-strand break in DNA in which the centromere-proximal end of a broken chromosome searches for a homologous region in an intact chromosome. DNA synthesis initiates from the 3' end of the invading DNA strand, using the intact chromosome as the template, and progresses to the end of the chromosome.
15273 GO:0006284 base-excision repair In base excision repair, an altered base is removed by a DNA glycosylase enzyme, followed by excision of the resulting sugar phosphate. The small gap left in the DNA helix is filled in by the sequential action of DNA polymerase and DNA ligase.
15295 GO:0006303 double-strand break repair via nonhomologous end joining The repair of a double-strand break in DNA in which the two broken ends are rejoined with little or no sequence complementarity. Information at the DNA ends may be lost due to the modification of broken DNA ends. This term covers instances of separate pathways, called classical (or canonical) and alternative nonhomologous end joining (C-NHEJ and A-NHEJ). These in turn may further branch into sub-pathways, but evidence is still unclear.
17068 GO:0007131 reciprocal meiotic recombination The cell cycle process in which double strand breaks are formed and repaired through a double Holliday junction intermediate. This results in the equal exchange of genetic material between non-sister chromatids in a pair of homologous chromosomes. These reciprocal recombinant products ensure the proper segregation of homologous chromosomes during meiosis I and create genetic diversity.
24566 GO:0010791 DNA double-strand break processing involved in repair via synthesis-dependent strand annealing The 5' to 3' exonucleolytic resection of the DNA at the site of the break to form a 3' single-strand DNA overhang that results in the repair of a double strand break via synthesis-dependent strand annealing.
34452 GO:0030437 ascospore formation The process in which cells that are products of meiosis acquire the specialized features of ascospores. Ascospores are generally found in clusters of four or eight spores within a single mother cell, the ascus, and are characteristic of the ascomycete fungi (phylum Ascomycota).
37060 GO:0031573 intra-S DNA damage checkpoint A mitotic cell cycle checkpoint that slows DNA synthesis in response to DNA damage by the prevention of new origin firing and the stabilization of slow replication fork progression.
45903 GO:0035753 maintenance of DNA trinucleotide repeats Any process involved in sustaining the fidelity and copy number of DNA trinucleotide repeats. DNA trinucleotide repeats are naturally occurring runs of three base-pairs.
48672 GO:0042138 meiotic DNA double-strand break formation The cell cycle process in which double-strand breaks are generated at defined hotspots throughout the genome during meiosis I. This results in the initiation of meiotic recombination.
69691 GO:0051037 regulation of transcription involved in meiotic cell cycle Any process that modulates the frequency, rate or extent of transcription as part of a meiotic cell cycle.
85058 GO:0097552 mitochondrial double-strand break repair via homologous recombination The repair of a double-strand break in mitochondrial DNA in which the broken DNA molecule is repaired using homologous sequences.
- $`50`
go_id Term Definition
313 GO:0000122 negative regulation of transcription from RNA polymerase II promoter Any process that stops, prevents, or reduces the frequency, rate or extent of transcription from an RNA polymerase II promoter.
- $`51`
go_id Term Definition
15892 GO:0006607 NLS-bearing protein import into nucleus The directed movement of a protein bearing a nuclear localization signal (NLS) from the cytoplasm into the nucleus, across the nuclear membrane.
17750 GO:0007533 mating type switching The conversion of a single-cell organism from one mating type to another by the precise replacement of a DNA sequence at the expressed mating type locus with a copy of a sequence from a donor locus.
18613 GO:0008298 intracellular mRNA localization Any process in which mRNA is transported to, or maintained in, a specific location within the cell.
24220 GO:0010499 proteasomal ubiquitin-independent protein catabolic process The chemical reactions and pathways resulting in the breakdown of a protein or peptide by hydrolysis of its peptide bonds that is mediated by the proteasome but do not involve ubiquitin.
26717 GO:0015986 ATP synthesis coupled proton transport The transport of protons across a membrane to generate an electrochemical gradient (proton-motive force) that powers ATP synthesis.
36105 GO:0031144 proteasome localization Any process in which the proteasome is transported to, or maintained in, a specific location.
45947 GO:0035786 protein complex oligomerization The association of two or more multisubunit protein complexes to form dimers or other multimers of a protein complex.
49468 GO:0042407 cristae formation The assembly of cristae, the inwards folds of the inner mitochondrial membrane.
60471 GO:0046839 phospholipid dephosphorylation The process of removing one or more phosphate groups from a phosphorylated lipid, any member of a group of substances soluble in lipid solvents but only sparingly soluble in aqueous solvents.
- $`52`
go_id Term Definition
143 GO:0000055 ribosomal large subunit export from nucleus The directed movement of a ribosomal large subunit from the nucleus into the cytoplasm.
7108 GO:0006606 protein import into nucleus The directed movement of a protein from the cytoplasm to the nucleus.
28410 GO:0016973 poly(A)+ mRNA export from nucleus The directed movement of poly(A)+ mRNA out of the nucleus into the cytoplasm.
70518 GO:0051292 nuclear pore complex assembly The aggregation, arrangement and bonding together of a set of components to form a nuclear pore complex.
In [14]:
mapSimilarity <- function(mapID) {
map <- getShortestPath(as.character(mapID))
if (is.null(map)) return (NaN)
communities <- sapply(rownames(map), function(rowname) getGenes(rowname))
communitySimilarities <- mclusterSim(clusters = communities, semData = scGO, measure = "Wang", combine = "BMA")
return(mean(communitySimilarities[upper.tri(communitySimilarities)]))
}
In [15]:
similarityOfAllMapsOnLayer <- function(layer) {
mapSimilarities <- sapply(unique(assignments[,layer][assignments[,layer] != -1]), mapSimilarity)
mapSimilarities <- mapSimilarities[!is.na(mapSimilarities)]
return(mean(mapSimilarities))
}
In [16]:
layerMeanMapSimilarities <- sapply(colnames[1:length(colnames)-1], similarityOfAllMapsOnLayer)
Error in clusters[[i]]: subscript out of bounds
Traceback:
1. sapply(colnames[1:length(colnames) - 1], similarityOfAllMapsOnLayer)
2. sapply(colnames[1:length(colnames) - 1], similarityOfAllMapsOnLayer)
3. lapply(X = X, FUN = FUN, ...)
4. FUN(X[[i]], ...)
5. sapply(unique(assignments[, layer][assignments[, layer] != -1]),
. mapSimilarity) # at line 2 of file <text>
6. sapply(unique(assignments[, layer][assignments[, layer] != -1]),
. mapSimilarity)
7. lapply(X = X, FUN = FUN, ...)
8. FUN(X[[i]], ...)
9. mclusterSim(clusters = communities, semData = scGO, measure = "Wang",
. combine = "BMA") # at line 5 of file <text>
10. sapply(clusters[[i]], gene2GO, semData, dropCodes = drop)
11. lapply(X = X, FUN = FUN, ...)
In [ ]:
sho
In [26]:
getShortestPath("1")
In [17]:
getNeighbours("4")
Error in map[com, ]: incorrect number of dimensions
Traceback:
1. getNeighbours("4")
In [62]:
numSharedTerms <- function(c1, c2) {
return(length(intersect(names(enrichmentResults[["p-values", c1]]),
names(enrichmentResults[["p-values", c2]]))))
}
In [18]:
getShortestPath("1")
In [19]:
assignments
0 1
YGR046W 1 34
YCL046W 1 28
YJL030W 1 24
YBR057C 1 12
YKR026C 1 16
YFL056C 1 7
YFL061W 1 10
YDR174W 1 33
YLR303W 1 10
YPL211W 1 4
YOL020W 1 37
YLR432W 1 39
YPL229W 1 8
YMR236W 1 21
YLR015W 1 22
YCR050C 1 14
YOR372C 1 37
YLR046C 1 41
YGR136W 1 38
YJR072C 1 32
YDR469W 1 22
YBR196C 1 5
YHR140W 1 8
YDL088C 1 17
YEL062W 1 32
YJL178C 1 5
YKR037C 1 2
YNL047C 1 3
YLR113W 1 38
YGR268C 1 32
⋮ ⋮ ⋮
YOR264W 1 38
YER116C 1 41
YPL151C 1 2
YNL164C 1 8
YER027C 1 12
YOR006C 1 14
YDL013W 1 41
YDR167W 1 39
YNL023C 1 50
YMR180C 1 9
YJL110C 1 41
YNL199C 1 9
YHR057C 1 6
YFR002W 1 52
YOR164C 1 48
YLR291C 1 26
YNR025C 1 43
YGL025C 1 40
YML114C 1 33
YHR129C 1 29
YLR376C 1 19
YDR311W 1 27
YDR206W 1 12
YOL149W 1 12
YER065C 1 10
YNL218W 1 24
YOR078W 1 31
YPL019C 1 42
YGL153W 1 48
YDL002C 1 8
In [65]:
sapply(as.character(2:7), function(i) sapply(as.character(2:7), function(j) numSharedTerms(i, j)))
2 3 4 5 6 7
2 51 0 0 0 2 2
3 0 51 1 1 1 0
4 0 1 36 1 0 1
5 0 1 1 32 0 0
6 2 1 0 0 41 0
7 2 0 1 0 0 40
In [66]:
getShortestPath("7")
15 16
15 0 1
16 1 0
In [58]:
intersect(names(enrichmentResults[["p-values", "4"]]), names(enrichmentResults[["p-values", "2"]]))
In [59]:
intersect(names(enrichmentResults[["p-values", "4"]]), names(enrichmentResults[["p-values", "14"]]))
- 'GO:0015031'
- 'GO:0006999'
- 'GO:0001113'
- 'GO:0006913'
- 'GO:0046777'
- 'GO:0072417'
- 'GO:0032147'
- 'GO:0007118'
- 'GO:0051028'
- 'GO:0060188'
- 'GO:0030474'
In [60]:
intersect(names(enrichmentResults[["p-values", "4"]]), names(enrichmentResults[["p-values", "13"]]))
- 'GO:0032880'
- 'GO:0007032'
- 'GO:0036010'
- 'GO:0006810'
- 'GO:0015693'
In [61]:
intersect(names(enrichmentResults[["p-values", "13"]]), names(enrichmentResults[["p-values", "14"]]))
In [22]:
select(GO.db, keys=names(enrichmentResults[["p-values", 4]]), columns=c("GOID", "TERM", "DEFINITION"))
'select()' returned 1:1 mapping between keys and columns
GOID TERM DEFINITION
GO:0032258 CVT pathway A constitutive biosynthetic process that occurs under nutrient-rich conditions, in which two resident vacuolar hydrolases, aminopeptidase I and alpha-mannosidase, are sequestered into vesicles; these vesicles are transported to, and then fuse with, the vacuole. This pathway is mostly observed in yeast.
GO:0000045 autophagosome assembly The formation of a double membrane-bounded structure, the autophagosome, that occurs when a specialized membrane sac, called the isolation membrane, starts to enclose a portion of the cytoplasm.
GO:0000422 mitophagy The autophagic process in which mitochondria are delivered to the vacuole and degraded in response to changing cellular conditions.
GO:0015031 protein transport The directed movement of proteins into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
GO:0032880 regulation of protein localization Any process that modulates the frequency, rate or extent of any process in which a protein is transported to, or maintained in, a specific location.
GO:0006606 protein import into nucleus The directed movement of a protein from the cytoplasm to the nucleus.
GO:0030242 pexophagy The process in which peroxisomes are delivered to the vacuole and degraded in response to changing nutrient conditions.
GO:0007032 endosome organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of endosomes.
GO:0007034 vacuolar transport The directed movement of substances into, out of or within a vacuole.
GO:0007035 vacuolar acidification Any process that reduces the pH of the vacuole, measured by the concentration of the hydrogen ion.
GO:0044206 UMP salvage Any process which produces UMP, uridine monophosphate, from derivatives of it (e.g. cytidine, uridine, cytosine) without de novo synthesis.
GO:0044805 late nucleophagy A type of nucleophagy, distinct from piecemeal microautophagy of the nucleus (PNM) where the nuclear material is delivered to the vacuole/lysosome for breakdown and recycling later than observed for PNM.
GO:0006999 nuclear pore organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of the nuclear pore.
GO:0034727 piecemeal microautophagy of nucleus Degradation of a cell nucleus by lysosomal microautophagy.
GO:0001113 transcriptional open complex formation at RNA polymerase II promoter Any process involved in the melting of the DNA hybrid of the core promoter region within the transcriptional closed complex of an RNA polymerase II preinitiation complex (PIC) to produce an open complex where the DNA duplex around the transcription initiation site is unwound to form the transcription bubble.
GO:0070072 vacuolar proton-transporting V-type ATPase complex assembly The aggregation, arrangement and bonding together of a vacuolar proton-transporting V-type ATPase complex, proton-transporting two-sector ATPase complex that couples ATP hydrolysis to the transport of protons across the vacuolar membrane.
GO:0051301 cell division The process resulting in division and partitioning of components of a cell to form more cells; may or may not be accompanied by the physical separation of a cell into distinct, individually membrane-bounded daughter cells.
GO:0006913 nucleocytoplasmic transport The directed movement of molecules between the nucleus and the cytoplasm.
GO:0006914 autophagy The process in which cells digest parts of their own cytoplasm; allows for both recycling of macromolecular constituents under conditions of cellular stress and remodeling the intracellular structure for cell differentiation.
GO:0046777 protein autophosphorylation The phosphorylation by a protein of one or more of its own amino acid residues (cis-autophosphorylation), or residues on an identical protein (trans-autophosphorylation).
GO:0072417 response to spindle checkpoint signaling A process that occurs in response to signals generated as a result of spindle checkpoint signaling.
GO:0006890 retrograde vesicle-mediated transport, Golgi to ER The directed movement of substances from the Golgi back to the endoplasmic reticulum, mediated by vesicles bearing specific protein coats such as COPI or COG.
GO:0045048 protein insertion into ER membrane The process that results in incorporation of a protein into an endoplasmic reticulum (ER) membrane. It depends on specific topogenic sequences of amino acids that ensure that a protein acquires the proper orientation during its insertion into the ER membrane.
GO:0032147 activation of protein kinase activity Any process that initiates the activity of an inactive protein kinase.
GO:0007118 budding cell apical bud growth Growth at the tip of a bud, in a cell that reproduces by budding.
GO:0048213 Golgi vesicle prefusion complex stabilization The binding of specific proteins to the t-SNARE/v-SNARE/SNAP25 complex, by which the Golgi vesicle prefusion complex is stabilized.
GO:0051028 mRNA transport The directed movement of mRNA, messenger ribonucleic acid, into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
GO:0000301 retrograde transport, vesicle recycling within Golgi The retrograde movement of substances within the Golgi, mediated by COP I vesicles. Cis-Golgi vesicles are constantly moving forward through the Golgi stack by cisternal progression, eventually becoming trans-Golgi vesicles. They then selectively transport membrane and luminal proteins from the trans- to the medial-Golgi while leaving others behind in the trans-Golgi cisternae; similarly, they selectively move proteins from the medial- to the cis-Golgi.
GO:0036010 protein localization to endosome A process in which a protein is transported to, or maintained in, a location within an endosome.
GO:0060188 regulation of protein desumoylation Any process that modulates the frequency, rate or extent of protein desumoylation. Protein desumoylation is the process in which a SUMO protein (small ubiquitin-related modifier) is cleaved from its target protein.
GO:0016560 protein import into peroxisome matrix, docking The process in which a complex formed of a peroxisome targeting sequence (PTS) receptor bound to a PTS-bearing protein docks with translocation machinery in the peroxisomal membrane.
GO:0000055 ribosomal large subunit export from nucleus The directed movement of a ribosomal large subunit from the nucleus into the cytoplasm.
GO:0006810 transport The directed movement of substances (such as macromolecules, small molecules, ions) or cellular components (such as complexes and organelles) into, out of or within a cell, or between cells, or within a multicellular organism by means of some agent such as a transporter, pore or motor protein.
GO:0015693 magnesium ion transport The directed movement of magnesium (Mg) ions into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
GO:0030474 spindle pole body duplication Construction of a new spindle pole body.
GO:0016973 poly(A)+ mRNA export from nucleus The directed movement of poly(A)+ mRNA out of the nucleus into the cytoplasm.
In [25]:
select(GO.db, keys=names(enrichmentResults[["p-values", 14]]), columns=c("GOID", "TERM", "DEFINITION"))
'select()' returned 1:1 mapping between keys and columns
GOID TERM DEFINITION
GO:0046777 protein autophosphorylation The phosphorylation by a protein of one or more of its own amino acid residues (cis-autophosphorylation), or residues on an identical protein (trans-autophosphorylation).
GO:0006913 nucleocytoplasmic transport The directed movement of molecules between the nucleus and the cytoplasm.
GO:0000920 cell separation after cytokinesis The process of physically separating progeny cells after cytokinesis; this may involve enzymatic digestion of septum or cell wall components.
GO:0001113 transcriptional open complex formation at RNA polymerase II promoter Any process involved in the melting of the DNA hybrid of the core promoter region within the transcriptional closed complex of an RNA polymerase II preinitiation complex (PIC) to produce an open complex where the DNA duplex around the transcription initiation site is unwound to form the transcription bubble.
