Last updated: 2023-02-10

Checks: 7 0

Knit directory: Cardiotoxicity/

This reproducible R Markdown analysis was created with workflowr (version 1.7.0). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.


Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

The command set.seed(20230109) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version ea3f948. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated:


Ignored files:
    Ignored:    .RData
    Ignored:    .Rhistory
    Ignored:    .Rproj.user/
    Ignored:    data/.txt
    Ignored:    data/allgenes.txt
    Ignored:    data/backGL.txt
    Ignored:    data/data_outline.txt
    Ignored:    data/filenameonly.txt
    Ignored:    data/individualDRCfile.RDS
    Ignored:    data/mymatrix.RDS
    Ignored:    data/norm_LDH.csv
    Ignored:    data/norm_counts.csv
    Ignored:    data/response_cluster24h.csv
    Ignored:    data/sigVDA24.txt
    Ignored:    data/sigVDA3.txt
    Ignored:    data/sigVDX24.txt
    Ignored:    data/sigVDX3.txt
    Ignored:    data/sigVEP24.txt
    Ignored:    data/sigVEP3.txt
    Ignored:    data/sigVMT24.txt
    Ignored:    data/sigVMT3.txt
    Ignored:    data/sigVTR24.txt
    Ignored:    data/sigVTR3.txt

Untracked files:
    Untracked:  .RDataTmp
    Untracked:  firstvenn24h.png
    Untracked:  mcor.csv
    Untracked:  reneebasecode.R

Unstaged changes:
    Modified:   Cardiotoxicity.Rproj
    Modified:   code/Corrscripts.R
    Modified:   venn_code.R

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.


These are the previous versions of the repository in which changes were made to the R Markdown (analysis/GO_analysis.Rmd) and HTML (docs/GO_analysis.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File Version Author Date Message
Rmd ea3f948 reneeisnowhere 2023-02-10 updates for the week
Rmd accc241 reneeisnowhere 2023-02-10 updates for the week
Rmd 8c41736 reneeisnowhere 2023-02-07 update with corrMotif
html f147cf9 reneeisnowhere 2023-02-01 Build site.
Rmd 1657edd reneeisnowhere 2023-02-01 updating Go tables
html eed4dc5 reneeisnowhere 2023-01-31 Build site.
Rmd 848eb1a reneeisnowhere 2023-01-31 updating GO plots
Rmd 82b31a0 reneeisnowhere 2023-01-31 updating GEA
Rmd 34a525c reneeisnowhere 2023-01-26 link update
html 41b5f9c reneeisnowhere 2023-01-23 Build site.
Rmd dc890ec reneeisnowhere 2023-01-23 Updating the source dir
Rmd a78eab0 reneeisnowhere 2023-01-23 updated Go analysis
Rmd d9edc06 reneeisnowhere 2023-01-20 try a little update later
Rmd b7eac76 reneeisnowhere 2023-01-20 updating GO
html 6c21cf8 reneeisnowhere 2023-01-20 Build site.
Rmd 443a9f3 reneeisnowhere 2023-01-20 adding in GO analysis

GO Analysis

I have created several files from the RNA analysis that contain the significant genes(determined by adj.P.val < 0.1) from each Time and Condition. The names of the files are in the following format: ‘sigV’+Drug(2 letters)+time.

example: ‘sigVDA3.txt’ means this file contains the significant DE genes from the Daunorubicin 3 hour compared to Vehicle Control 3 hour analysis

library(gprofiler2)
library(tidyverse)
library(ggplot2)
library(readr)
library(BiocGenerics)
library(gridExtra)
library(VennDiagram)
library(kableExtra)
library(scales)
library(ggVennDiagram)

The analysis is based on all genes that passed the rowMeans>0 from the previous page link

Below is the analysis of differentially expressed genes for each treatment at 3 hours and 24 hours.

