Last updated: 2023-02-10
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Knit directory: Cardiotoxicity/
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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.
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
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