GO:0006607 NLS-bearing protein import into nucleus The directed movement of a protein bearing a nuclear localization signal (NLS) from the cytoplasm into the nucleus, across the nuclear membrane.
GO:0042981 regulation of apoptotic process Any process that modulates the occurrence or rate of cell death by apoptotic process.
GO:0070816 phosphorylation of RNA polymerase II C-terminal domain The process of introducing a phosphate group on to an amino acid residue in the C-terminal domain of RNA polymerase II. Typically, this occurs during the transcription cycle and results in production of an RNA polymerase II enzyme where the carboxy-terminal domain (CTD) of the largest subunit is extensively phosphorylated, often referred to as hyperphosphorylated or the II(0) form. Specific types of phosphorylation within the CTD are usually associated with specific regions of genes, though there are exceptions. The phosphorylation state regulates the association of specific complexes such as the capping enzyme or 3'-RNA processing machinery to the elongating RNA polymerase complex.
GO:0031990 mRNA export from nucleus in response to heat stress The directed movement of mRNA from the nucleus to the cytoplasm during a heat stimulus, a temperature stimulus above the optimal temperature for the organism; in particular, a process that enables an organism withstand exposure to temperatures that would otherwise lethally impair poly(A)+ mRNA-nucleus export.
GO:0031098 stress-activated protein kinase signaling cascade A series of molecular signals in which a stress-activated protein kinase (SAPK) cascade relays one or more of the signals.
GO:0007039 protein catabolic process in the vacuole The chemical reactions and pathways resulting in the breakdown of a protein in the vacuole, usually by the action of vacuolar proteases.
GO:0015031 protein transport The directed movement of proteins into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
GO:0051028 mRNA transport The directed movement of mRNA, messenger ribonucleic acid, into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore.
GO:0034501 protein localization to kinetochore Any process in which a protein is transported to, or maintained at, the kinetochore.
GO:0030474 spindle pole body duplication Construction of a new spindle pole body.
GO:0060188 regulation of protein desumoylation Any process that modulates the frequency, rate or extent of protein desumoylation. Protein desumoylation is the process in which a SUMO protein (small ubiquitin-related modifier) is cleaved from its target protein.
GO:0006999 nuclear pore organization A process that is carried out at the cellular level which results in the assembly, arrangement of constituent parts, or disassembly of the nuclear pore.
GO:0032147 activation of protein kinase activity Any process that initiates the activity of an inactive protein kinase.
GO:0007118 budding cell apical bud growth Growth at the tip of a bud, in a cell that reproduces by budding.
GO:0072417 response to spindle checkpoint signaling A process that occurs in response to signals generated as a result of spindle checkpoint signaling.
In [23]:
getSubCommunities(4)
- '14'
- '10'
- '12'
- '11'
- '13'
In [20]:
layerMeanMapSimilarities
- 0
- 0.641066666666667
- 1
- 0.461577777777778
- 2
- 0.365219367588933
In [ ]:
getDistance <- function(c1, c2) {
m1 <- getSuperCommunity(c1)
m2 <- getSuperCommunity(c2)
if (m1 == m2) return(getShortestPath(m1)[c1, c2])
d1 <- getDepth(c1)
d2 <- getDepth(c2)
if (d1 == d2) return (2 + getDistance(m1, m2))
if (d1 > d2) return (1 + getDistance(m1, c2))
if (d2 > d1) return (1 + getDistance(c1, m2))
}
In [78]:
distances <- sapply(as.character(2:max(assignments)), function(i)
sapply(as.character(2:max(assignments)), function(j) {
return(getDistance(i, j))
}))
[1] "attempting 2 2"
[1] "attempting 2 3"
[1] "attempting 2 4"
[1] "attempting 2 5"
[1] "attempting 2 6"
[1] "attempting 2 7"
[1] "attempting 2 8"
[1] "attempting 2 9"
[1] "attempting 2 10"
[1] "attempting 2 11"
[1] "attempting 2 12"
[1] "attempting 2 13"
[1] "attempting 2 14"
[1] "attempting 2 15"
[1] "attempting 2 16"
[1] "attempting 2 17"
[1] "attempting 2 18"
[1] "attempting 2 19"
[1] "attempting 2 20"
[1] "attempting 2 21"
[1] "attempting 2 22"
[1] "attempting 2 23"
[1] "attempting 2 24"
[1] "attempting 2 25"
[1] "attempting 2 26"
[1] "attempting 2 27"
[1] "attempting 2 28"
[1] "attempting 2 29"
[1] "attempting 2 30"
[1] "attempting 2 31"
[1] "attempting 2 32"
[1] "attempting 2 33"
[1] "attempting 2 34"
[1] "attempting 2 35"
[1] "attempting 2 36"
[1] "attempting 2 37"
[1] "attempting 2 38"
[1] "attempting 2 39"
[1] "attempting 2 40"
[1] "attempting 2 41"
[1] "attempting 2 42"
[1] "attempting 2 43"
[1] "attempting 2 44"
[1] "attempting 2 45"
[1] "attempting 2 46"
[1] "attempting 2 47"
[1] "attempting 2 48"
[1] "attempting 2 49"
[1] "attempting 2 50"
[1] "attempting 2 51"
[1] "attempting 2 52"
[1] "attempting 2 53"
[1] "attempting 2 54"
[1] "attempting 2 55"
[1] "attempting 2 56"
[1] "attempting 2 57"
[1] "attempting 2 58"
[1] "attempting 3 2"
[1] "attempting 3 3"
[1] "attempting 3 4"
[1] "attempting 3 5"
[1] "attempting 3 6"
[1] "attempting 3 7"
[1] "attempting 3 8"
[1] "attempting 3 9"
[1] "attempting 3 10"
[1] "attempting 3 11"
[1] "attempting 3 12"
[1] "attempting 3 13"
[1] "attempting 3 14"
[1] "attempting 3 15"
[1] "attempting 3 16"
[1] "attempting 3 17"
[1] "attempting 3 18"
[1] "attempting 3 19"
[1] "attempting 3 20"
[1] "attempting 3 21"
[1] "attempting 3 22"
[1] "attempting 3 23"
[1] "attempting 3 24"
[1] "attempting 3 25"
[1] "attempting 3 26"
[1] "attempting 3 27"
[1] "attempting 3 28"
[1] "attempting 3 29"
[1] "attempting 3 30"
[1] "attempting 3 31"
[1] "attempting 3 32"
[1] "attempting 3 33"
[1] "attempting 3 34"
[1] "attempting 3 35"
[1] "attempting 3 36"
[1] "attempting 3 37"
[1] "attempting 3 38"
[1] "attempting 3 39"
[1] "attempting 3 40"
[1] "attempting 3 41"
[1] "attempting 3 42"
[1] "attempting 3 43"
[1] "attempting 3 44"
[1] "attempting 3 45"
[1] "attempting 3 46"
[1] "attempting 3 47"
[1] "attempting 3 48"
[1] "attempting 3 49"
[1] "attempting 3 50"
[1] "attempting 3 51"
[1] "attempting 3 52"
[1] "attempting 3 53"
[1] "attempting 3 54"
[1] "attempting 3 55"
[1] "attempting 3 56"
[1] "attempting 3 57"
[1] "attempting 3 58"
[1] "attempting 4 2"
[1] "attempting 4 3"
[1] "attempting 4 4"
[1] "attempting 4 5"
[1] "attempting 4 6"
[1] "attempting 4 7"
[1] "attempting 4 8"
[1] "attempting 4 9"
[1] "attempting 4 10"
[1] "attempting 4 11"
[1] "attempting 4 12"
[1] "attempting 4 13"
[1] "attempting 4 14"
[1] "attempting 4 15"
[1] "attempting 4 16"
[1] "attempting 4 17"
[1] "attempting 4 18"
[1] "attempting 4 19"
[1] "attempting 4 20"
[1] "attempting 4 21"
[1] "attempting 4 22"
[1] "attempting 4 23"
[1] "attempting 4 24"
[1] "attempting 4 25"
[1] "attempting 4 26"
[1] "attempting 4 27"
[1] "attempting 4 28"
[1] "attempting 4 29"
[1] "attempting 4 30"
[1] "attempting 4 31"
[1] "attempting 4 32"
[1] "attempting 4 33"
[1] "attempting 4 34"
[1] "attempting 4 35"
[1] "attempting 4 36"
[1] "attempting 4 37"
[1] "attempting 4 38"
[1] "attempting 4 39"
[1] "attempting 4 40"
[1] "attempting 4 41"
[1] "attempting 4 42"
[1] "attempting 4 43"
[1] "attempting 4 44"
[1] "attempting 4 45"
[1] "attempting 4 46"
[1] "attempting 4 47"
[1] "attempting 4 48"
[1] "attempting 4 49"
[1] "attempting 4 50"
[1] "attempting 4 51"
[1] "attempting 4 52"
[1] "attempting 4 53"
[1] "attempting 4 54"
[1] "attempting 4 55"
[1] "attempting 4 56"
[1] "attempting 4 57"
[1] "attempting 4 58"
[1] "attempting 5 2"
[1] "attempting 5 3"
[1] "attempting 5 4"
[1] "attempting 5 5"
[1] "attempting 5 6"
[1] "attempting 5 7"
[1] "attempting 5 8"
[1] "attempting 5 9"
[1] "attempting 5 10"
[1] "attempting 5 11"
[1] "attempting 5 12"
[1] "attempting 5 13"
[1] "attempting 5 14"
[1] "attempting 5 15"
[1] "attempting 5 16"
[1] "attempting 5 17"
[1] "attempting 5 18"
[1] "attempting 5 19"
[1] "attempting 5 20"
[1] "attempting 5 21"
[1] "attempting 5 22"
[1] "attempting 5 23"
[1] "attempting 5 24"
[1] "attempting 5 25"
[1] "attempting 5 26"
[1] "attempting 5 27"
[1] "attempting 5 28"
[1] "attempting 5 29"
[1] "attempting 5 30"
[1] "attempting 5 31"
[1] "attempting 5 32"
[1] "attempting 5 33"
[1] "attempting 5 34"
[1] "attempting 5 35"
[1] "attempting 5 36"
[1] "attempting 5 37"
[1] "attempting 5 38"
[1] "attempting 5 39"
[1] "attempting 5 40"
[1] "attempting 5 41"
[1] "attempting 5 42"
[1] "attempting 5 43"
[1] "attempting 5 44"
[1] "attempting 5 45"
[1] "attempting 5 46"
[1] "attempting 5 47"
[1] "attempting 5 48"
[1] "attempting 5 49"
[1] "attempting 5 50"
[1] "attempting 5 51"
[1] "attempting 5 52"
[1] "attempting 5 53"
[1] "attempting 5 54"
[1] "attempting 5 55"
[1] "attempting 5 56"
[1] "attempting 5 57"
[1] "attempting 5 58"
[1] "attempting 6 2"
[1] "attempting 6 3"
[1] "attempting 6 4"
[1] "attempting 6 5"
[1] "attempting 6 6"
[1] "attempting 6 7"
[1] "attempting 6 8"
[1] "attempting 6 9"
[1] "attempting 6 10"
[1] "attempting 6 11"
[1] "attempting 6 12"
[1] "attempting 6 13"
[1] "attempting 6 14"
[1] "attempting 6 15"
[1] "attempting 6 16"
[1] "attempting 6 17"
[1] "attempting 6 18"
[1] "attempting 6 19"
[1] "attempting 6 20"
[1] "attempting 6 21"
[1] "attempting 6 22"
[1] "attempting 6 23"
[1] "attempting 6 24"
[1] "attempting 6 25"
[1] "attempting 6 26"
[1] "attempting 6 27"
[1] "attempting 6 28"
[1] "attempting 6 29"
[1] "attempting 6 30"
[1] "attempting 6 31"
[1] "attempting 6 32"
[1] "attempting 6 33"
[1] "attempting 6 34"
[1] "attempting 6 35"
[1] "attempting 6 36"
[1] "attempting 6 37"
[1] "attempting 6 38"
[1] "attempting 6 39"
[1] "attempting 6 40"
[1] "attempting 6 41"
[1] "attempting 6 42"
[1] "attempting 6 43"
[1] "attempting 6 44"
[1] "attempting 6 45"
[1] "attempting 6 46"
[1] "attempting 6 47"
[1] "attempting 6 48"
[1] "attempting 6 49"
[1] "attempting 6 50"
[1] "attempting 6 51"
[1] "attempting 6 52"
[1] "attempting 6 53"
[1] "attempting 6 54"
[1] "attempting 6 55"
[1] "attempting 6 56"
[1] "attempting 6 57"
[1] "attempting 6 58"
[1] "attempting 7 2"
[1] "attempting 7 3"
[1] "attempting 7 4"
[1] "attempting 7 5"
[1] "attempting 7 6"
[1] "attempting 7 7"
[1] "attempting 7 8"
[1] "attempting 7 9"
[1] "attempting 7 10"
[1] "attempting 7 11"
[1] "attempting 7 12"
[1] "attempting 7 13"
[1] "attempting 7 14"
[1] "attempting 7 15"
[1] "attempting 7 16"
[1] "attempting 7 17"
[1] "attempting 7 18"
[1] "attempting 7 19"
[1] "attempting 7 20"
[1] "attempting 7 21"
[1] "attempting 7 22"
[1] "attempting 7 23"
[1] "attempting 7 24"
[1] "attempting 7 25"
[1] "attempting 7 26"
[1] "attempting 7 27"
[1] "attempting 7 28"
[1] "attempting 7 29"
[1] "attempting 7 30"
[1] "attempting 7 31"
[1] "attempting 7 32"
[1] "attempting 7 33"
[1] "attempting 7 34"
[1] "attempting 7 35"
[1] "attempting 7 36"
[1] "attempting 7 37"
[1] "attempting 7 38"
[1] "attempting 7 39"
[1] "attempting 7 40"
[1] "attempting 7 41"
[1] "attempting 7 42"
[1] "attempting 7 43"
[1] "attempting 7 44"
[1] "attempting 7 45"
[1] "attempting 7 46"
[1] "attempting 7 47"
[1] "attempting 7 48"
[1] "attempting 7 49"
[1] "attempting 7 50"
[1] "attempting 7 51"
[1] "attempting 7 52"
[1] "attempting 7 53"
[1] "attempting 7 54"
[1] "attempting 7 55"
[1] "attempting 7 56"
[1] "attempting 7 57"
[1] "attempting 7 58"
[1] "attempting 8 2"
[1] "attempting 8 3"
[1] "attempting 8 4"
[1] "attempting 8 5"
[1] "attempting 8 6"
[1] "attempting 8 7"
[1] "attempting 8 8"
[1] "attempting 8 9"
[1] "attempting 8 10"
[1] "attempting 8 11"
[1] "attempting 8 12"
[1] "attempting 8 13"
[1] "attempting 8 14"
[1] "attempting 8 15"
[1] "attempting 8 16"
[1] "attempting 8 17"
[1] "attempting 8 18"
[1] "attempting 8 19"
[1] "attempting 8 20"
[1] "attempting 8 21"
[1] "attempting 8 22"
[1] "attempting 8 23"
[1] "attempting 8 24"
[1] "attempting 8 25"
[1] "attempting 8 26"
[1] "attempting 8 27"
[1] "attempting 8 28"
[1] "attempting 8 29"
[1] "attempting 8 30"
[1] "attempting 8 31"
[1] "attempting 8 32"
[1] "attempting 8 33"
[1] "attempting 8 34"
[1] "attempting 8 35"
[1] "attempting 8 36"
[1] "attempting 8 37"
[1] "attempting 8 38"
[1] "attempting 8 39"
[1] "attempting 8 40"