source term_id term_name intersection_size term_size p_value
GO:BP GO:0006366 transcription by RNA polymerase II 212 2055 1.51e-31
GO:BP GO:0006357 regulation of transcription by RNA polymerase II 206 1978 3.06e-31
GO:BP GO:0097659 nucleic acid-templated transcription 243 2767 3.81e-27
GO:BP GO:0006351 DNA-templated transcription 243 2766 3.81e-27
GO:BP GO:0032774 RNA biosynthetic process 243 2782 7.23e-27
GO:BP GO:0051252 regulation of RNA metabolic process 247 2921 1.06e-25
GO:BP GO:1903506 regulation of nucleic acid-templated transcription 234 2663 1.13e-25
GO:BP GO:0006355 regulation of DNA-templated transcription 234 2662 1.13e-25
GO:BP GO:2001141 regulation of RNA biosynthetic process 234 2670 1.50e-25
GO:BP GO:0010556 regulation of macromolecule biosynthetic process 248 3088 3.55e-23
GO:BP GO:0019219 regulation of nucleobase-containing compound metabolic process 214 3181 7.80e-23
GO:BP GO:0034654 nucleobase-containing compound biosynthetic process 202 3149 3.21e-21
GO:BP GO:0031326 regulation of cellular biosynthetic process 211 3204 3.83e-21
GO:BP GO:0018130 heterocycle biosynthetic process 249 3210 7.32e-21
GO:BP GO:0019438 aromatic compound biosynthetic process 186 3212 1.37e-20
GO:BP GO:0009889 regulation of biosynthetic process 211 3255 2.37e-20
GO:BP GO:1901362 organic cyclic compound biosynthetic process 188 3319 1.13e-19
GO:BP GO:0009059 macromolecule biosynthetic process 220 3801 3.12e-19
GO:BP GO:0044271 cellular nitrogen compound biosynthetic process 222 3820 3.95e-16
GO:BP GO:0031323 regulation of cellular metabolic process 234 4432 1.89e-15
GO:BP GO:0080090 regulation of primary metabolic process 234 4567 3.53e-13
GO:BP GO:0051171 regulation of nitrogen compound metabolic process 239 4443 4.83e-13
GO:BP GO:0044249 cellular biosynthetic process 208 4569 2.48e-12
GO:BP GO:0000122 negative regulation of transcription by RNA polymerase II 83 761 2.91e-12
GO:BP GO:1901576 organic substance biosynthetic process 208 4628 1.02e-11
GO:BP GO:0045892 negative regulation of DNA-templated transcription 100 1041 1.05e-11
GO:BP GO:1903507 negative regulation of nucleic acid-templated transcription 100 1043 1.12e-11
GO:BP GO:1902679 negative regulation of RNA biosynthetic process 100 1044 1.19e-11
GO:BP GO:0051253 negative regulation of RNA metabolic process 105 1137 1.71e-11
GO:BP GO:0009058 biosynthetic process 209 4691 2.15e-11
GO:BP GO:0010558 negative regulation of macromolecule biosynthetic process 106 1237 1.20e-09
GO:BP GO:0045934 negative regulation of nucleobase-containing compound metabolic process 106 1239 1.41e-09
GO:BP GO:0045893 positive regulation of DNA-templated transcription 108 1342 3.35e-09
GO:BP GO:1903508 positive regulation of nucleic acid-templated transcription 108 1342 3.35e-09
GO:BP GO:0010468 regulation of gene expression 212 3687 3.35e-09