[1] "attempting 8 41"
[1] "attempting 8 42"
[1] "attempting 8 43"
[1] "attempting 8 44"
[1] "attempting 8 45"
[1] "attempting 8 46"
[1] "attempting 8 47"
[1] "attempting 8 48"
[1] "attempting 8 49"
[1] "attempting 8 50"
[1] "attempting 8 51"
[1] "attempting 8 52"
[1] "attempting 8 53"
[1] "attempting 8 54"
[1] "attempting 8 55"
[1] "attempting 8 56"
[1] "attempting 8 57"
[1] "attempting 8 58"
[1] "attempting 9 2"
[1] "attempting 9 3"
[1] "attempting 9 4"
[1] "attempting 9 5"
[1] "attempting 9 6"
[1] "attempting 9 7"
[1] "attempting 9 8"
[1] "attempting 9 9"
[1] "attempting 9 10"
[1] "attempting 9 11"
[1] "attempting 9 12"
[1] "attempting 9 13"
[1] "attempting 9 14"
[1] "attempting 9 15"
[1] "attempting 9 16"
[1] "attempting 9 17"
[1] "attempting 9 18"
[1] "attempting 9 19"
[1] "attempting 9 20"
[1] "attempting 9 21"
[1] "attempting 9 22"
[1] "attempting 9 23"
[1] "attempting 9 24"
[1] "attempting 9 25"
[1] "attempting 9 26"
[1] "attempting 9 27"
[1] "attempting 9 28"
[1] "attempting 9 29"
[1] "attempting 9 30"
[1] "attempting 9 31"
[1] "attempting 9 32"
[1] "attempting 9 33"
[1] "attempting 9 34"
[1] "attempting 9 35"
[1] "attempting 9 36"
[1] "attempting 9 37"
[1] "attempting 9 38"
[1] "attempting 9 39"
[1] "attempting 9 40"
[1] "attempting 9 41"
[1] "attempting 9 42"
[1] "attempting 9 43"
[1] "attempting 9 44"
[1] "attempting 9 45"
[1] "attempting 9 46"
[1] "attempting 9 47"
[1] "attempting 9 48"
[1] "attempting 9 49"
[1] "attempting 9 50"
[1] "attempting 9 51"
[1] "attempting 9 52"
[1] "attempting 9 53"
[1] "attempting 9 54"
[1] "attempting 9 55"
[1] "attempting 9 56"
[1] "attempting 9 57"
[1] "attempting 9 58"
[1] "attempting 10 2"
[1] "attempting 10 3"
[1] "attempting 10 4"
[1] "attempting 10 5"
[1] "attempting 10 6"
[1] "attempting 10 7"
[1] "attempting 10 8"
[1] "attempting 10 9"
[1] "attempting 10 10"
[1] "attempting 10 11"
[1] "attempting 10 12"
[1] "attempting 10 13"
[1] "attempting 10 14"
[1] "attempting 10 15"
[1] "attempting 10 16"
[1] "attempting 10 17"
[1] "attempting 10 18"
[1] "attempting 10 19"
[1] "attempting 10 20"
[1] "attempting 10 21"
[1] "attempting 10 22"
[1] "attempting 10 23"
[1] "attempting 10 24"
[1] "attempting 10 25"
[1] "attempting 10 26"
[1] "attempting 10 27"
[1] "attempting 10 28"
[1] "attempting 10 29"
[1] "attempting 10 30"
[1] "attempting 10 31"
[1] "attempting 10 32"
[1] "attempting 10 33"
[1] "attempting 10 34"
[1] "attempting 10 35"
[1] "attempting 10 36"
[1] "attempting 10 37"
[1] "attempting 10 38"
[1] "attempting 10 39"
[1] "attempting 10 40"
[1] "attempting 10 41"
[1] "attempting 10 42"
[1] "attempting 10 43"
[1] "attempting 10 44"
[1] "attempting 10 45"
[1] "attempting 10 46"
[1] "attempting 10 47"
[1] "attempting 10 48"
[1] "attempting 10 49"
[1] "attempting 10 50"
[1] "attempting 10 51"
[1] "attempting 10 52"
[1] "attempting 10 53"
[1] "attempting 10 54"
[1] "attempting 10 55"
[1] "attempting 10 56"
[1] "attempting 10 57"
[1] "attempting 10 58"
[1] "attempting 11 2"
[1] "attempting 11 3"
[1] "attempting 11 4"
[1] "attempting 11 5"
[1] "attempting 11 6"
[1] "attempting 11 7"
[1] "attempting 11 8"
[1] "attempting 11 9"
[1] "attempting 11 10"
[1] "attempting 11 11"
[1] "attempting 11 12"
[1] "attempting 11 13"
[1] "attempting 11 14"
[1] "attempting 11 15"
[1] "attempting 11 16"
[1] "attempting 11 17"
[1] "attempting 11 18"
[1] "attempting 11 19"
[1] "attempting 11 20"
[1] "attempting 11 21"
[1] "attempting 11 22"
[1] "attempting 11 23"
[1] "attempting 11 24"
[1] "attempting 11 25"
[1] "attempting 11 26"
[1] "attempting 11 27"
[1] "attempting 11 28"
[1] "attempting 11 29"
[1] "attempting 11 30"
[1] "attempting 11 31"
[1] "attempting 11 32"
[1] "attempting 11 33"
[1] "attempting 11 34"
[1] "attempting 11 35"
[1] "attempting 11 36"
[1] "attempting 11 37"
[1] "attempting 11 38"
[1] "attempting 11 39"
[1] "attempting 11 40"
[1] "attempting 11 41"
[1] "attempting 11 42"
[1] "attempting 11 43"
[1] "attempting 11 44"
[1] "attempting 11 45"
[1] "attempting 11 46"
[1] "attempting 11 47"
[1] "attempting 11 48"
[1] "attempting 11 49"
[1] "attempting 11 50"
[1] "attempting 11 51"
[1] "attempting 11 52"
[1] "attempting 11 53"
[1] "attempting 11 54"
[1] "attempting 11 55"
[1] "attempting 11 56"
[1] "attempting 11 57"
[1] "attempting 11 58"
[1] "attempting 12 2"
[1] "attempting 12 3"
[1] "attempting 12 4"
[1] "attempting 12 5"
[1] "attempting 12 6"
[1] "attempting 12 7"
[1] "attempting 12 8"
[1] "attempting 12 9"
[1] "attempting 12 10"
[1] "attempting 12 11"
[1] "attempting 12 12"
[1] "attempting 12 13"
[1] "attempting 12 14"
[1] "attempting 12 15"
[1] "attempting 12 16"
[1] "attempting 12 17"
[1] "attempting 12 18"
[1] "attempting 12 19"
[1] "attempting 12 20"
[1] "attempting 12 21"
[1] "attempting 12 22"
[1] "attempting 12 23"
[1] "attempting 12 24"
[1] "attempting 12 25"
[1] "attempting 12 26"
[1] "attempting 12 27"
[1] "attempting 12 28"
[1] "attempting 12 29"
[1] "attempting 12 30"
[1] "attempting 12 31"
[1] "attempting 12 32"
[1] "attempting 12 33"
[1] "attempting 12 34"
[1] "attempting 12 35"
[1] "attempting 12 36"
[1] "attempting 12 37"
[1] "attempting 12 38"
[1] "attempting 12 39"
[1] "attempting 12 40"
[1] "attempting 12 41"
[1] "attempting 12 42"
[1] "attempting 12 43"
[1] "attempting 12 44"
[1] "attempting 12 45"
[1] "attempting 12 46"
[1] "attempting 12 47"
[1] "attempting 12 48"
[1] "attempting 12 49"
[1] "attempting 12 50"
[1] "attempting 12 51"
[1] "attempting 12 52"
[1] "attempting 12 53"
[1] "attempting 12 54"
[1] "attempting 12 55"
[1] "attempting 12 56"
[1] "attempting 12 57"
[1] "attempting 12 58"
[1] "attempting 13 2"
[1] "attempting 13 3"
[1] "attempting 13 4"
[1] "attempting 13 5"
[1] "attempting 13 6"
[1] "attempting 13 7"
[1] "attempting 13 8"
[1] "attempting 13 9"
[1] "attempting 13 10"
[1] "attempting 13 11"
[1] "attempting 13 12"
[1] "attempting 13 13"
[1] "attempting 13 14"
[1] "attempting 13 15"
[1] "attempting 13 16"
[1] "attempting 13 17"
[1] "attempting 13 18"
[1] "attempting 13 19"
[1] "attempting 13 20"
[1] "attempting 13 21"
[1] "attempting 13 22"
[1] "attempting 13 23"
[1] "attempting 13 24"
[1] "attempting 13 25"
[1] "attempting 13 26"
[1] "attempting 13 27"
[1] "attempting 13 28"
[1] "attempting 13 29"
[1] "attempting 13 30"
[1] "attempting 13 31"
[1] "attempting 13 32"
[1] "attempting 13 33"
[1] "attempting 13 34"
[1] "attempting 13 35"
[1] "attempting 13 36"
[1] "attempting 13 37"
[1] "attempting 13 38"
[1] "attempting 13 39"
[1] "attempting 13 40"
[1] "attempting 13 41"
[1] "attempting 13 42"
[1] "attempting 13 43"
[1] "attempting 13 44"
[1] "attempting 13 45"
[1] "attempting 13 46"
[1] "attempting 13 47"
[1] "attempting 13 48"
[1] "attempting 13 49"
[1] "attempting 13 50"
[1] "attempting 13 51"
[1] "attempting 13 52"
[1] "attempting 13 53"
[1] "attempting 13 54"
[1] "attempting 13 55"
[1] "attempting 13 56"
[1] "attempting 13 57"
[1] "attempting 13 58"
[1] "attempting 14 2"
[1] "attempting 14 3"
[1] "attempting 14 4"
[1] "attempting 14 5"
[1] "attempting 14 6"
[1] "attempting 14 7"
[1] "attempting 14 8"
[1] "attempting 14 9"
[1] "attempting 14 10"
[1] "attempting 14 11"
[1] "attempting 14 12"
[1] "attempting 14 13"
[1] "attempting 14 14"
[1] "attempting 14 15"
[1] "attempting 14 16"
[1] "attempting 14 17"
[1] "attempting 14 18"
[1] "attempting 14 19"
[1] "attempting 14 20"
[1] "attempting 14 21"
[1] "attempting 14 22"
[1] "attempting 14 23"
[1] "attempting 14 24"
[1] "attempting 14 25"
[1] "attempting 14 26"
[1] "attempting 14 27"
[1] "attempting 14 28"
[1] "attempting 14 29"
[1] "attempting 14 30"
[1] "attempting 14 31"
[1] "attempting 14 32"
[1] "attempting 14 33"
[1] "attempting 14 34"
[1] "attempting 14 35"
[1] "attempting 14 36"
[1] "attempting 14 37"
[1] "attempting 14 38"
[1] "attempting 14 39"
[1] "attempting 14 40"
[1] "attempting 14 41"
[1] "attempting 14 42"
[1] "attempting 14 43"
[1] "attempting 14 44"
[1] "attempting 14 45"
[1] "attempting 14 46"
[1] "attempting 14 47"
[1] "attempting 14 48"
[1] "attempting 14 49"
[1] "attempting 14 50"
[1] "attempting 14 51"
[1] "attempting 14 52"
[1] "attempting 14 53"
[1] "attempting 14 54"
[1] "attempting 14 55"
[1] "attempting 14 56"
[1] "attempting 14 57"
[1] "attempting 14 58"
[1] "attempting 15 2"
[1] "attempting 15 3"
[1] "attempting 15 4"
[1] "attempting 15 5"
[1] "attempting 15 6"
[1] "attempting 15 7"
[1] "attempting 15 8"
[1] "attempting 15 9"
[1] "attempting 15 10"
[1] "attempting 15 11"
[1] "attempting 15 12"
[1] "attempting 15 13"
[1] "attempting 15 14"
[1] "attempting 15 15"
[1] "attempting 15 16"
[1] "attempting 15 17"
[1] "attempting 15 18"
[1] "attempting 15 19"
[1] "attempting 15 20"
[1] "attempting 15 21"
[1] "attempting 15 22"
[1] "attempting 15 23"
[1] "attempting 15 24"
[1] "attempting 15 25"
[1] "attempting 15 26"
[1] "attempting 15 27"
[1] "attempting 15 28"
[1] "attempting 15 29"
[1] "attempting 15 30"
[1] "attempting 15 31"
[1] "attempting 15 32"
[1] "attempting 15 33"
[1] "attempting 15 34"
[1] "attempting 15 35"
[1] "attempting 15 36"
[1] "attempting 15 37"
[1] "attempting 15 38"
[1] "attempting 15 39"
[1] "attempting 15 40"
[1] "attempting 15 41"
[1] "attempting 15 42"
[1] "attempting 15 43"
[1] "attempting 15 44"
[1] "attempting 15 45"
[1] "attempting 15 46"
[1] "attempting 15 47"
[1] "attempting 15 48"
[1] "attempting 15 49"
[1] "attempting 15 50"
[1] "attempting 15 51"
[1] "attempting 15 52"
[1] "attempting 15 53"
[1] "attempting 15 54"
[1] "attempting 15 55"
[1] "attempting 15 56"
[1] "attempting 15 57"
[1] "attempting 15 58"
[1] "attempting 16 2"
[1] "attempting 16 3"
[1] "attempting 16 4"
[1] "attempting 16 5"
[1] "attempting 16 6"
[1] "attempting 16 7"
[1] "attempting 16 8"
[1] "attempting 16 9"
[1] "attempting 16 10"
[1] "attempting 16 11"
[1] "attempting 16 12"
[1] "attempting 16 13"
[1] "attempting 16 14"
[1] "attempting 16 15"
[1] "attempting 16 16"
[1] "attempting 16 17"
[1] "attempting 16 18"
[1] "attempting 16 19"
[1] "attempting 16 20"
[1] "attempting 16 21"
[1] "attempting 16 22"
[1] "attempting 16 23"
[1] "attempting 16 24"
[1] "attempting 16 25"
[1] "attempting 16 26"
[1] "attempting 16 27"
[1] "attempting 16 28"
[1] "attempting 16 29"
[1] "attempting 16 30"
[1] "attempting 16 31"
[1] "attempting 16 32"
[1] "attempting 16 33"
[1] "attempting 16 34"
[1] "attempting 16 35"
[1] "attempting 16 36"
[1] "attempting 16 37"
[1] "attempting 16 38"
[1] "attempting 16 39"
[1] "attempting 16 40"
[1] "attempting 16 41"
[1] "attempting 16 42"
[1] "attempting 16 43"
[1] "attempting 16 44"
[1] "attempting 16 45"
[1] "attempting 16 46"
[1] "attempting 16 47"
[1] "attempting 16 48"
[1] "attempting 16 49"
[1] "attempting 16 50"
[1] "attempting 16 51"
[1] "attempting 16 52"
[1] "attempting 16 53"
[1] "attempting 16 54"
[1] "attempting 16 55"
[1] "attempting 16 56"
[1] "attempting 16 57"
[1] "attempting 16 58"
[1] "attempting 17 2"
[1] "attempting 17 3"
[1] "attempting 17 4"
[1] "attempting 17 5"
[1] "attempting 17 6"
[1] "attempting 17 7"
[1] "attempting 17 8"
[1] "attempting 17 9"
[1] "attempting 17 10"
[1] "attempting 17 11"
[1] "attempting 17 12"
[1] "attempting 17 13"
[1] "attempting 17 14"
[1] "attempting 17 15"
[1] "attempting 17 16"
[1] "attempting 17 17"
[1] "attempting 17 18"
[1] "attempting 17 19"
[1] "attempting 17 20"
[1] "attempting 17 21"
[1] "attempting 17 22"
[1] "attempting 17 23"
[1] "attempting 17 24"
[1] "attempting 17 25"
[1] "attempting 17 26"
[1] "attempting 17 27"
[1] "attempting 17 28"
[1] "attempting 17 29"
[1] "attempting 17 30"
[1] "attempting 17 31"
[1] "attempting 17 32"
[1] "attempting 17 33"
[1] "attempting 17 34"
[1] "attempting 17 35"
[1] "attempting 17 36"
[1] "attempting 17 37"
[1] "attempting 17 38"
[1] "attempting 17 39"
[1] "attempting 17 40"
[1] "attempting 17 41"
[1] "attempting 17 42"
[1] "attempting 17 43"
[1] "attempting 17 44"
[1] "attempting 17 45"
[1] "attempting 17 46"
[1] "attempting 17 47"
[1] "attempting 17 48"
[1] "attempting 17 49"
[1] "attempting 17 50"
[1] "attempting 17 51"
[1] "attempting 17 52"
[1] "attempting 17 53"
[1] "attempting 17 54"
[1] "attempting 17 55"
[1] "attempting 17 56"
[1] "attempting 17 57"
[1] "attempting 17 58"
[1] "attempting 18 2"
[1] "attempting 18 3"
[1] "attempting 18 4"