GO:BP GO:0051254 positive regulation of RNA metabolic process 114 1469 3.59e-09
GO:BP GO:1902680 positive regulation of RNA biosynthetic process 108 1348 3.93e-09
GO:BP GO:0031327 negative regulation of cellular biosynthetic process 106 1279 9.70e-09
GO:BP GO:0010557 positive regulation of macromolecule biosynthetic process 116 1537 1.15e-08
GO:BP GO:0009890 negative regulation of biosynthetic process 106 1304 2.77e-08
GO:BP GO:0031328 positive regulation of cellular biosynthetic process 119 1614 3.64e-08
GO:BP GO:0045944 positive regulation of transcription by RNA polymerase II 83 952 8.69e-08
GO:BP GO:0009891 positive regulation of biosynthetic process 119 1640 1.04e-07
GO:BP GO:0045935 positive regulation of nucleobase-containing compound metabolic process 117 1641 2.23e-07
GO:BP GO:0031324 negative regulation of cellular metabolic process 127 1830 8.08e-07
GO:BP GO:0060255 regulation of macromolecule metabolic process 111 4772 2.49e-06
GO:BP GO:0019222 regulation of metabolic process 115 5189 1.10e-05
GO:BP GO:0031325 positive regulation of cellular metabolic process 123 2446 1.78e-05
GO:BP GO:0051173 positive regulation of nitrogen compound metabolic process 123 2497 5.00e-05
GO:BP GO:0051172 negative regulation of nitrogen compound metabolic process 126 1905 5.02e-05
GO:CC GO:0090575 RNA polymerase II transcription regulator complex 14 219 3.93e-05
GO:CC GO:0005667 transcription regulator complex 42 413 3.93e-05
GO:MF GO:0003677 DNA binding 197 1908 9.77e-29
GO:MF GO:0140110 transcription regulator activity 168 1431 1.30e-28
GO:MF GO:0000976 transcription cis-regulatory region binding 143 1082 4.97e-28
GO:MF GO:0001067 transcription regulatory region nucleic acid binding 143 1084 4.97e-28
GO:MF GO:0003700 DNA-binding transcription factor activity 138 975 4.97e-28
GO:MF GO:0000977 RNA polymerase II transcription regulatory region sequence-specific DNA binding 136 998 3.16e-27
GO:MF GO:1990837 sequence-specific double-stranded DNA binding 144 1128 4.86e-27
GO:MF GO:0043565 sequence-specific DNA binding 148 1220 3.07e-26
GO:MF GO:0000981 DNA-binding transcription factor activity, RNA polymerase II-specific 130 935 1.74e-25
GO:MF GO:0003690 double-stranded DNA binding 145 1209 7.19e-25
GO:MF GO:0000987 cis-regulatory region sequence-specific DNA binding 92 860 1.13e-22
GO:MF GO:0000978 RNA polymerase II cis-regulatory region sequence-specific DNA binding 91 843 1.33e-22
GO:MF GO:0001217 DNA-binding transcription repressor activity 35 246 2.35e-07
GO:MF GO:0001228 DNA-binding transcription activator activity, RNA polymerase II-specific 39 304 3.92e-07
GO:MF GO:0001216 DNA-binding transcription activator activity 39 308 4.64e-07
GO:MF GO:0001227 DNA-binding transcription repressor activity, RNA polymerase II-specific 33 242 1.69e-06
GO:MF GO:0046872 metal ion binding 204 3328 4.40e-06
GO:MF GO:0043169 cation binding 204 3392 2.37e-05

I first looked at the data with all genes from the sigDA3 dataset. I used the list of all genes based on my rowMeans>0 filtering as background.

Analysis of Up versus Down

I then separated the VDA3 file by log2 Fold Change to see how the gene sets are enriched. Nothing showed up in the GO-BP/CC/MG-down regulated gene-set at a significant level, p<0.05.

Note this is at three hour for Daunorubicin

I next wanted to see what happened at 24 hours with daunorubicin. I used the sigVDA24 file to do this.

source term_id term_name intersection_size term_size p_value
GO:BP GO:0000070 mitotic sister chromatid segregation 74 192 8.62e-05
GO:BP GO:0000819 sister chromatid segregation 81 215 8.62e-05
GO:BP GO:0045930 negative regulation of mitotic cell cycle 83 212 8.62e-05
GO:CC GO:0098687 chromosomal region 126 353 2.75e-08
GO:CC GO:0000775 chromosome, centromeric region 89 229 2.23e-06
GO:CC GO:0000940 outer kinetochore 11 12 2.39e-05
GO:CC GO:0000779 condensed chromosome, centromeric region 64 167 4.66e-05

Here I was able to visualize the 24 hour GO analysis of daunorubicin.

##Venn Diagrams

[1] 8887

[1] 554

[1] 7732

[1] 6808

[1] 6858

[1] 1251

[1] 8925

Tell me more! what are those genes at 24 hours?? give me some GO! # Graphing GO

# list24totvenn <- get.venn.partitions(total24)
# all24hour <- listvenn$values[1]

##From Cormotif
response_cluster24h <-  read_csv("data/response_cluster24h.csv", 
    col_types = cols(...1 = col_skip()))
length(response_cluster24h$x)
[1] 1489
gostrescorm24 <- gost(query = response_cluster24h$x,  organism = "hsapiens",
  ordered_query = FALSE,
  domain_scope = "custom",
  measure_underrepresentation = FALSE,
  evcodes = FALSE,
  user_threshold = 0.0001,
  correction_method = c("fdr"),
  custom_bg = backGL$ENTREZID,
  sources=c("GO:BP","GO:MF", "GO:CC"))
pDA24 <- gostplot(gostrescorm24, capped = FALSE, interactive = TRUE)
pDA24
# (gostres$result$p_value)
table3 <- gostrescorm24$result %>%
  dplyr::select(c(source, term_id, term_name,intersection_size, term_size, p_value)) %>% 
  mutate_at(.cols = 6, .funs= scientific_format()) %>% 
  kable(.,) %>% 
  kable_paper("striped", full_width = FALSE) %>%  
  kable_styling(full_width = FALSE, position = "left",bootstrap_options = c("striped","hover"))
  table3
source term_id term_name intersection_size term_size p_value
GO:BP GO:0007049 cell cycle 308 1529 5.34e-32
GO:BP GO:0000278 mitotic cell cycle 200 841 4.69e-29
GO:BP GO:1903047 mitotic cell cycle process 177 704 1.30e-28
GO:BP GO:0022402 cell cycle process 227 1051 3.54e-27
GO:BP GO:0051726 regulation of cell cycle 205 959 1.30e-23
GO:BP GO:0051301 cell division 145 577 3.65e-23
GO:BP GO:0000280 nuclear division 113 389 3.65e-23
GO:BP GO:0010564 regulation of cell cycle process 152 622 4.32e-23
GO:BP GO:0007059 chromosome segregation 100 327 3.02e-22
GO:BP GO:0051276 chromosome organization 133 523 1.05e-21
GO:BP GO:0140014 mitotic nuclear division 92 297 7.73e-21
GO:BP GO:0048285 organelle fission 114 432 8.20e-20
GO:BP GO:0098813 nuclear chromosome segregation 85 269 8.20e-20
GO:BP GO:0000819 sister chromatid segregation 73 215 7.06e-19
GO:BP GO:0000070 mitotic sister chromatid segregation 68 192 1.14e-18
GO:BP GO:0000075 cell cycle checkpoint signaling 65 182 4.96e-18
GO:BP GO:0007093 mitotic cell cycle checkpoint signaling 55 139 1.84e-17
GO:BP GO:0007346 regulation of mitotic cell cycle 108 447 1.09e-15
GO:BP GO:0045786 negative regulation of cell cycle 91 344 1.10e-15
GO:BP GO:0044770 cell cycle phase transition 115 504 7.51e-15
GO:BP GO:0045930 negative regulation of mitotic cell cycle 66 212 7.51e-15
GO:BP GO:0006260 DNA replication 75 262 8.66e-15