[1] "attempting 18 5"
[1] "attempting 18 6"
[1] "attempting 18 7"
[1] "attempting 18 8"
[1] "attempting 18 9"
[1] "attempting 18 10"
[1] "attempting 18 11"
[1] "attempting 18 12"
[1] "attempting 18 13"
[1] "attempting 18 14"
[1] "attempting 18 15"
[1] "attempting 18 16"
[1] "attempting 18 17"
[1] "attempting 18 18"
[1] "attempting 18 19"
[1] "attempting 18 20"
[1] "attempting 18 21"
[1] "attempting 18 22"
[1] "attempting 18 23"
[1] "attempting 18 24"
[1] "attempting 18 25"
[1] "attempting 18 26"
[1] "attempting 18 27"
[1] "attempting 18 28"
[1] "attempting 18 29"
[1] "attempting 18 30"
[1] "attempting 18 31"
[1] "attempting 18 32"
[1] "attempting 18 33"
[1] "attempting 18 34"
[1] "attempting 18 35"
[1] "attempting 18 36"
[1] "attempting 18 37"
[1] "attempting 18 38"
[1] "attempting 18 39"
[1] "attempting 18 40"
[1] "attempting 18 41"
[1] "attempting 18 42"
[1] "attempting 18 43"
[1] "attempting 18 44"
[1] "attempting 18 45"
[1] "attempting 18 46"
[1] "attempting 18 47"
[1] "attempting 18 48"
[1] "attempting 18 49"
[1] "attempting 18 50"
[1] "attempting 18 51"
[1] "attempting 18 52"
[1] "attempting 18 53"
[1] "attempting 18 54"
[1] "attempting 18 55"
[1] "attempting 18 56"
[1] "attempting 18 57"
[1] "attempting 18 58"
[1] "attempting 19 2"
[1] "attempting 19 3"
[1] "attempting 19 4"
[1] "attempting 19 5"
[1] "attempting 19 6"
[1] "attempting 19 7"
[1] "attempting 19 8"
[1] "attempting 19 9"
[1] "attempting 19 10"
[1] "attempting 19 11"
[1] "attempting 19 12"
[1] "attempting 19 13"
[1] "attempting 19 14"
[1] "attempting 19 15"
[1] "attempting 19 16"
[1] "attempting 19 17"
[1] "attempting 19 18"
[1] "attempting 19 19"
[1] "attempting 19 20"
[1] "attempting 19 21"
[1] "attempting 19 22"
[1] "attempting 19 23"
[1] "attempting 19 24"
[1] "attempting 19 25"
[1] "attempting 19 26"
[1] "attempting 19 27"
[1] "attempting 19 28"
[1] "attempting 19 29"
[1] "attempting 19 30"
[1] "attempting 19 31"
[1] "attempting 19 32"
[1] "attempting 19 33"
[1] "attempting 19 34"
[1] "attempting 19 35"
[1] "attempting 19 36"
[1] "attempting 19 37"
[1] "attempting 19 38"
[1] "attempting 19 39"
[1] "attempting 19 40"
[1] "attempting 19 41"
[1] "attempting 19 42"
[1] "attempting 19 43"
[1] "attempting 19 44"
[1] "attempting 19 45"
[1] "attempting 19 46"
[1] "attempting 19 47"
[1] "attempting 19 48"
[1] "attempting 19 49"
[1] "attempting 19 50"
[1] "attempting 19 51"
[1] "attempting 19 52"
[1] "attempting 19 53"
[1] "attempting 19 54"
[1] "attempting 19 55"
[1] "attempting 19 56"
[1] "attempting 19 57"
[1] "attempting 19 58"
[1] "attempting 20 2"
[1] "attempting 20 3"
[1] "attempting 20 4"
[1] "attempting 20 5"
[1] "attempting 20 6"
[1] "attempting 20 7"
[1] "attempting 20 8"
[1] "attempting 20 9"
[1] "attempting 20 10"
[1] "attempting 20 11"
[1] "attempting 20 12"
[1] "attempting 20 13"
[1] "attempting 20 14"
[1] "attempting 20 15"
[1] "attempting 20 16"
[1] "attempting 20 17"
[1] "attempting 20 18"
[1] "attempting 20 19"
[1] "attempting 20 20"
[1] "attempting 20 21"
[1] "attempting 20 22"
[1] "attempting 20 23"
[1] "attempting 20 24"
[1] "attempting 20 25"
[1] "attempting 20 26"
[1] "attempting 20 27"
[1] "attempting 20 28"
[1] "attempting 20 29"
[1] "attempting 20 30"
[1] "attempting 20 31"
[1] "attempting 20 32"
[1] "attempting 20 33"
[1] "attempting 20 34"
[1] "attempting 20 35"
[1] "attempting 20 36"
[1] "attempting 20 37"
[1] "attempting 20 38"
[1] "attempting 20 39"
[1] "attempting 20 40"
[1] "attempting 20 41"
[1] "attempting 20 42"
[1] "attempting 20 43"
[1] "attempting 20 44"
[1] "attempting 20 45"
[1] "attempting 20 46"
[1] "attempting 20 47"
[1] "attempting 20 48"
[1] "attempting 20 49"
[1] "attempting 20 50"
[1] "attempting 20 51"
[1] "attempting 20 52"
[1] "attempting 20 53"
[1] "attempting 20 54"
[1] "attempting 20 55"
[1] "attempting 20 56"
[1] "attempting 20 57"
[1] "attempting 20 58"
[1] "attempting 21 2"
[1] "attempting 21 3"
[1] "attempting 21 4"
[1] "attempting 21 5"
[1] "attempting 21 6"
[1] "attempting 21 7"
[1] "attempting 21 8"
[1] "attempting 21 9"
[1] "attempting 21 10"
[1] "attempting 21 11"
[1] "attempting 21 12"
[1] "attempting 21 13"
[1] "attempting 21 14"
[1] "attempting 21 15"
[1] "attempting 21 16"
[1] "attempting 21 17"
[1] "attempting 21 18"
[1] "attempting 21 19"
[1] "attempting 21 20"
[1] "attempting 21 21"
[1] "attempting 21 22"
[1] "attempting 21 23"
[1] "attempting 21 24"
[1] "attempting 21 25"
[1] "attempting 21 26"
[1] "attempting 21 27"
[1] "attempting 21 28"
[1] "attempting 21 29"
[1] "attempting 21 30"
[1] "attempting 21 31"
[1] "attempting 21 32"
[1] "attempting 21 33"
[1] "attempting 21 34"
[1] "attempting 21 35"
[1] "attempting 21 36"
[1] "attempting 21 37"
[1] "attempting 21 38"
[1] "attempting 21 39"
[1] "attempting 21 40"
[1] "attempting 21 41"
[1] "attempting 21 42"
[1] "attempting 21 43"
[1] "attempting 21 44"
[1] "attempting 21 45"
[1] "attempting 21 46"
[1] "attempting 21 47"
[1] "attempting 21 48"
[1] "attempting 21 49"
[1] "attempting 21 50"
[1] "attempting 21 51"
[1] "attempting 21 52"
[1] "attempting 21 53"
[1] "attempting 21 54"
[1] "attempting 21 55"
[1] "attempting 21 56"
[1] "attempting 21 57"
[1] "attempting 21 58"
[1] "attempting 22 2"
[1] "attempting 22 3"
[1] "attempting 22 4"
[1] "attempting 22 5"
[1] "attempting 22 6"
[1] "attempting 22 7"
[1] "attempting 22 8"
[1] "attempting 22 9"
[1] "attempting 22 10"
[1] "attempting 22 11"
[1] "attempting 22 12"
[1] "attempting 22 13"
[1] "attempting 22 14"
[1] "attempting 22 15"
[1] "attempting 22 16"
[1] "attempting 22 17"
[1] "attempting 22 18"
[1] "attempting 22 19"
[1] "attempting 22 20"
[1] "attempting 22 21"
[1] "attempting 22 22"
[1] "attempting 22 23"
[1] "attempting 22 24"
[1] "attempting 22 25"
[1] "attempting 22 26"
[1] "attempting 22 27"
[1] "attempting 22 28"
[1] "attempting 22 29"
[1] "attempting 22 30"
[1] "attempting 22 31"
[1] "attempting 22 32"
[1] "attempting 22 33"
[1] "attempting 22 34"
[1] "attempting 22 35"
[1] "attempting 22 36"
[1] "attempting 22 37"
[1] "attempting 22 38"
[1] "attempting 22 39"
[1] "attempting 22 40"
[1] "attempting 22 41"
[1] "attempting 22 42"
[1] "attempting 22 43"
[1] "attempting 22 44"
[1] "attempting 22 45"
[1] "attempting 22 46"
[1] "attempting 22 47"
[1] "attempting 22 48"
[1] "attempting 22 49"
[1] "attempting 22 50"
[1] "attempting 22 51"
[1] "attempting 22 52"
[1] "attempting 22 53"
[1] "attempting 22 54"
[1] "attempting 22 55"
[1] "attempting 22 56"
[1] "attempting 22 57"
[1] "attempting 22 58"
[1] "attempting 23 2"
[1] "attempting 23 3"
[1] "attempting 23 4"
[1] "attempting 23 5"
[1] "attempting 23 6"
[1] "attempting 23 7"
[1] "attempting 23 8"
[1] "attempting 23 9"
[1] "attempting 23 10"
[1] "attempting 23 11"
[1] "attempting 23 12"
[1] "attempting 23 13"
[1] "attempting 23 14"
[1] "attempting 23 15"
[1] "attempting 23 16"
[1] "attempting 23 17"
[1] "attempting 23 18"
[1] "attempting 23 19"
[1] "attempting 23 20"
[1] "attempting 23 21"
[1] "attempting 23 22"
[1] "attempting 23 23"
[1] "attempting 23 24"
[1] "attempting 23 25"
[1] "attempting 23 26"
[1] "attempting 23 27"
[1] "attempting 23 28"
[1] "attempting 23 29"
[1] "attempting 23 30"
[1] "attempting 23 31"
[1] "attempting 23 32"
[1] "attempting 23 33"
[1] "attempting 23 34"
[1] "attempting 23 35"
[1] "attempting 23 36"
[1] "attempting 23 37"
[1] "attempting 23 38"
[1] "attempting 23 39"
[1] "attempting 23 40"
[1] "attempting 23 41"
[1] "attempting 23 42"
[1] "attempting 23 43"
[1] "attempting 23 44"
[1] "attempting 23 45"
[1] "attempting 23 46"
[1] "attempting 23 47"
[1] "attempting 23 48"
[1] "attempting 23 49"
[1] "attempting 23 50"
[1] "attempting 23 51"
[1] "attempting 23 52"
[1] "attempting 23 53"
[1] "attempting 23 54"
[1] "attempting 23 55"
[1] "attempting 23 56"
[1] "attempting 23 57"
[1] "attempting 23 58"
[1] "attempting 24 2"
[1] "attempting 24 3"
[1] "attempting 24 4"
[1] "attempting 24 5"
[1] "attempting 24 6"
[1] "attempting 24 7"
[1] "attempting 24 8"
[1] "attempting 24 9"
[1] "attempting 24 10"
[1] "attempting 24 11"
[1] "attempting 24 12"
[1] "attempting 24 13"
[1] "attempting 24 14"
[1] "attempting 24 15"
[1] "attempting 24 16"
[1] "attempting 24 17"
[1] "attempting 24 18"
[1] "attempting 24 19"
[1] "attempting 24 20"
[1] "attempting 24 21"
[1] "attempting 24 22"
[1] "attempting 24 23"
[1] "attempting 24 24"
[1] "attempting 24 25"
[1] "attempting 24 26"
[1] "attempting 24 27"
[1] "attempting 24 28"
[1] "attempting 24 29"
[1] "attempting 24 30"
[1] "attempting 24 31"
[1] "attempting 24 32"
[1] "attempting 24 33"
[1] "attempting 24 34"
[1] "attempting 24 35"
[1] "attempting 24 36"
[1] "attempting 24 37"
[1] "attempting 24 38"
[1] "attempting 24 39"
[1] "attempting 24 40"
[1] "attempting 24 41"
[1] "attempting 24 42"
[1] "attempting 24 43"
[1] "attempting 24 44"
[1] "attempting 24 45"
[1] "attempting 24 46"
[1] "attempting 24 47"
[1] "attempting 24 48"
[1] "attempting 24 49"
[1] "attempting 24 50"
[1] "attempting 24 51"
[1] "attempting 24 52"
[1] "attempting 24 53"
[1] "attempting 24 54"
[1] "attempting 24 55"
[1] "attempting 24 56"
[1] "attempting 24 57"
[1] "attempting 24 58"
[1] "attempting 25 2"
[1] "attempting 25 3"
[1] "attempting 25 4"
[1] "attempting 25 5"
[1] "attempting 25 6"
[1] "attempting 25 7"
[1] "attempting 25 8"
[1] "attempting 25 9"
[1] "attempting 25 10"
[1] "attempting 25 11"
[1] "attempting 25 12"
[1] "attempting 25 13"
[1] "attempting 25 14"
[1] "attempting 25 15"
[1] "attempting 25 16"
[1] "attempting 25 17"
[1] "attempting 25 18"
[1] "attempting 25 19"
[1] "attempting 25 20"
[1] "attempting 25 21"
[1] "attempting 25 22"
[1] "attempting 25 23"
[1] "attempting 25 24"
[1] "attempting 25 25"
[1] "attempting 25 26"
[1] "attempting 25 27"
[1] "attempting 25 28"
[1] "attempting 25 29"
[1] "attempting 25 30"
[1] "attempting 25 31"
[1] "attempting 25 32"
[1] "attempting 25 33"
[1] "attempting 25 34"
[1] "attempting 25 35"
[1] "attempting 25 36"
[1] "attempting 25 37"
[1] "attempting 25 38"
[1] "attempting 25 39"
[1] "attempting 25 40"
[1] "attempting 25 41"
[1] "attempting 25 42"
[1] "attempting 25 43"
[1] "attempting 25 44"
[1] "attempting 25 45"
[1] "attempting 25 46"
[1] "attempting 25 47"
[1] "attempting 25 48"
[1] "attempting 25 49"
[1] "attempting 25 50"
[1] "attempting 25 51"
[1] "attempting 25 52"
[1] "attempting 25 53"
[1] "attempting 25 54"
[1] "attempting 25 55"
[1] "attempting 25 56"
[1] "attempting 25 57"
[1] "attempting 25 58"
[1] "attempting 26 2"
[1] "attempting 26 3"
[1] "attempting 26 4"
[1] "attempting 26 5"
[1] "attempting 26 6"
[1] "attempting 26 7"
[1] "attempting 26 8"
[1] "attempting 26 9"
[1] "attempting 26 10"
[1] "attempting 26 11"
[1] "attempting 26 12"
[1] "attempting 26 13"
[1] "attempting 26 14"
[1] "attempting 26 15"
[1] "attempting 26 16"
[1] "attempting 26 17"
[1] "attempting 26 18"
[1] "attempting 26 19"
[1] "attempting 26 20"
[1] "attempting 26 21"
[1] "attempting 26 22"
[1] "attempting 26 23"
[1] "attempting 26 24"
[1] "attempting 26 25"
[1] "attempting 26 26"
[1] "attempting 26 27"
[1] "attempting 26 28"
[1] "attempting 26 29"
[1] "attempting 26 30"
[1] "attempting 26 31"
[1] "attempting 26 32"
[1] "attempting 26 33"
[1] "attempting 26 34"
[1] "attempting 26 35"
[1] "attempting 26 36"
[1] "attempting 26 37"
[1] "attempting 26 38"
[1] "attempting 26 39"
[1] "attempting 26 40"
[1] "attempting 26 41"
[1] "attempting 26 42"
[1] "attempting 26 43"
[1] "attempting 26 44"
[1] "attempting 26 45"
[1] "attempting 26 46"
[1] "attempting 26 47"
[1] "attempting 26 48"
[1] "attempting 26 49"
[1] "attempting 26 50"
[1] "attempting 26 51"
[1] "attempting 26 52"
[1] "attempting 26 53"
[1] "attempting 26 54"
[1] "attempting 26 55"
[1] "attempting 26 56"
[1] "attempting 26 57"
[1] "attempting 26 58"
[1] "attempting 27 2"
[1] "attempting 27 3"
[1] "attempting 27 4"
[1] "attempting 27 5"
[1] "attempting 27 6"
[1] "attempting 27 7"
[1] "attempting 27 8"
[1] "attempting 27 9"
[1] "attempting 27 10"
[1] "attempting 27 11"
[1] "attempting 27 12"
[1] "attempting 27 13"
[1] "attempting 27 14"
[1] "attempting 27 15"
[1] "attempting 27 16"
[1] "attempting 27 17"
[1] "attempting 27 18"
[1] "attempting 27 19"
[1] "attempting 27 20"
[1] "attempting 27 21"
[1] "attempting 27 22"