GO:BP GO:1901988 negative regulation of cell cycle phase transition 70 235 9.68e-15
GO:BP GO:1901987 regulation of cell cycle phase transition 96 392 2.61e-14
GO:BP GO:0010948 negative regulation of cell cycle process 76 273 2.61e-14
GO:BP GO:0051783 regulation of nuclear division 46 118 2.89e-14
GO:BP GO:0044772 mitotic cell cycle phase transition 100 419 3.41e-14
GO:BP GO:0007088 regulation of mitotic nuclear division 42 103 8.64e-14
GO:BP GO:0090068 positive regulation of cell cycle process 63 207 9.72e-14
GO:BP GO:0006261 DNA-templated DNA replication 52 152 1.66e-13
GO:BP GO:0051983 regulation of chromosome segregation 45 119 2.03e-13
GO:BP GO:1901990 regulation of mitotic cell cycle phase transition 80 310 3.58e-13
GO:BP GO:1901991 negative regulation of mitotic cell cycle phase transition 54 167 6.55e-13
GO:BP GO:0033048 negative regulation of mitotic sister chromatid segregation 27 48 7.12e-13
GO:BP GO:0033046 negative regulation of sister chromatid segregation 27 48 7.12e-13
GO:BP GO:2000816 negative regulation of mitotic sister chromatid separation 27 48 7.12e-13
GO:BP GO:1905819 negative regulation of chromosome separation 27 49 1.36e-12
GO:BP GO:0051985 negative regulation of chromosome segregation 27 49 1.36e-12
GO:BP GO:0033047 regulation of mitotic sister chromatid segregation 28 53 1.72e-12
GO:BP GO:0007051 spindle organization 57 187 1.72e-12
GO:BP GO:1903046 meiotic cell cycle process 48 141 2.01e-12
GO:BP GO:0000226 microtubule cytoskeleton organization 116 554 2.08e-12
GO:BP GO:1905818 regulation of chromosome separation 40 103 2.08e-12
GO:BP GO:0045841 negative regulation of mitotic metaphase/anaphase transition 26 47 3.29e-12
GO:BP GO:1902100 negative regulation of metaphase/anaphase transition of cell cycle 26 48 6.35e-12
GO:BP GO:0051304 chromosome separation 43 121 7.89e-12
GO:BP GO:0071173 spindle assembly checkpoint signaling 25 45 8.30e-12
GO:BP GO:0007094 mitotic spindle assembly checkpoint signaling 25 45 8.30e-12
GO:BP GO:0071174 mitotic spindle checkpoint signaling 25 45 8.30e-12
GO:BP GO:0045787 positive regulation of cell cycle 72 282 1.12e-11
GO:BP GO:0031577 spindle checkpoint signaling 25 46 1.58e-11
GO:BP GO:1902850 microtubule cytoskeleton organization involved in mitosis 49 154 1.64e-11
GO:BP GO:0051321 meiotic cell cycle 56 193 2.27e-11
GO:BP GO:0006259 DNA metabolic process 162 908 2.45e-11
GO:BP GO:0051784 negative regulation of nuclear division 28 58 2.45e-11
GO:BP GO:0045839 negative regulation of mitotic nuclear division 27 55 3.87e-11
GO:BP GO:0033045 regulation of sister chromatid segregation 37 99 6.33e-11
GO:BP GO:0010965 regulation of mitotic sister chromatid separation 35 92 1.45e-10
GO:BP GO:0140013 meiotic nuclear division 42 126 1.46e-10
GO:BP GO:0006974 cellular response to DNA damage stimulus 145 801 1.54e-10
GO:BP GO:0031570 DNA integrity checkpoint signaling 42 127 1.91e-10
GO:BP GO:0007052 mitotic spindle organization 42 129 3.39e-10
GO:BP GO:0051306 mitotic sister chromatid separation 35 95 3.99e-10
GO:BP GO:0007091 metaphase/anaphase transition of mitotic cell cycle 34 91 5.06e-10
GO:BP GO:0044784 metaphase/anaphase transition of cell cycle 34 92 7.14e-10
GO:BP GO:0007017 microtubule-based process 138 769 1.00e-09
GO:BP GO:0065004 protein-DNA complex assembly 50 177 1.10e-09
GO:BP GO:0030071 regulation of mitotic metaphase/anaphase transition 33 89 1.26e-09
GO:BP GO:1902099 regulation of metaphase/anaphase transition of cell cycle 33 90 1.77e-09
GO:BP GO:2001251 negative regulation of chromosome organization 33 93 4.89e-09
GO:BP GO:0016043 cellular component organization 634 5135 5.47e-09
GO:BP GO:0006996 organelle organization 403 3007 5.93e-09
GO:BP GO:0051225 spindle assembly 38 119 6.09e-09