[1] "attempting 27 23"
[1] "attempting 27 24"
[1] "attempting 27 25"
[1] "attempting 27 26"
[1] "attempting 27 27"
[1] "attempting 27 28"
[1] "attempting 27 29"
[1] "attempting 27 30"
[1] "attempting 27 31"
[1] "attempting 27 32"
[1] "attempting 27 33"
[1] "attempting 27 34"
[1] "attempting 27 35"
[1] "attempting 27 36"
[1] "attempting 27 37"
[1] "attempting 27 38"
[1] "attempting 27 39"
[1] "attempting 27 40"
[1] "attempting 27 41"
[1] "attempting 27 42"
[1] "attempting 27 43"
[1] "attempting 27 44"
[1] "attempting 27 45"
[1] "attempting 27 46"
[1] "attempting 27 47"
[1] "attempting 27 48"
[1] "attempting 27 49"
[1] "attempting 27 50"
[1] "attempting 27 51"
[1] "attempting 27 52"
[1] "attempting 27 53"
[1] "attempting 27 54"
[1] "attempting 27 55"
[1] "attempting 27 56"
[1] "attempting 27 57"
[1] "attempting 27 58"
[1] "attempting 28 2"
[1] "attempting 28 3"
[1] "attempting 28 4"
[1] "attempting 28 5"
[1] "attempting 28 6"
[1] "attempting 28 7"
[1] "attempting 28 8"
[1] "attempting 28 9"
[1] "attempting 28 10"
[1] "attempting 28 11"
[1] "attempting 28 12"
[1] "attempting 28 13"
[1] "attempting 28 14"
[1] "attempting 28 15"
[1] "attempting 28 16"
[1] "attempting 28 17"
[1] "attempting 28 18"
[1] "attempting 28 19"
[1] "attempting 28 20"
[1] "attempting 28 21"
[1] "attempting 28 22"
[1] "attempting 28 23"
[1] "attempting 28 24"
[1] "attempting 28 25"
[1] "attempting 28 26"
[1] "attempting 28 27"
[1] "attempting 28 28"
[1] "attempting 28 29"
[1] "attempting 28 30"
[1] "attempting 28 31"
[1] "attempting 28 32"
[1] "attempting 28 33"
[1] "attempting 28 34"
[1] "attempting 28 35"
[1] "attempting 28 36"
[1] "attempting 28 37"
[1] "attempting 28 38"
[1] "attempting 28 39"
[1] "attempting 28 40"
[1] "attempting 28 41"
[1] "attempting 28 42"
[1] "attempting 28 43"
[1] "attempting 28 44"
[1] "attempting 28 45"
[1] "attempting 28 46"
[1] "attempting 28 47"
[1] "attempting 28 48"
[1] "attempting 28 49"
[1] "attempting 28 50"
[1] "attempting 28 51"
[1] "attempting 28 52"
[1] "attempting 28 53"
[1] "attempting 28 54"
[1] "attempting 28 55"
[1] "attempting 28 56"
[1] "attempting 28 57"
[1] "attempting 28 58"
[1] "attempting 29 2"
[1] "attempting 29 3"
[1] "attempting 29 4"
[1] "attempting 29 5"
[1] "attempting 29 6"
[1] "attempting 29 7"
[1] "attempting 29 8"
[1] "attempting 29 9"
[1] "attempting 29 10"
[1] "attempting 29 11"
[1] "attempting 29 12"
[1] "attempting 29 13"
[1] "attempting 29 14"
[1] "attempting 29 15"
[1] "attempting 29 16"
[1] "attempting 29 17"
[1] "attempting 29 18"
[1] "attempting 29 19"
[1] "attempting 29 20"
[1] "attempting 29 21"
[1] "attempting 29 22"
[1] "attempting 29 23"
[1] "attempting 29 24"
[1] "attempting 29 25"
[1] "attempting 29 26"
[1] "attempting 29 27"
[1] "attempting 29 28"
[1] "attempting 29 29"
[1] "attempting 29 30"
[1] "attempting 29 31"
[1] "attempting 29 32"
[1] "attempting 29 33"
[1] "attempting 29 34"
[1] "attempting 29 35"
[1] "attempting 29 36"
[1] "attempting 29 37"
[1] "attempting 29 38"
[1] "attempting 29 39"
[1] "attempting 29 40"
[1] "attempting 29 41"
[1] "attempting 29 42"
[1] "attempting 29 43"
[1] "attempting 29 44"
[1] "attempting 29 45"
[1] "attempting 29 46"
[1] "attempting 29 47"
[1] "attempting 29 48"
[1] "attempting 29 49"
[1] "attempting 29 50"
[1] "attempting 29 51"
[1] "attempting 29 52"
[1] "attempting 29 53"
[1] "attempting 29 54"
[1] "attempting 29 55"
[1] "attempting 29 56"
[1] "attempting 29 57"
[1] "attempting 29 58"
[1] "attempting 30 2"
[1] "attempting 30 3"
[1] "attempting 30 4"
[1] "attempting 30 5"
[1] "attempting 30 6"
[1] "attempting 30 7"
[1] "attempting 30 8"
[1] "attempting 30 9"
[1] "attempting 30 10"
[1] "attempting 30 11"
[1] "attempting 30 12"
[1] "attempting 30 13"
[1] "attempting 30 14"
[1] "attempting 30 15"
[1] "attempting 30 16"
[1] "attempting 30 17"
[1] "attempting 30 18"
[1] "attempting 30 19"
[1] "attempting 30 20"
[1] "attempting 30 21"
[1] "attempting 30 22"
[1] "attempting 30 23"
[1] "attempting 30 24"
[1] "attempting 30 25"
[1] "attempting 30 26"
[1] "attempting 30 27"
[1] "attempting 30 28"
[1] "attempting 30 29"
[1] "attempting 30 30"
[1] "attempting 30 31"
[1] "attempting 30 32"
[1] "attempting 30 33"
[1] "attempting 30 34"
[1] "attempting 30 35"
[1] "attempting 30 36"
[1] "attempting 30 37"
[1] "attempting 30 38"
[1] "attempting 30 39"
[1] "attempting 30 40"
[1] "attempting 30 41"
[1] "attempting 30 42"
[1] "attempting 30 43"
[1] "attempting 30 44"
[1] "attempting 30 45"
[1] "attempting 30 46"
[1] "attempting 30 47"
[1] "attempting 30 48"
[1] "attempting 30 49"
[1] "attempting 30 50"
[1] "attempting 30 51"
[1] "attempting 30 52"
[1] "attempting 30 53"
[1] "attempting 30 54"
[1] "attempting 30 55"
[1] "attempting 30 56"
[1] "attempting 30 57"
[1] "attempting 30 58"
[1] "attempting 31 2"
[1] "attempting 31 3"
[1] "attempting 31 4"
[1] "attempting 31 5"
[1] "attempting 31 6"
[1] "attempting 31 7"
[1] "attempting 31 8"
[1] "attempting 31 9"
[1] "attempting 31 10"
[1] "attempting 31 11"
[1] "attempting 31 12"
[1] "attempting 31 13"
[1] "attempting 31 14"
[1] "attempting 31 15"
[1] "attempting 31 16"
[1] "attempting 31 17"
[1] "attempting 31 18"
[1] "attempting 31 19"
[1] "attempting 31 20"
[1] "attempting 31 21"
[1] "attempting 31 22"
[1] "attempting 31 23"
[1] "attempting 31 24"
[1] "attempting 31 25"
[1] "attempting 31 26"
[1] "attempting 31 27"
[1] "attempting 31 28"
[1] "attempting 31 29"
[1] "attempting 31 30"
[1] "attempting 31 31"
[1] "attempting 31 32"
[1] "attempting 31 33"
[1] "attempting 31 34"
[1] "attempting 31 35"
[1] "attempting 31 36"
[1] "attempting 31 37"
[1] "attempting 31 38"
[1] "attempting 31 39"
[1] "attempting 31 40"
[1] "attempting 31 41"
[1] "attempting 31 42"
[1] "attempting 31 43"
[1] "attempting 31 44"
[1] "attempting 31 45"
[1] "attempting 31 46"
[1] "attempting 31 47"
[1] "attempting 31 48"
[1] "attempting 31 49"
[1] "attempting 31 50"
[1] "attempting 31 51"
[1] "attempting 31 52"
[1] "attempting 31 53"
[1] "attempting 31 54"
[1] "attempting 31 55"
[1] "attempting 31 56"
[1] "attempting 31 57"
[1] "attempting 31 58"
[1] "attempting 32 2"
[1] "attempting 32 3"
[1] "attempting 32 4"
[1] "attempting 32 5"
[1] "attempting 32 6"
[1] "attempting 32 7"
[1] "attempting 32 8"
[1] "attempting 32 9"
[1] "attempting 32 10"
[1] "attempting 32 11"
[1] "attempting 32 12"
[1] "attempting 32 13"
[1] "attempting 32 14"
[1] "attempting 32 15"
[1] "attempting 32 16"
[1] "attempting 32 17"
[1] "attempting 32 18"
[1] "attempting 32 19"
[1] "attempting 32 20"
[1] "attempting 32 21"
[1] "attempting 32 22"
[1] "attempting 32 23"
[1] "attempting 32 24"
[1] "attempting 32 25"
[1] "attempting 32 26"
[1] "attempting 32 27"
[1] "attempting 32 28"
[1] "attempting 32 29"
[1] "attempting 32 30"
[1] "attempting 32 31"
[1] "attempting 32 32"
[1] "attempting 32 33"
[1] "attempting 32 34"
[1] "attempting 32 35"
[1] "attempting 32 36"
[1] "attempting 32 37"
[1] "attempting 32 38"
[1] "attempting 32 39"
[1] "attempting 32 40"
[1] "attempting 32 41"
[1] "attempting 32 42"
[1] "attempting 32 43"
[1] "attempting 32 44"
[1] "attempting 32 45"
[1] "attempting 32 46"
[1] "attempting 32 47"
[1] "attempting 32 48"
[1] "attempting 32 49"
[1] "attempting 32 50"
[1] "attempting 32 51"
[1] "attempting 32 52"
[1] "attempting 32 53"
[1] "attempting 32 54"
[1] "attempting 32 55"
[1] "attempting 32 56"
[1] "attempting 32 57"
[1] "attempting 32 58"
[1] "attempting 33 2"
[1] "attempting 33 3"
[1] "attempting 33 4"
[1] "attempting 33 5"
[1] "attempting 33 6"
[1] "attempting 33 7"
[1] "attempting 33 8"
[1] "attempting 33 9"
[1] "attempting 33 10"
[1] "attempting 33 11"
[1] "attempting 33 12"
[1] "attempting 33 13"
[1] "attempting 33 14"
[1] "attempting 33 15"
[1] "attempting 33 16"
[1] "attempting 33 17"
[1] "attempting 33 18"
[1] "attempting 33 19"
[1] "attempting 33 20"
[1] "attempting 33 21"
[1] "attempting 33 22"
[1] "attempting 33 23"
[1] "attempting 33 24"
[1] "attempting 33 25"
[1] "attempting 33 26"
[1] "attempting 33 27"
[1] "attempting 33 28"
[1] "attempting 33 29"
[1] "attempting 33 30"
[1] "attempting 33 31"
[1] "attempting 33 32"
[1] "attempting 33 33"
[1] "attempting 33 34"
[1] "attempting 33 35"
[1] "attempting 33 36"
[1] "attempting 33 37"
[1] "attempting 33 38"
[1] "attempting 33 39"
[1] "attempting 33 40"
[1] "attempting 33 41"
[1] "attempting 33 42"
[1] "attempting 33 43"
[1] "attempting 33 44"
[1] "attempting 33 45"
[1] "attempting 33 46"
[1] "attempting 33 47"
[1] "attempting 33 48"
[1] "attempting 33 49"
[1] "attempting 33 50"
[1] "attempting 33 51"
[1] "attempting 33 52"
[1] "attempting 33 53"
[1] "attempting 33 54"
[1] "attempting 33 55"
[1] "attempting 33 56"
[1] "attempting 33 57"
[1] "attempting 33 58"
[1] "attempting 34 2"
[1] "attempting 34 3"
[1] "attempting 34 4"
[1] "attempting 34 5"
[1] "attempting 34 6"
[1] "attempting 34 7"
[1] "attempting 34 8"
[1] "attempting 34 9"
[1] "attempting 34 10"
[1] "attempting 34 11"
[1] "attempting 34 12"
[1] "attempting 34 13"
[1] "attempting 34 14"
[1] "attempting 34 15"
[1] "attempting 34 16"
[1] "attempting 34 17"
[1] "attempting 34 18"
[1] "attempting 34 19"
[1] "attempting 34 20"
[1] "attempting 34 21"
[1] "attempting 34 22"
[1] "attempting 34 23"
[1] "attempting 34 24"
[1] "attempting 34 25"
[1] "attempting 34 26"
[1] "attempting 34 27"
[1] "attempting 34 28"
[1] "attempting 34 29"
[1] "attempting 34 30"
[1] "attempting 34 31"
[1] "attempting 34 32"
[1] "attempting 34 33"
[1] "attempting 34 34"
[1] "attempting 34 35"
[1] "attempting 34 36"
[1] "attempting 34 37"
[1] "attempting 34 38"
[1] "attempting 34 39"
[1] "attempting 34 40"
[1] "attempting 34 41"
[1] "attempting 34 42"
[1] "attempting 34 43"
[1] "attempting 34 44"
[1] "attempting 34 45"
[1] "attempting 34 46"
[1] "attempting 34 47"
[1] "attempting 34 48"
[1] "attempting 34 49"
[1] "attempting 34 50"
[1] "attempting 34 51"
[1] "attempting 34 52"
[1] "attempting 34 53"
[1] "attempting 34 54"
[1] "attempting 34 55"
[1] "attempting 34 56"
[1] "attempting 34 57"
[1] "attempting 34 58"
[1] "attempting 35 2"
[1] "attempting 35 3"
[1] "attempting 35 4"
[1] "attempting 35 5"
[1] "attempting 35 6"
[1] "attempting 35 7"
[1] "attempting 35 8"
[1] "attempting 35 9"
[1] "attempting 35 10"
[1] "attempting 35 11"
[1] "attempting 35 12"
[1] "attempting 35 13"
[1] "attempting 35 14"
[1] "attempting 35 15"
[1] "attempting 35 16"
[1] "attempting 35 17"
[1] "attempting 35 18"
[1] "attempting 35 19"
[1] "attempting 35 20"
[1] "attempting 35 21"
[1] "attempting 35 22"
[1] "attempting 35 23"
[1] "attempting 35 24"
[1] "attempting 35 25"
[1] "attempting 35 26"
[1] "attempting 35 27"
[1] "attempting 35 28"
[1] "attempting 35 29"
[1] "attempting 35 30"
[1] "attempting 35 31"
[1] "attempting 35 32"
[1] "attempting 35 33"
[1] "attempting 35 34"
[1] "attempting 35 35"
[1] "attempting 35 36"
[1] "attempting 35 37"
[1] "attempting 35 38"
[1] "attempting 35 39"
[1] "attempting 35 40"
[1] "attempting 35 41"
[1] "attempting 35 42"
[1] "attempting 35 43"
[1] "attempting 35 44"
[1] "attempting 35 45"
[1] "attempting 35 46"
[1] "attempting 35 47"
[1] "attempting 35 48"
[1] "attempting 35 49"
[1] "attempting 35 50"
[1] "attempting 35 51"
[1] "attempting 35 52"
[1] "attempting 35 53"
[1] "attempting 35 54"
[1] "attempting 35 55"
[1] "attempting 35 56"
[1] "attempting 35 57"
[1] "attempting 35 58"
[1] "attempting 36 2"
[1] "attempting 36 3"
[1] "attempting 36 4"
[1] "attempting 36 5"
[1] "attempting 36 6"
[1] "attempting 36 7"
[1] "attempting 36 8"
[1] "attempting 36 9"
[1] "attempting 36 10"
[1] "attempting 36 11"
[1] "attempting 36 12"
[1] "attempting 36 13"
[1] "attempting 36 14"
[1] "attempting 36 15"
[1] "attempting 36 16"
[1] "attempting 36 17"
[1] "attempting 36 18"
[1] "attempting 36 19"
[1] "attempting 36 20"
[1] "attempting 36 21"
[1] "attempting 36 22"
[1] "attempting 36 23"
[1] "attempting 36 24"
[1] "attempting 36 25"
[1] "attempting 36 26"
[1] "attempting 36 27"
[1] "attempting 36 28"
[1] "attempting 36 29"
[1] "attempting 36 30"
[1] "attempting 36 31"
[1] "attempting 36 32"
[1] "attempting 36 33"
[1] "attempting 36 34"
[1] "attempting 36 35"
[1] "attempting 36 36"
[1] "attempting 36 37"
[1] "attempting 36 38"
[1] "attempting 36 39"
[1] "attempting 36 40"
[1] "attempting 36 41"
[1] "attempting 36 42"
[1] "attempting 36 43"
[1] "attempting 36 44"
[1] "attempting 36 45"
[1] "attempting 36 46"
[1] "attempting 36 47"
[1] "attempting 36 48"
[1] "attempting 36 49"
[1] "attempting 36 50"
[1] "attempting 36 51"
[1] "attempting 36 52"
[1] "attempting 36 53"
[1] "attempting 36 54"
[1] "attempting 36 55"
[1] "attempting 36 56"
[1] "attempting 36 57"
[1] "attempting 36 58"
[1] "attempting 37 2"
[1] "attempting 37 3"
[1] "attempting 37 4"
[1] "attempting 37 5"
[1] "attempting 37 6"
[1] "attempting 37 7"
[1] "attempting 37 8"
[1] "attempting 37 9"
[1] "attempting 37 10"
[1] "attempting 37 11"
[1] "attempting 37 12"
[1] "attempting 37 13"
[1] "attempting 37 14"
[1] "attempting 37 15"
[1] "attempting 37 16"
[1] "attempting 37 17"
[1] "attempting 37 18"
[1] "attempting 37 19"
[1] "attempting 37 20"
[1] "attempting 37 21"
[1] "attempting 37 22"
[1] "attempting 37 23"
[1] "attempting 37 24"
[1] "attempting 37 25"
[1] "attempting 37 26"
[1] "attempting 37 27"
[1] "attempting 37 28"
[1] "attempting 37 29"
[1] "attempting 37 30"
[1] "attempting 37 31"
[1] "attempting 37 32"
[1] "attempting 37 33"
[1] "attempting 37 34"
[1] "attempting 37 35"
[1] "attempting 37 36"
[1] "attempting 37 37"
[1] "attempting 37 38"
[1] "attempting 37 39"
[1] "attempting 37 40"
[1] "attempting 37 41"
[1] "attempting 37 42"
[1] "attempting 37 43"
[1] "attempting 37 44"
[1] "attempting 37 45"
[1] "attempting 37 46"
[1] "attempting 37 47"
[1] "attempting 37 48"
[1] "attempting 37 49"
[1] "attempting 37 50"
[1] "attempting 37 51"
[1] "attempting 37 52"
[1] "attempting 37 53"
[1] "attempting 37 54"
[1] "attempting 37 55"
[1] "attempting 37 56"
[1] "attempting 37 57"
[1] "attempting 37 58"
[1] "attempting 38 2"
[1] "attempting 38 3"
[1] "attempting 38 4"
[1] "attempting 38 5"
[1] "attempting 38 6"
[1] "attempting 38 7"
[1] "attempting 38 8"
[1] "attempting 38 9"
[1] "attempting 38 10"
[1] "attempting 38 11"
[1] "attempting 38 12"
[1] "attempting 38 13"
[1] "attempting 38 14"
[1] "attempting 38 15"
[1] "attempting 38 16"
[1] "attempting 38 17"
[1] "attempting 38 18"
[1] "attempting 38 19"
[1] "attempting 38 20"
[1] "attempting 38 21"
[1] "attempting 38 22"
[1] "attempting 38 23"
[1] "attempting 38 24"
[1] "attempting 38 25"
[1] "attempting 38 26"
[1] "attempting 38 27"
[1] "attempting 38 28"
[1] "attempting 38 29"
[1] "attempting 38 30"
[1] "attempting 38 31"
[1] "attempting 38 32"
[1] "attempting 38 33"
[1] "attempting 38 34"
[1] "attempting 38 35"
[1] "attempting 38 36"
[1] "attempting 38 37"
[1] "attempting 38 38"
[1] "attempting 38 39"
[1] "attempting 38 40"
[1] "attempting 38 41"
[1] "attempting 38 42"
[1] "attempting 38 43"
[1] "attempting 38 44"
[1] "attempting 38 45"
[1] "attempting 38 46"
[1] "attempting 38 47"
[1] "attempting 38 48"
[1] "attempting 38 49"
[1] "attempting 38 50"
[1] "attempting 38 51"
[1] "attempting 38 52"
[1] "attempting 38 53"
[1] "attempting 38 54"
[1] "attempting 38 55"
[1] "attempting 38 56"
[1] "attempting 38 57"
[1] "attempting 38 58"
[1] "attempting 39 2"
[1] "attempting 39 3"
[1] "attempting 39 4"
[1] "attempting 39 5"
[1] "attempting 39 6"
[1] "attempting 39 7"
[1] "attempting 39 8"
[1] "attempting 39 9"
[1] "attempting 39 10"
[1] "attempting 39 11"
[1] "attempting 39 12"
[1] "attempting 39 13"
[1] "attempting 39 14"
[1] "attempting 39 15"
[1] "attempting 39 16"
[1] "attempting 39 17"
[1] "attempting 39 18"
[1] "attempting 39 19"
[1] "attempting 39 20"
[1] "attempting 39 21"
[1] "attempting 39 22"
[1] "attempting 39 23"
[1] "attempting 39 24"
[1] "attempting 39 25"
[1] "attempting 39 26"
[1] "attempting 39 27"
[1] "attempting 39 28"
[1] "attempting 39 29"
[1] "attempting 39 30"
[1] "attempting 39 31"
[1] "attempting 39 32"
[1] "attempting 39 33"
[1] "attempting 39 34"
[1] "attempting 39 35"
[1] "attempting 39 36"
[1] "attempting 39 37"
[1] "attempting 39 38"
[1] "attempting 39 39"
[1] "attempting 39 40"
[1] "attempting 39 41"
[1] "attempting 39 42"
[1] "attempting 39 43"
[1] "attempting 39 44"
[1] "attempting 39 45"
[1] "attempting 39 46"
[1] "attempting 39 47"
[1] "attempting 39 48"
[1] "attempting 39 49"
[1] "attempting 39 50"
[1] "attempting 39 51"
[1] "attempting 39 52"
[1] "attempting 39 53"
[1] "attempting 39 54"
[1] "attempting 39 55"
[1] "attempting 39 56"
[1] "attempting 39 57"
[1] "attempting 39 58"
[1] "attempting 40 2"
[1] "attempting 40 3"
[1] "attempting 40 4"
[1] "attempting 40 5"
[1] "attempting 40 6"
[1] "attempting 40 7"
[1] "attempting 40 8"
[1] "attempting 40 9"
[1] "attempting 40 10"
[1] "attempting 40 11"
[1] "attempting 40 12"
[1] "attempting 40 13"
[1] "attempting 40 14"
[1] "attempting 40 15"
[1] "attempting 40 16"
[1] "attempting 40 17"
[1] "attempting 40 18"
[1] "attempting 40 19"
[1] "attempting 40 20"
[1] "attempting 40 21"
[1] "attempting 40 22"
[1] "attempting 40 23"
[1] "attempting 40 24"
[1] "attempting 40 25"
[1] "attempting 40 26"
[1] "attempting 40 27"
[1] "attempting 40 28"
[1] "attempting 40 29"
[1] "attempting 40 30"
[1] "attempting 40 31"
[1] "attempting 40 32"
[1] "attempting 40 33"
[1] "attempting 40 34"
[1] "attempting 40 35"
[1] "attempting 40 36"
[1] "attempting 40 37"
[1] "attempting 40 38"
[1] "attempting 40 39"
[1] "attempting 40 40"
[1] "attempting 40 41"
[1] "attempting 40 42"
[1] "attempting 40 43"
[1] "attempting 40 44"
[1] "attempting 40 45"
[1] "attempting 40 46"
[1] "attempting 40 47"
[1] "attempting 40 48"
[1] "attempting 40 49"
[1] "attempting 40 50"
[1] "attempting 40 51"
[1] "attempting 40 52"
[1] "attempting 40 53"
[1] "attempting 40 54"
[1] "attempting 40 55"
[1] "attempting 40 56"
[1] "attempting 40 57"
[1] "attempting 40 58"
[1] "attempting 41 2"
[1] "attempting 41 3"
[1] "attempting 41 4"
[1] "attempting 41 5"
[1] "attempting 41 6"
[1] "attempting 41 7"
[1] "attempting 41 8"
[1] "attempting 41 9"
[1] "attempting 41 10"
[1] "attempting 41 11"
[1] "attempting 41 12"
[1] "attempting 41 13"
[1] "attempting 41 14"
[1] "attempting 41 15"
[1] "attempting 41 16"
[1] "attempting 41 17"
[1] "attempting 41 18"
[1] "attempting 41 19"
[1] "attempting 41 20"
[1] "attempting 41 21"
[1] "attempting 41 22"
[1] "attempting 41 23"
[1] "attempting 41 24"
[1] "attempting 41 25"
[1] "attempting 41 26"
[1] "attempting 41 27"
[1] "attempting 41 28"
[1] "attempting 41 29"
[1] "attempting 41 30"
[1] "attempting 41 31"
[1] "attempting 41 32"
[1] "attempting 41 33"
[1] "attempting 41 34"
[1] "attempting 41 35"
[1] "attempting 41 36"
[1] "attempting 41 37"
[1] "attempting 41 38"
[1] "attempting 41 39"
[1] "attempting 41 40"
[1] "attempting 41 41"
[1] "attempting 41 42"
[1] "attempting 41 43"
[1] "attempting 41 44"
[1] "attempting 41 45"
[1] "attempting 41 46"
[1] "attempting 41 47"
[1] "attempting 41 48"
[1] "attempting 41 49"
[1] "attempting 41 50"
[1] "attempting 41 51"
[1] "attempting 41 52"
[1] "attempting 41 53"
[1] "attempting 41 54"
[1] "attempting 41 55"
[1] "attempting 41 56"
[1] "attempting 41 57"
[1] "attempting 41 58"
[1] "attempting 42 2"
[1] "attempting 42 3"
[1] "attempting 42 4"
[1] "attempting 42 5"
[1] "attempting 42 6"
[1] "attempting 42 7"
[1] "attempting 42 8"
[1] "attempting 42 9"
[1] "attempting 42 10"
[1] "attempting 42 11"
[1] "attempting 42 12"
[1] "attempting 42 13"
[1] "attempting 42 14"
[1] "attempting 42 15"
[1] "attempting 42 16"
[1] "attempting 42 17"
[1] "attempting 42 18"
[1] "attempting 42 19"
[1] "attempting 42 20"
[1] "attempting 42 21"
[1] "attempting 42 22"
[1] "attempting 42 23"
[1] "attempting 42 24"
[1] "attempting 42 25"
[1] "attempting 42 26"
[1] "attempting 42 27"
[1] "attempting 42 28"
[1] "attempting 42 29"
[1] "attempting 42 30"
[1] "attempting 42 31"
[1] "attempting 42 32"
[1] "attempting 42 33"
[1] "attempting 42 34"
[1] "attempting 42 35"
[1] "attempting 42 36"
[1] "attempting 42 37"
[1] "attempting 42 38"
[1] "attempting 42 39"
[1] "attempting 42 40"
[1] "attempting 42 41"
[1] "attempting 42 42"
[1] "attempting 42 43"
[1] "attempting 42 44"
[1] "attempting 42 45"
[1] "attempting 42 46"
[1] "attempting 42 47"
[1] "attempting 42 48"
[1] "attempting 42 49"
[1] "attempting 42 50"
[1] "attempting 42 51"
[1] "attempting 42 52"
[1] "attempting 42 53"
[1] "attempting 42 54"
[1] "attempting 42 55"
[1] "attempting 42 56"
[1] "attempting 42 57"
[1] "attempting 42 58"
[1] "attempting 43 2"
[1] "attempting 43 3"
[1] "attempting 43 4"
[1] "attempting 43 5"
[1] "attempting 43 6"
[1] "attempting 43 7"
[1] "attempting 43 8"
[1] "attempting 43 9"
[1] "attempting 43 10"
[1] "attempting 43 11"
[1] "attempting 43 12"
[1] "attempting 43 13"
[1] "attempting 43 14"
[1] "attempting 43 15"
[1] "attempting 43 16"
[1] "attempting 43 17"
[1] "attempting 43 18"
[1] "attempting 43 19"
[1] "attempting 43 20"
[1] "attempting 43 21"
[1] "attempting 43 22"
[1] "attempting 43 23"
[1] "attempting 43 24"
[1] "attempting 43 25"
[1] "attempting 43 26"
[1] "attempting 43 27"
[1] "attempting 43 28"
[1] "attempting 43 29"
[1] "attempting 43 30"
[1] "attempting 43 31"
[1] "attempting 43 32"
[1] "attempting 43 33"
[1] "attempting 43 34"
[1] "attempting 43 35"
[1] "attempting 43 36"
[1] "attempting 43 37"
[1] "attempting 43 38"
[1] "attempting 43 39"
[1] "attempting 43 40"
[1] "attempting 43 41"
[1] "attempting 43 42"
[1] "attempting 43 43"
[1] "attempting 43 44"
[1] "attempting 43 45"
[1] "attempting 43 46"
[1] "attempting 43 47"
[1] "attempting 43 48"
[1] "attempting 43 49"
[1] "attempting 43 50"
[1] "attempting 43 51"
[1] "attempting 43 52"
[1] "attempting 43 53"
[1] "attempting 43 54"
[1] "attempting 43 55"
[1] "attempting 43 56"
[1] "attempting 43 57"
[1] "attempting 43 58"
[1] "attempting 44 2"
[1] "attempting 44 3"
[1] "attempting 44 4"
[1] "attempting 44 5"
[1] "attempting 44 6"
[1] "attempting 44 7"
[1] "attempting 44 8"
[1] "attempting 44 9"
[1] "attempting 44 10"
[1] "attempting 44 11"
[1] "attempting 44 12"
[1] "attempting 44 13"
[1] "attempting 44 14"
[1] "attempting 44 15"
[1] "attempting 44 16"
[1] "attempting 44 17"
[1] "attempting 44 18"
[1] "attempting 44 19"
[1] "attempting 44 20"
[1] "attempting 44 21"
[1] "attempting 44 22"
[1] "attempting 44 23"
[1] "attempting 44 24"
[1] "attempting 44 25"
[1] "attempting 44 26"
[1] "attempting 44 27"
[1] "attempting 44 28"
[1] "attempting 44 29"
[1] "attempting 44 30"
[1] "attempting 44 31"
[1] "attempting 44 32"
[1] "attempting 44 33"
[1] "attempting 44 34"
[1] "attempting 44 35"
[1] "attempting 44 36"
[1] "attempting 44 37"
[1] "attempting 44 38"
[1] "attempting 44 39"
[1] "attempting 44 40"
[1] "attempting 44 41"
[1] "attempting 44 42"
[1] "attempting 44 43"
[1] "attempting 44 44"
[1] "attempting 44 45"
[1] "attempting 44 46"
[1] "attempting 44 47"
[1] "attempting 44 48"
[1] "attempting 44 49"
[1] "attempting 44 50"
[1] "attempting 44 51"
[1] "attempting 44 52"
[1] "attempting 44 53"
[1] "attempting 44 54"
[1] "attempting 44 55"
[1] "attempting 44 56"
[1] "attempting 44 57"
[1] "attempting 44 58"
[1] "attempting 45 2"
[1] "attempting 45 3"
[1] "attempting 45 4"
[1] "attempting 45 5"
[1] "attempting 45 6"
[1] "attempting 45 7"
[1] "attempting 45 8"
[1] "attempting 45 9"
[1] "attempting 45 10"
[1] "attempting 45 11"
[1] "attempting 45 12"
[1] "attempting 45 13"
[1] "attempting 45 14"
[1] "attempting 45 15"
[1] "attempting 45 16"
[1] "attempting 45 17"
[1] "attempting 45 18"
[1] "attempting 45 19"
[1] "attempting 45 20"
[1] "attempting 45 21"
[1] "attempting 45 22"
[1] "attempting 45 23"
[1] "attempting 45 24"
[1] "attempting 45 25"
[1] "attempting 45 26"
[1] "attempting 45 27"
[1] "attempting 45 28"
[1] "attempting 45 29"
[1] "attempting 45 30"
[1] "attempting 45 31"
[1] "attempting 45 32"
[1] "attempting 45 33"
[1] "attempting 45 34"
[1] "attempting 45 35"
[1] "attempting 45 36"
[1] "attempting 45 37"
[1] "attempting 45 38"
[1] "attempting 45 39"
[1] "attempting 45 40"
[1] "attempting 45 41"
[1] "attempting 45 42"
[1] "attempting 45 43"
[1] "attempting 45 44"
[1] "attempting 45 45"
[1] "attempting 45 46"
[1] "attempting 45 47"
[1] "attempting 45 48"
[1] "attempting 45 49"
[1] "attempting 45 50"
[1] "attempting 45 51"
[1] "attempting 45 52"
[1] "attempting 45 53"
[1] "attempting 45 54"
[1] "attempting 45 55"
[1] "attempting 45 56"
[1] "attempting 45 57"