GO:BP GO:0008608 attachment of spindle microtubules to kinetochore 21 42 8.57e-09
GO:BP GO:0033554 cellular response to stress 250 1699 1.48e-08
GO:BP GO:0044839 cell cycle G2/M phase transition 43 150 1.65e-08
GO:BP GO:0051716 cellular response to stimulus 631 5146 2.34e-08
GO:BP GO:0000086 G2/M transition of mitotic cell cycle 40 135 2.34e-08
GO:BP GO:0044774 mitotic DNA integrity checkpoint signaling 30 84 2.76e-08
GO:BP GO:0051310 metaphase plate congression 27 70 2.85e-08
GO:BP GO:0032465 regulation of cytokinesis 29 80 3.52e-08
GO:BP GO:0050896 response to stimulus 716 5975 3.52e-08
GO:BP GO:0000910 cytokinesis 44 164 9.35e-08
GO:BP GO:0050000 chromosome localization 29 83 9.35e-08
GO:BP GO:0006270 DNA replication initiation 18 35 9.35e-08
GO:BP GO:0071459 protein localization to chromosome, centromeric region 18 35 9.35e-08
GO:BP GO:0006281 DNA repair 100 539 1.10e-07
GO:BP GO:0051302 regulation of cell division 41 148 1.18e-07
GO:BP GO:0071840 cellular component organization or biogenesis 644 5328 1.72e-07
GO:BP GO:0035556 intracellular signal transduction 293 2117 2.09e-07
GO:BP GO:0051303 establishment of chromosome localization 27 76 2.14e-07
GO:BP GO:0090329 regulation of DNA-templated DNA replication 22 53 2.17e-07
GO:BP GO:0033044 regulation of chromosome organization 55 238 2.99e-07
GO:BP GO:0000077 DNA damage checkpoint signaling 35 119 3.21e-07
GO:BP GO:0051383 kinetochore organization 14 23 3.37e-07
GO:BP GO:0061982 meiosis I cell cycle process 28 83 3.95e-07
GO:BP GO:0071824 protein-DNA complex subunit organization 50 209 4.35e-07
GO:BP GO:0034508 centromere complex assembly 16 31 6.65e-07
GO:BP GO:0042770 signal transduction in response to DNA damage 44 175 7.05e-07
GO:BP GO:0044773 mitotic DNA damage checkpoint signaling 27 80 7.05e-07
GO:BP GO:0034502 protein localization to chromosome 31 103 1.27e-06
GO:BP GO:0010389 regulation of G2/M transition of mitotic cell cycle 29 93 1.50e-06
GO:BP GO:0006275 regulation of DNA replication 34 122 2.19e-06
GO:BP GO:0000076 DNA replication checkpoint signaling 11 16 2.42e-06
GO:BP GO:0006950 response to stress 367 2838 3.55e-06
GO:BP GO:0007080 mitotic metaphase plate congression 21 56 3.70e-06
GO:BP GO:0001932 regulation of protein phosphorylation 134 842 3.90e-06
GO:BP GO:0009314 response to radiation 70 359 3.92e-06
GO:BP GO:0000281 mitotic cytokinesis 26 81 3.93e-06
GO:BP GO:0007098 centrosome cycle 34 125 3.97e-06
GO:BP GO:1902749 regulation of cell cycle G2/M phase transition 30 104 5.70e-06
GO:BP GO:0051256 mitotic spindle midzone assembly 8 9 6.67e-06
GO:BP GO:0010212 response to ionizing radiation 35 134 7.46e-06
GO:BP GO:0044786 cell cycle DNA replication 17 40 7.64e-06
GO:BP GO:0007127 meiosis I 25 79 9.13e-06
GO:BP GO:0006468 protein phosphorylation 180 1231 9.13e-06
GO:BP GO:0065009 regulation of molecular function 316 2407 9.17e-06
GO:BP GO:0071478 cellular response to radiation 39 161 1.21e-05
GO:BP GO:0051984 positive regulation of chromosome segregation 13 25 1.26e-05
GO:BP GO:0051988 regulation of attachment of spindle microtubules to kinetochore 11 18 1.26e-05
GO:BP GO:0051255 spindle midzone assembly 9 12 1.26e-05
GO:BP GO:0048523 negative regulation of cellular process 461 3736 1.26e-05
GO:BP GO:0033043 regulation of organelle organization 156 1040 1.33e-05
GO:BP GO:0007010 cytoskeleton organization 180 1239 1.34e-05
GO:BP GO:0032467 positive regulation of cytokinesis 15 33 1.34e-05
GO:BP GO:0016310 phosphorylation 210 1493 1.39e-05
GO:BP GO:0048518 positive regulation of biological process 564 4711 1.60e-05
GO:BP GO:0042325 regulation of phosphorylation 146 962 1.61e-05
GO:BP GO:0009411 response to UV 35 139 1.73e-05
GO:BP GO:0010639 negative regulation of organelle organization 63 326 2.10e-05
GO:BP GO:0032508 DNA duplex unwinding 26 88 2.10e-05
GO:BP GO:0007154 cell communication 529 4390 2.12e-05
GO:BP GO:0045132 meiotic chromosome segregation 22 67 2.18e-05
GO:BP GO:0042771 intrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator 17 43 2.28e-05
GO:BP GO:0032392 DNA geometric change 27 94 2.28e-05
GO:BP GO:0140694 non-membrane-bounded organelle assembly 67 356 2.38e-05
GO:BP GO:0031023 microtubule organizing center organization 34 135 2.38e-05
GO:BP GO:0000022 mitotic spindle elongation 8 10 2.47e-05
GO:BP GO:0051338 regulation of transferase activity 117 740 3.16e-05
GO:BP GO:0008283 cell population proliferation 201 1438 3.76e-05
GO:BP GO:0023052 signaling 521 4341 4.58e-05
GO:BP GO:0033260 nuclear DNA replication 15 36 4.73e-05
GO:BP GO:0061640 cytoskeleton-dependent cytokinesis 28 104 5.65e-05
GO:BP GO:0048522 positive regulation of cellular process 514 4283 5.74e-05
GO:BP GO:0050790 regulation of catalytic activity 248 1856 6.13e-05
GO:BP GO:0072332 intrinsic apoptotic signaling pathway by p53 class mediator 23 77 7.19e-05
GO:BP GO:0000079 regulation of cyclin-dependent protein serine/threonine kinase activity 26 94 7.62e-05
GO:BP GO:0051231 spindle elongation 8 11 7.68e-05
GO:BP GO:1902969 mitotic DNA replication 9 14 7.69e-05
GO:BP GO:0045859 regulation of protein kinase activity 89 534 7.85e-05
GO:BP GO:0007143 female meiotic nuclear division 12 25 9.15e-05
GO:CC GO:0000775 chromosome, centromeric region 74 229 1.81e-17
GO:CC GO:0098687 chromosomal region 95 353 6.41e-17
GO:CC GO:0000793 condensed chromosome 74 239 9.76e-17
GO:CC GO:0005694 chromosome 242 1392 3.48e-16
GO:CC GO:0005819 spindle 96 388 7.85e-15
GO:CC GO:0000779 condensed chromosome, centromeric region 54 167 4.56e-13
GO:CC GO:0000776 kinetochore 52 158 5.65e-13
GO:CC GO:0015630 microtubule cytoskeleton 200 1179 3.92e-12
GO:CC GO:0043232 intracellular non-membrane-bounded organelle 548 4181 7.20e-12
GO:CC GO:0043228 non-membrane-bounded organelle 548 4181 7.20e-12
GO:CC GO:0072686 mitotic spindle 51 166 1.45e-11
GO:CC GO:0005856 cytoskeleton 284 1894 4.43e-11
GO:CC GO:0000922 spindle pole 47 161 8.46e-10
GO:CC GO:0044815 DNA packaging complex 37 111 1.74e-09
GO:CC GO:0000228 nuclear chromosome 52 207 2.75e-08
GO:CC GO:0099513 polymeric cytoskeletal fiber 101 539 3.52e-08
GO:CC GO:0099080 supramolecular complex 171 1075 3.67e-08
GO:CC GO:0005815 microtubule organizing center 126 743 1.66e-07
GO:CC GO:0005874 microtubule 77 387 2.38e-07
GO:CC GO:0099512 supramolecular fiber 126 749 2.48e-07
GO:CC GO:0030496 midbody 47 192 3.35e-07
GO:CC GO:0099081 supramolecular polymer 126 757 4.34e-07
GO:CC GO:0005813 centrosome 102 577 5.18e-07
GO:CC GO:0051233 spindle midzone 16 34 1.87e-06
GO:CC GO:0071162 CMG complex 9 11 2.12e-06
GO:CC GO:0032993 protein-DNA complex 40 164 3.96e-06
GO:CC GO:0005876 spindle microtubule 25 79 4.95e-06
GO:CC GO:0005657 replication fork 23 69 5.21e-06
GO:CC GO:0031261 DNA replication preinitiation complex 9 12 6.64e-06
GO:CC GO:0000794 condensed nuclear chromosome 19 53 1.64e-05
GO:CC GO:0005875 microtubule associated complex 33 136 4.87e-05
GO:CC GO:0000786 nucleosome 22 73 5.95e-05
GO:CC GO:0005871 kinesin complex 16 43 6.76e-05
GO:MF GO:0017116 single-stranded DNA helicase activity 15 23 2.26e-07
GO:MF GO:0030527 structural constituent of chromatin 22 47 2.26e-07
GO:MF GO:0003774 cytoskeletal motor activity 30 90 7.91e-07
GO:MF GO:0003777 microtubule motor activity 23 56 7.91e-07
GO:MF GO:0140657 ATP-dependent activity 83 451 1.59e-05
GO:MF GO:0046982 protein heterodimerization activity 52 247 5.93e-05
GO:MF GO:0005515 protein binding 1204 11164 5.93e-05

sessionInfo()
R version 4.2.2 (2022-10-31 ucrt)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 19044)

Matrix products: default

locale:
[1] LC_COLLATE=English_United States.utf8 
[2] LC_CTYPE=English_United States.utf8   
[3] LC_MONETARY=English_United States.utf8
[4] LC_NUMERIC=C                          
[5] LC_TIME=English_United States.utf8    

attached base packages:
[1] grid      stats     graphics  grDevices utils     datasets  methods  
[8] base     

other attached packages:
 [1] ggVennDiagram_1.2.2 scales_1.2.1        kableExtra_1.3.4   
 [4] VennDiagram_1.7.3   futile.logger_1.4.3 gridExtra_2.3      
 [7] BiocGenerics_0.42.0 forcats_1.0.0       stringr_1.5.0      
[10] dplyr_1.1.0         purrr_1.0.1         readr_2.1.3        
[13] tidyr_1.3.0         tibble_3.1.8        ggplot2_3.4.0      
[16] tidyverse_1.3.2     gprofiler2_0.2.1    workflowr_1.7.0    

loaded via a namespace (and not attached):
  [1] googledrive_2.0.0    colorspace_2.1-0     class_7.3-21        
  [4] ellipsis_0.3.2       rprojroot_2.0.3      fs_1.6.1            
  [7] proxy_0.4-27         rstudioapi_0.14      farver_2.1.1        
 [10] bit64_4.0.5          fansi_1.0.4          lubridate_1.9.1     
 [13] xml2_1.3.3           cachem_1.0.6         knitr_1.42          
 [16] jsonlite_1.8.4       broom_1.0.3          dbplyr_2.3.0        
 [19] shiny_1.7.4          compiler_4.2.2       httr_1.4.4          
 [22] backports_1.4.1      assertthat_0.2.1     fastmap_1.1.0       
 [25] lazyeval_0.2.2       gargle_1.3.0         cli_3.6.0           
 [28] later_1.3.0          formatR_1.14         htmltools_0.5.4     
 [31] tools_4.2.2          gtable_0.3.1         glue_1.6.2          
 [34] Rcpp_1.0.10          cellranger_1.1.0     jquerylib_0.1.4     
 [37] vctrs_0.5.2          svglite_2.1.1        crosstalk_1.2.0     
 [40] xfun_0.37            ps_1.7.2             rvest_1.0.3         
 [43] timechange_0.2.0     mime_0.12            lifecycle_1.0.3     
 [46] googlesheets4_1.0.1  getPass_0.2-2        vroom_1.6.1         
 [49] hms_1.1.2            promises_1.2.0.1     parallel_4.2.2      
 [52] lambda.r_1.2.4       yaml_2.3.7           sass_0.4.5          
 [55] stringi_1.7.12       highr_0.10           e1071_1.7-13        
 [58] rlang_1.0.6          pkgconfig_2.0.3      systemfonts_1.0.4   
 [61] bitops_1.0-7         evaluate_0.20        sf_1.0-9            
 [64] htmlwidgets_1.6.1    labeling_0.4.2       bit_4.0.5           
 [67] processx_3.8.0       tidyselect_1.2.0     magrittr_2.0.3      
 [70] R6_2.5.1             generics_0.1.3       DBI_1.1.3           
 [73] pillar_1.8.1         haven_2.5.1          whisker_0.4.1       
 [76] withr_2.5.0          units_0.8-1          RCurl_1.98-1.10     
 [79] modelr_0.1.10        crayon_1.5.2         futile.options_1.0.1
 [82] KernSmooth_2.23-20   utf8_1.2.3           plotly_4.10.1       
 [85] RVenn_1.1.0          tzdb_0.3.0           rmarkdown_2.20      
 [88] readxl_1.4.1         data.table_1.14.6    callr_3.7.3         
 [91] git2r_0.31.0         reprex_2.0.2         digest_0.6.31       
 [94] classInt_0.4-8       webshot_0.5.4        xtable_1.8-4        
 [97] httpuv_1.6.8         munsell_0.5.0        viridisLite_0.4.1   
[100] bslib_0.4.2