[1] "attempting 45 58"
[1] "attempting 46 2"
[1] "attempting 46 3"
[1] "attempting 46 4"
[1] "attempting 46 5"
[1] "attempting 46 6"
[1] "attempting 46 7"
[1] "attempting 46 8"
[1] "attempting 46 9"
[1] "attempting 46 10"
[1] "attempting 46 11"
[1] "attempting 46 12"
[1] "attempting 46 13"
[1] "attempting 46 14"
[1] "attempting 46 15"
[1] "attempting 46 16"
[1] "attempting 46 17"
[1] "attempting 46 18"
[1] "attempting 46 19"
[1] "attempting 46 20"
[1] "attempting 46 21"
[1] "attempting 46 22"
[1] "attempting 46 23"
[1] "attempting 46 24"
[1] "attempting 46 25"
[1] "attempting 46 26"
[1] "attempting 46 27"
[1] "attempting 46 28"
[1] "attempting 46 29"
[1] "attempting 46 30"
[1] "attempting 46 31"
[1] "attempting 46 32"
[1] "attempting 46 33"
[1] "attempting 46 34"
[1] "attempting 46 35"
[1] "attempting 46 36"
[1] "attempting 46 37"
[1] "attempting 46 38"
[1] "attempting 46 39"
[1] "attempting 46 40"
[1] "attempting 46 41"
[1] "attempting 46 42"
[1] "attempting 46 43"
[1] "attempting 46 44"
[1] "attempting 46 45"
[1] "attempting 46 46"
[1] "attempting 46 47"
[1] "attempting 46 48"
[1] "attempting 46 49"
[1] "attempting 46 50"
[1] "attempting 46 51"
[1] "attempting 46 52"
[1] "attempting 46 53"
[1] "attempting 46 54"
[1] "attempting 46 55"
[1] "attempting 46 56"
[1] "attempting 46 57"
[1] "attempting 46 58"
[1] "attempting 47 2"
[1] "attempting 47 3"
[1] "attempting 47 4"
[1] "attempting 47 5"
[1] "attempting 47 6"
[1] "attempting 47 7"
[1] "attempting 47 8"
[1] "attempting 47 9"
[1] "attempting 47 10"
[1] "attempting 47 11"
[1] "attempting 47 12"
[1] "attempting 47 13"
[1] "attempting 47 14"
[1] "attempting 47 15"
[1] "attempting 47 16"
[1] "attempting 47 17"
[1] "attempting 47 18"
[1] "attempting 47 19"
[1] "attempting 47 20"
[1] "attempting 47 21"
[1] "attempting 47 22"
[1] "attempting 47 23"
[1] "attempting 47 24"
[1] "attempting 47 25"
[1] "attempting 47 26"
[1] "attempting 47 27"
[1] "attempting 47 28"
[1] "attempting 47 29"
[1] "attempting 47 30"
[1] "attempting 47 31"
[1] "attempting 47 32"
[1] "attempting 47 33"
[1] "attempting 47 34"
[1] "attempting 47 35"
[1] "attempting 47 36"
[1] "attempting 47 37"
[1] "attempting 47 38"
[1] "attempting 47 39"
[1] "attempting 47 40"
[1] "attempting 47 41"
[1] "attempting 47 42"
[1] "attempting 47 43"
[1] "attempting 47 44"
[1] "attempting 47 45"
[1] "attempting 47 46"
[1] "attempting 47 47"
[1] "attempting 47 48"
[1] "attempting 47 49"
[1] "attempting 47 50"
[1] "attempting 47 51"
[1] "attempting 47 52"
[1] "attempting 47 53"
[1] "attempting 47 54"
[1] "attempting 47 55"
[1] "attempting 47 56"
[1] "attempting 47 57"
[1] "attempting 47 58"
[1] "attempting 48 2"
[1] "attempting 48 3"
[1] "attempting 48 4"
[1] "attempting 48 5"
[1] "attempting 48 6"
[1] "attempting 48 7"
[1] "attempting 48 8"
[1] "attempting 48 9"
[1] "attempting 48 10"
[1] "attempting 48 11"
[1] "attempting 48 12"
[1] "attempting 48 13"
[1] "attempting 48 14"
[1] "attempting 48 15"
[1] "attempting 48 16"
[1] "attempting 48 17"
[1] "attempting 48 18"
[1] "attempting 48 19"
[1] "attempting 48 20"
[1] "attempting 48 21"
[1] "attempting 48 22"
[1] "attempting 48 23"
[1] "attempting 48 24"
[1] "attempting 48 25"
[1] "attempting 48 26"
[1] "attempting 48 27"
[1] "attempting 48 28"
[1] "attempting 48 29"
[1] "attempting 48 30"
[1] "attempting 48 31"
[1] "attempting 48 32"
[1] "attempting 48 33"
[1] "attempting 48 34"
[1] "attempting 48 35"
[1] "attempting 48 36"
[1] "attempting 48 37"
[1] "attempting 48 38"
[1] "attempting 48 39"
[1] "attempting 48 40"
[1] "attempting 48 41"
[1] "attempting 48 42"
[1] "attempting 48 43"
[1] "attempting 48 44"
[1] "attempting 48 45"
[1] "attempting 48 46"
[1] "attempting 48 47"
[1] "attempting 48 48"
[1] "attempting 48 49"
[1] "attempting 48 50"
[1] "attempting 48 51"
[1] "attempting 48 52"
[1] "attempting 48 53"
[1] "attempting 48 54"
[1] "attempting 48 55"
[1] "attempting 48 56"
[1] "attempting 48 57"
[1] "attempting 48 58"
[1] "attempting 49 2"
[1] "attempting 49 3"
[1] "attempting 49 4"
[1] "attempting 49 5"
[1] "attempting 49 6"
[1] "attempting 49 7"
[1] "attempting 49 8"
[1] "attempting 49 9"
[1] "attempting 49 10"
[1] "attempting 49 11"
[1] "attempting 49 12"
[1] "attempting 49 13"
[1] "attempting 49 14"
[1] "attempting 49 15"
[1] "attempting 49 16"
[1] "attempting 49 17"
[1] "attempting 49 18"
[1] "attempting 49 19"
[1] "attempting 49 20"
[1] "attempting 49 21"
[1] "attempting 49 22"
[1] "attempting 49 23"
[1] "attempting 49 24"
[1] "attempting 49 25"
[1] "attempting 49 26"
[1] "attempting 49 27"
[1] "attempting 49 28"
[1] "attempting 49 29"
[1] "attempting 49 30"
[1] "attempting 49 31"
[1] "attempting 49 32"
[1] "attempting 49 33"
[1] "attempting 49 34"
[1] "attempting 49 35"
[1] "attempting 49 36"
[1] "attempting 49 37"
[1] "attempting 49 38"
[1] "attempting 49 39"
[1] "attempting 49 40"
[1] "attempting 49 41"
[1] "attempting 49 42"
[1] "attempting 49 43"
[1] "attempting 49 44"
[1] "attempting 49 45"
[1] "attempting 49 46"
[1] "attempting 49 47"
[1] "attempting 49 48"
[1] "attempting 49 49"
[1] "attempting 49 50"
[1] "attempting 49 51"
[1] "attempting 49 52"
[1] "attempting 49 53"
[1] "attempting 49 54"
[1] "attempting 49 55"
[1] "attempting 49 56"
[1] "attempting 49 57"
[1] "attempting 49 58"
[1] "attempting 50 2"
[1] "attempting 50 3"
[1] "attempting 50 4"
[1] "attempting 50 5"
[1] "attempting 50 6"
[1] "attempting 50 7"
[1] "attempting 50 8"
[1] "attempting 50 9"
[1] "attempting 50 10"
[1] "attempting 50 11"
[1] "attempting 50 12"
[1] "attempting 50 13"
[1] "attempting 50 14"
[1] "attempting 50 15"
[1] "attempting 50 16"
[1] "attempting 50 17"
[1] "attempting 50 18"
[1] "attempting 50 19"
[1] "attempting 50 20"
[1] "attempting 50 21"
[1] "attempting 50 22"
[1] "attempting 50 23"
[1] "attempting 50 24"
[1] "attempting 50 25"
[1] "attempting 50 26"
[1] "attempting 50 27"
[1] "attempting 50 28"
[1] "attempting 50 29"
[1] "attempting 50 30"
[1] "attempting 50 31"
[1] "attempting 50 32"
[1] "attempting 50 33"
[1] "attempting 50 34"
[1] "attempting 50 35"
[1] "attempting 50 36"
[1] "attempting 50 37"
[1] "attempting 50 38"
[1] "attempting 50 39"
[1] "attempting 50 40"
[1] "attempting 50 41"
[1] "attempting 50 42"
[1] "attempting 50 43"
[1] "attempting 50 44"
[1] "attempting 50 45"
[1] "attempting 50 46"
[1] "attempting 50 47"
[1] "attempting 50 48"
[1] "attempting 50 49"
[1] "attempting 50 50"
[1] "attempting 50 51"
[1] "attempting 50 52"
[1] "attempting 50 53"
[1] "attempting 50 54"
[1] "attempting 50 55"
[1] "attempting 50 56"
[1] "attempting 50 57"
[1] "attempting 50 58"
[1] "attempting 51 2"
[1] "attempting 51 3"
[1] "attempting 51 4"
[1] "attempting 51 5"
[1] "attempting 51 6"
[1] "attempting 51 7"
[1] "attempting 51 8"
[1] "attempting 51 9"
[1] "attempting 51 10"
[1] "attempting 51 11"
[1] "attempting 51 12"
[1] "attempting 51 13"
[1] "attempting 51 14"
[1] "attempting 51 15"
[1] "attempting 51 16"
[1] "attempting 51 17"
[1] "attempting 51 18"
[1] "attempting 51 19"
[1] "attempting 51 20"
[1] "attempting 51 21"
[1] "attempting 51 22"
[1] "attempting 51 23"
[1] "attempting 51 24"
[1] "attempting 51 25"
[1] "attempting 51 26"
[1] "attempting 51 27"
[1] "attempting 51 28"
[1] "attempting 51 29"
[1] "attempting 51 30"
[1] "attempting 51 31"
[1] "attempting 51 32"
[1] "attempting 51 33"
[1] "attempting 51 34"
[1] "attempting 51 35"
[1] "attempting 51 36"
[1] "attempting 51 37"
[1] "attempting 51 38"
[1] "attempting 51 39"
[1] "attempting 51 40"
[1] "attempting 51 41"
[1] "attempting 51 42"
[1] "attempting 51 43"
[1] "attempting 51 44"
[1] "attempting 51 45"
[1] "attempting 51 46"
[1] "attempting 51 47"
[1] "attempting 51 48"
[1] "attempting 51 49"
[1] "attempting 51 50"
[1] "attempting 51 51"
[1] "attempting 51 52"
[1] "attempting 51 53"
[1] "attempting 51 54"
[1] "attempting 51 55"
[1] "attempting 51 56"
[1] "attempting 51 57"
[1] "attempting 51 58"
[1] "attempting 52 2"
[1] "attempting 52 3"
[1] "attempting 52 4"
[1] "attempting 52 5"
[1] "attempting 52 6"
[1] "attempting 52 7"
[1] "attempting 52 8"
[1] "attempting 52 9"
[1] "attempting 52 10"
[1] "attempting 52 11"
[1] "attempting 52 12"
[1] "attempting 52 13"
[1] "attempting 52 14"
[1] "attempting 52 15"
[1] "attempting 52 16"
[1] "attempting 52 17"
[1] "attempting 52 18"
[1] "attempting 52 19"
[1] "attempting 52 20"
[1] "attempting 52 21"
[1] "attempting 52 22"
[1] "attempting 52 23"
[1] "attempting 52 24"
[1] "attempting 52 25"
[1] "attempting 52 26"
[1] "attempting 52 27"
[1] "attempting 52 28"
[1] "attempting 52 29"
[1] "attempting 52 30"
[1] "attempting 52 31"
[1] "attempting 52 32"
[1] "attempting 52 33"
[1] "attempting 52 34"
[1] "attempting 52 35"
[1] "attempting 52 36"
[1] "attempting 52 37"
[1] "attempting 52 38"
[1] "attempting 52 39"
[1] "attempting 52 40"
[1] "attempting 52 41"
[1] "attempting 52 42"
[1] "attempting 52 43"
[1] "attempting 52 44"
[1] "attempting 52 45"
[1] "attempting 52 46"
[1] "attempting 52 47"
[1] "attempting 52 48"
[1] "attempting 52 49"
[1] "attempting 52 50"
[1] "attempting 52 51"
[1] "attempting 52 52"
[1] "attempting 52 53"
[1] "attempting 52 54"
[1] "attempting 52 55"
[1] "attempting 52 56"
[1] "attempting 52 57"
[1] "attempting 52 58"
[1] "attempting 53 2"
[1] "attempting 53 3"
[1] "attempting 53 4"
[1] "attempting 53 5"
[1] "attempting 53 6"
[1] "attempting 53 7"
[1] "attempting 53 8"
[1] "attempting 53 9"
[1] "attempting 53 10"
[1] "attempting 53 11"
[1] "attempting 53 12"
[1] "attempting 53 13"
[1] "attempting 53 14"
[1] "attempting 53 15"
[1] "attempting 53 16"
[1] "attempting 53 17"
[1] "attempting 53 18"
[1] "attempting 53 19"
[1] "attempting 53 20"
[1] "attempting 53 21"
[1] "attempting 53 22"
[1] "attempting 53 23"
[1] "attempting 53 24"
[1] "attempting 53 25"
[1] "attempting 53 26"
[1] "attempting 53 27"
[1] "attempting 53 28"
[1] "attempting 53 29"
[1] "attempting 53 30"
[1] "attempting 53 31"
[1] "attempting 53 32"
[1] "attempting 53 33"
[1] "attempting 53 34"
[1] "attempting 53 35"
[1] "attempting 53 36"
[1] "attempting 53 37"
[1] "attempting 53 38"
[1] "attempting 53 39"
[1] "attempting 53 40"
[1] "attempting 53 41"
[1] "attempting 53 42"
[1] "attempting 53 43"
[1] "attempting 53 44"
[1] "attempting 53 45"
[1] "attempting 53 46"
[1] "attempting 53 47"
[1] "attempting 53 48"
[1] "attempting 53 49"
[1] "attempting 53 50"
[1] "attempting 53 51"
[1] "attempting 53 52"
[1] "attempting 53 53"
[1] "attempting 53 54"
[1] "attempting 53 55"
[1] "attempting 53 56"
[1] "attempting 53 57"
[1] "attempting 53 58"
[1] "attempting 54 2"
[1] "attempting 54 3"
[1] "attempting 54 4"
[1] "attempting 54 5"
[1] "attempting 54 6"
[1] "attempting 54 7"
[1] "attempting 54 8"
[1] "attempting 54 9"
[1] "attempting 54 10"
[1] "attempting 54 11"
[1] "attempting 54 12"
[1] "attempting 54 13"
[1] "attempting 54 14"
[1] "attempting 54 15"
[1] "attempting 54 16"
[1] "attempting 54 17"
[1] "attempting 54 18"
[1] "attempting 54 19"
[1] "attempting 54 20"
[1] "attempting 54 21"
[1] "attempting 54 22"
[1] "attempting 54 23"
[1] "attempting 54 24"
[1] "attempting 54 25"
[1] "attempting 54 26"
[1] "attempting 54 27"
[1] "attempting 54 28"
[1] "attempting 54 29"
[1] "attempting 54 30"
[1] "attempting 54 31"
[1] "attempting 54 32"
[1] "attempting 54 33"
[1] "attempting 54 34"
[1] "attempting 54 35"
[1] "attempting 54 36"
[1] "attempting 54 37"
[1] "attempting 54 38"
[1] "attempting 54 39"
[1] "attempting 54 40"
[1] "attempting 54 41"
[1] "attempting 54 42"
[1] "attempting 54 43"
[1] "attempting 54 44"
[1] "attempting 54 45"
[1] "attempting 54 46"
[1] "attempting 54 47"
[1] "attempting 54 48"
[1] "attempting 54 49"
[1] "attempting 54 50"
[1] "attempting 54 51"
[1] "attempting 54 52"
[1] "attempting 54 53"
[1] "attempting 54 54"
[1] "attempting 54 55"
[1] "attempting 54 56"
[1] "attempting 54 57"
[1] "attempting 54 58"
[1] "attempting 55 2"
[1] "attempting 55 3"
[1] "attempting 55 4"
[1] "attempting 55 5"
[1] "attempting 55 6"
[1] "attempting 55 7"
[1] "attempting 55 8"
[1] "attempting 55 9"
[1] "attempting 55 10"
[1] "attempting 55 11"
[1] "attempting 55 12"
[1] "attempting 55 13"
[1] "attempting 55 14"
[1] "attempting 55 15"
[1] "attempting 55 16"
[1] "attempting 55 17"
[1] "attempting 55 18"
[1] "attempting 55 19"
[1] "attempting 55 20"
[1] "attempting 55 21"
[1] "attempting 55 22"
[1] "attempting 55 23"
[1] "attempting 55 24"
[1] "attempting 55 25"
[1] "attempting 55 26"
[1] "attempting 55 27"
[1] "attempting 55 28"
[1] "attempting 55 29"
[1] "attempting 55 30"
[1] "attempting 55 31"
[1] "attempting 55 32"
[1] "attempting 55 33"
[1] "attempting 55 34"
[1] "attempting 55 35"
[1] "attempting 55 36"
[1] "attempting 55 37"
[1] "attempting 55 38"
[1] "attempting 55 39"
[1] "attempting 55 40"
[1] "attempting 55 41"
[1] "attempting 55 42"
[1] "attempting 55 43"
[1] "attempting 55 44"
[1] "attempting 55 45"
[1] "attempting 55 46"
[1] "attempting 55 47"
[1] "attempting 55 48"
[1] "attempting 55 49"
[1] "attempting 55 50"
[1] "attempting 55 51"
[1] "attempting 55 52"
[1] "attempting 55 53"
[1] "attempting 55 54"
[1] "attempting 55 55"
[1] "attempting 55 56"
[1] "attempting 55 57"
[1] "attempting 55 58"
[1] "attempting 56 2"
[1] "attempting 56 3"
[1] "attempting 56 4"
[1] "attempting 56 5"
[1] "attempting 56 6"
[1] "attempting 56 7"
[1] "attempting 56 8"
[1] "attempting 56 9"
[1] "attempting 56 10"
[1] "attempting 56 11"
[1] "attempting 56 12"
[1] "attempting 56 13"
[1] "attempting 56 14"
[1] "attempting 56 15"
[1] "attempting 56 16"
[1] "attempting 56 17"
[1] "attempting 56 18"
[1] "attempting 56 19"
[1] "attempting 56 20"
[1] "attempting 56 21"
[1] "attempting 56 22"
[1] "attempting 56 23"
[1] "attempting 56 24"
[1] "attempting 56 25"
[1] "attempting 56 26"
[1] "attempting 56 27"
[1] "attempting 56 28"
[1] "attempting 56 29"
[1] "attempting 56 30"
[1] "attempting 56 31"
[1] "attempting 56 32"
[1] "attempting 56 33"
[1] "attempting 56 34"
[1] "attempting 56 35"
[1] "attempting 56 36"
[1] "attempting 56 37"
[1] "attempting 56 38"
[1] "attempting 56 39"
[1] "attempting 56 40"
[1] "attempting 56 41"
[1] "attempting 56 42"
[1] "attempting 56 43"
[1] "attempting 56 44"
[1] "attempting 56 45"
[1] "attempting 56 46"
[1] "attempting 56 47"
[1] "attempting 56 48"
[1] "attempting 56 49"
[1] "attempting 56 50"
[1] "attempting 56 51"
[1] "attempting 56 52"
[1] "attempting 56 53"
[1] "attempting 56 54"
[1] "attempting 56 55"
[1] "attempting 56 56"
[1] "attempting 56 57"
[1] "attempting 56 58"
[1] "attempting 57 2"
[1] "attempting 57 3"
[1] "attempting 57 4"
[1] "attempting 57 5"
[1] "attempting 57 6"
[1] "attempting 57 7"
[1] "attempting 57 8"
[1] "attempting 57 9"
[1] "attempting 57 10"
[1] "attempting 57 11"
[1] "attempting 57 12"
[1] "attempting 57 13"
[1] "attempting 57 14"
[1] "attempting 57 15"
[1] "attempting 57 16"
[1] "attempting 57 17"
[1] "attempting 57 18"
[1] "attempting 57 19"
[1] "attempting 57 20"
[1] "attempting 57 21"
[1] "attempting 57 22"
[1] "attempting 57 23"
[1] "attempting 57 24"
[1] "attempting 57 25"
[1] "attempting 57 26"
[1] "attempting 57 27"
[1] "attempting 57 28"
[1] "attempting 57 29"
[1] "attempting 57 30"
[1] "attempting 57 31"
[1] "attempting 57 32"
[1] "attempting 57 33"
[1] "attempting 57 34"
[1] "attempting 57 35"
[1] "attempting 57 36"
[1] "attempting 57 37"
[1] "attempting 57 38"
[1] "attempting 57 39"
[1] "attempting 57 40"
[1] "attempting 57 41"
[1] "attempting 57 42"
[1] "attempting 57 43"
[1] "attempting 57 44"
[1] "attempting 57 45"
[1] "attempting 57 46"
[1] "attempting 57 47"
[1] "attempting 57 48"
[1] "attempting 57 49"
[1] "attempting 57 50"
[1] "attempting 57 51"
[1] "attempting 57 52"
[1] "attempting 57 53"
[1] "attempting 57 54"
[1] "attempting 57 55"
[1] "attempting 57 56"
[1] "attempting 57 57"
[1] "attempting 57 58"
[1] "attempting 58 2"
[1] "attempting 58 3"
[1] "attempting 58 4"
[1] "attempting 58 5"
[1] "attempting 58 6"
[1] "attempting 58 7"
[1] "attempting 58 8"
[1] "attempting 58 9"
[1] "attempting 58 10"
[1] "attempting 58 11"
[1] "attempting 58 12"
[1] "attempting 58 13"
[1] "attempting 58 14"
[1] "attempting 58 15"
[1] "attempting 58 16"
[1] "attempting 58 17"
[1] "attempting 58 18"
[1] "attempting 58 19"
[1] "attempting 58 20"
[1] "attempting 58 21"
[1] "attempting 58 22"
[1] "attempting 58 23"
[1] "attempting 58 24"
[1] "attempting 58 25"
[1] "attempting 58 26"
[1] "attempting 58 27"
[1] "attempting 58 28"
[1] "attempting 58 29"
[1] "attempting 58 30"
[1] "attempting 58 31"
[1] "attempting 58 32"
[1] "attempting 58 33"
[1] "attempting 58 34"
[1] "attempting 58 35"
[1] "attempting 58 36"
[1] "attempting 58 37"
[1] "attempting 58 38"
[1] "attempting 58 39"
[1] "attempting 58 40"
[1] "attempting 58 41"
[1] "attempting 58 42"
[1] "attempting 58 43"
[1] "attempting 58 44"
[1] "attempting 58 45"
[1] "attempting 58 46"
[1] "attempting 58 47"
[1] "attempting 58 48"
[1] "attempting 58 49"
[1] "attempting 58 50"
[1] "attempting 58 51"
[1] "attempting 58 52"
[1] "attempting 58 53"
[1] "attempting 58 54"
[1] "attempting 58 55"
[1] "attempting 58 56"
[1] "attempting 58 57"
[1] "attempting 58 58"
In [80]:
head(distances)
2 3 4 5 6 7 8 9 10 11 ⋯ 49 50 51 52 53 54 55 56 57 58
2 0 1 1 2 2 1 3 2 2 3 ⋯ 4 3 3 3 3 3 3 5 5 5
3 1 0 1 1 1 1 2 1 1 2 ⋯ 3 3 3 3 3 3 3 4 4 4
4 1 1 0 1 2 2 2 2 2 3 ⋯ 4 4 4 4 4 4 4 5 5 5
5 2 1 1 0 1 2 1 2 2 3 ⋯ 3 4 4 4 4 4 4 4 4 4
6 2 1 2 1 0 2 1 1 2 2 ⋯ 2 4 4 4 4 4 4 3 3 3
7 1 1 2 2 2 0 3 2 2 3 ⋯ 4 2 2 2 2 2 2 5 5 5
In [84]:
similarities <- sapply(2:max(assignments), function(i)
sapply(2:max(assignments), function(j) {
return(clusterSim(cluster1 = geneCommunities[[i]],
cluster2 = geneCommunities[[j]], semData = scGO, measure = "Wang", combine = "BMA"))
}))
In [86]:
head(similarities)
1.000 0.336 0.661 0.620 0.617 0.662 0.578 0.551 0.626 0.418 ⋯ 0.443 0.177 0.528 0.286 0.418 0.319 0.212 0.436 0.270 0.420
0.336 1.000 0.318 0.355 0.314 0.324 0.303 0.323 0.433 0.389 ⋯ 0.339 0.234 0.276 0.375 0.394 0.296 0.178 0.285 0.252 0.221
0.661 0.318 1.000 0.627 0.675 0.639 0.639 0.485 0.594 0.398 ⋯ 0.477 0.170 0.508 0.350 0.444 0.303 0.238 0.467 0.242 0.421
0.620 0.355 0.627 1.000 0.626 0.630 0.604 0.452 0.557 0.412 ⋯ 0.408 0.198 0.501 0.323 0.432 0.350 0.222 0.432 0.238 0.361
0.617 0.314 0.675 0.626 1.000 0.640 0.653 0.499 0.593 0.469 ⋯ 0.528 0.184 0.493 0.325 0.433 0.318 0.212 0.561 0.358 1.000
0.662 0.324 0.639 0.630 0.640 1.000 0.586 0.424 0.588 0.451 ⋯ 0.439 0.189 0.597 0.305 0.455 0.359 0.269 0.423 0.265 0.388
In [14]:
uniprots <- sapply(1:max(assignments), function(i) {
orfs <- getGenes(i)
orfs <- orfs[orfs %in% allGenesInDB]
return(as.character(org.Sc.sgdUNIPROT[orfs]))
})
Warning message in .local(x, ...):
“returned vector has duplicated names”Warning message in .local(x, ...):
“returned vector has duplicated names”Warning message in .local(x, ...):
“returned vector has duplicated names”Warning message in .local(x, ...):
“returned vector has duplicated names”
In [15]:
uniprots[1]
- YAL032C
- 'P28004'
- YAL040C
- 'P13365'
- YBL007C
- 'P32790'
- YBR057C
- 'P38236'
- YBR094W
- 'P38254'
- YBR133C
- 'P38274'
- YBR196C
- 'P12709'
- YBR221C
- 'P32473'
- YBR252W
- 'P33317'
- YBR270C
- 'P38346'
- YBR274W
- 'P38147'
- YCL054W
- 'P25582'
- YCL055W
- 'P25583'
- YCR011C
- 'P25371'
- YCR050C
- 'P25630'
- YCR086W
- 'P25651'
- YDL002C
- 'Q03435'
- YDL012C
- 'Q12489'
- YDL013W
- 'P32828'
- YDL017W
- 'P06243'
- YDL088C
- 'Q05166'
- YDL110C
- 'Q12513'
- YDL111C
- 'Q12277'
- YDL154W
- 'Q12175'
- YDL160C
- 'P39517'
- YDL165W
- 'P06100'
- YDL203C
- 'Q07622'
- YDL215C
- 'P33327'
- YDL236W
- 'P19881'
- YDL246C
- 'Q07786'
- YDR054C
- 'P14682'
- YDR061W
- 'Q12298'
- YDR078C
- 'P38957'
- YDR106W
- 'Q04549'
- YDR122W
- 'P13185'
- YDR148C
- 'P19262'
- YDR151C
- 'P47976'
- YDR167W
- 'Q12030'
- YDR174W
- 'Q03973'
- YDR201W
- 'Q03954'
- YDR206W
- 'Q03466'
- YDR207C
- 'P39001'
- YDR214W
- 'Q12449'
- YDR273W
- 'Q05610'
- YDR311W
- 'P32776'
- YDR315C
- 'Q06667'
- YDR326C
- 'Q06681'
- YDR383C
- 'Q12493'
- YDR439W
- 'Q04087'
- YDR469W
- 'Q03323'
- YDR477W
- 'P06782'
- YDR503C
- 'Q04396'
- YDR510W
- 'Q12306'
- YEL015W
- 'P39998'
- YEL023C
- 'P39992'
- YEL062W
- 'P39923'
- YER027C
- 'Q04739'
- YER065C
- 'P28240'
- YER079W
- 'P40052'
- YER092W
- 'P40060'
- YER105C
- 'P40064'
- YER116C
- 'P40072'
- YER179W
- 'P25453'
- YFL061W
- 'P0CH63'
- YFL061W
- 'P0CH64'
- YFR002W
- 'P34077'
- YFR033C
- 'P00127'
- YFR047C
- 'P43619'
- YFR052W
- 'P32496'
- YFR057W
- 'P43625'
- YGL025C
- 'P40356'
- YGL112C
- 'P53040'
- YGL115W
- 'P12904'
- YGL116W
- 'P26309'
- YGL122C
- 'P32505'
- YGL145W
- 'P33891'
- YGL150C
- 'P53115'
- YGL153W
- 'P53112'
- YGL158W
- 'P38622'
- YGL170C
- 'P45819'
- YGL172W
- 'Q02199'
- YGL175C
- 'P46946'
- YGL180W
- 'P53104'
- YGL192W
- 'P41833'
- YGL208W
- 'P34164'
- YGL221C
- 'P53081'
- YGL229C
- 'P53036'
- YGL238W
- 'P33307'
- YGR014W
- 'P32334'
- YGR024C
- 'P53215'
- YGR046W
- 'P53230'
- YGR057C
- 'P53237'
- YGR058W
- 'P53238'
- YGR099W
- 'P53038'
- YGR117C
- 'P53270'
- YGR119C
- 'P48837'
- YGR120C
- 'P53271'
- YGR136W
- 'P53281'
- YGR155W
- 'P32582'
- YGR158C
- 'P48240'
- YGR253C
- 'P32379'
- YGR268C
- 'P40325'
- YHL006C
- 'P38751'
- YHL009C
- 'P38749'
- YHL046C
- 'P38725'
- YHR016C
- 'P32793'
- YHR032W
- 'P38767'
- YHR057C
- 'P23285'
- YHR060W
- 'P38784'
- YHR102W
- 'P38692'
- YHR128W
- 'P18562'
- YHR129C
- 'P38696'
- YHR140W
- 'P38842'
- YHR158C
- 'P38853'
- YIL013C
- 'P40550'
- YIL065C
- 'P40515'
- YIL105C
- 'P40485'
- YIL132C
- 'P40465'
- YIL144W
- 'P40460'
- YIL172C
- 'P0CW40'
- YIL172C
- 'P0CW41'
- YJL013C
- 'P47074'
- YJL030W
- 'P40958'
- YJL041W
- 'P14907'
- YJL048C
- 'P47049'
- YJL057C
- 'P47042'
- YJL065C
- 'P40366'
- YJL088W
- 'P05150'
- YJL092W
- 'P12954'
- YJL110C
- 'P42944'
- YJL178C
- 'P46989'
- YJL184W
- 'P46984'
- YJR034W
- 'Q02772'
- YJR072C
- 'P47122'
- YJR091C
- 'P47135'
- YJR117W
- 'P47154'
- YJR122W
- 'P47158'
- YJR133W
- 'P47165'
- YJR159W
- 'P35497'
- YKL012W
- 'P33203'
- YKL015W
- 'P25502'
- YKL028W
- 'P36100'
- YKL039W
- 'P32857'
- YKL061W
- 'P35727'
- YKL075C
- 'P36083'
- YKL090W
- 'P36075'
- YKL103C
- 'P14904'
- YKL130C
- 'P36068'
- YKL204W
- 'P36041'
- YKR026C
- 'P14741'
- YKR037C
- 'P36131'
- YKR062W
- 'P36145'
- YLL046C
- 'P32385'
- YLR015W
- 'P43132'
- YLR046C
- 'Q12253'
- YLR113W
- 'P32485'
- YLR150W
- 'P39015'
- YLR243W
- 'Q06543'
- YLR258W
- 'P27472'
- YLR264W
- 'P0C0X0'
- YLR291C
- 'P32502'
- YLR303W
- 'P06106'
- YLR305C
- 'P37297'
- YLR315W
- 'Q06162'
- YLR321C
- 'Q06168'
- YLR323C
- 'P53769'
- YLR345W
- 'Q06137'
- YLR376C
- 'Q12318'
- YLR392C
- 'P18634'
- YLR423C
- 'Q06410'
- YLR432W
- 'P50095'
- YLR433C
- 'P23287'
- YLR447C
- 'P32366'
- YML015C
- 'Q04226'
- YML028W
- 'P34760'
- YML031W
- 'P32500'
- YML114C
- 'Q03750'
- YMR068W
- 'Q04749'
- YMR102C
- 'Q03177'
- YMR129W
- 'P39685'
- YMR153W
- 'Q03790'
- YMR180C
- 'Q03220'
- YMR181C
- 'Q03231'
- YMR224C
- 'P32829'
- YMR226C
- 'Q05016'
- YMR236W
- 'Q05027'
- YMR255W
- 'Q04839'
- YMR267W
- 'P28239'
- YMR269W
- 'Q03525'
- YMR309C
- 'P32497'
- YMR314W
- 'P40302'
- YNL021W
- 'P53973'
- YNL023C
- 'P53971'
- YNL047C
- 'P53955'
- YNL086W
- 'P48232'
- YNL091W
- 'P53935'
- YNL118C
- 'P53550'
- YNL122C
- 'P53921'
- YNL154C
- 'P23292'
- YNL164C
- 'P53892'
- YNL189W
- 'Q02821'
- YNL199C
- 'Q01722'
- YNL201C
- 'P40164'
- YNL218W
- 'P40151'
- YNL236W
- 'P32259'
- YNL244C
- 'P32911'
- YNL288W
- 'P53829'
- YNR029C
- 'P53729'
- YNR048W
- 'P53740'
- YOL020W
- 'P38967'
- YOL058W
- 'P22768'
- YOL082W
- 'P35193'
- YOL105C
- 'Q12215'
- YOL123W
- 'Q99383'
- YOL130W
- 'Q08269'
- YOL149W
- 'Q12517'
- YOR006C
- 'Q12094'
- YOR026W
- 'P26449'
- YOR036W
- 'P32854'
- YOR047C
- 'Q02794'
- YOR062C
- 'P36025'
- YOR078W
- 'Q08492'
- YOR115C
- 'Q99394'
- YOR138C
- 'Q12242'
- YOR164C
- 'Q12125'
- YOR262W
- 'Q08726'
- YOR264W
- 'Q08729'
- YOR284W
- 'Q12134'
- YOR353C
- 'Q08817'
- YOR355W
- 'P41913'
- YOR372C
- 'Q08887'
- YPL019C
- 'Q02725'
- YPL059W
- 'Q02784'
- YPL070W
- 'Q02866'
- YPL110C
- 'Q02979'
- YPL111W
- 'P00812'
- YPL128C
- 'Q02457'
- YPL151C
- 'Q12417'
- YPL174C
- 'P33420'
- YPL211W
- 'Q08962'
- YPL214C
- 'P41835'
- YPL229W
- 'Q99395'
- YPL260W
- 'Q08977'
- YPR020W
- 'Q12233'
- YPR040W
- 'Q12199'
- YPR048W
- 'Q12181'
- YPR062W
- 'Q12178'
- YPR070W
- 'Q12321'
- YPR105C
- 'Q06096'
- YPR115W
- 'Q06108'
- YPR185W
- 'Q06628'
In [12]:
g <- getGenes(2)[getGenes(2) %in% allGenesInDB]
In [13]:
org.Sc.sgdUNIPROT[g]
UNIPROT submap for Yeast (object of class "AnnDbBimap")
In [ ]:
Content source: DavidMcDonald1993/ghsom
Similar notebooks: