Last updated: 2022-05-18

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Knit directory: logistic-susie-gsea/

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library(gseasusie)
library(ggplot2)
library(tidyverse)
library(targets)

tar_load(baboon_diet_enrichment_summary)
results <- baboon_diet_enrichment_summary
res <- results$enrichment_summary[[2]]
res <- res %>%
  mutate(pval_marginal = 2*pnorm(-abs(effect_marginal/effect_se_marginal))) %>%
  mutate(pval_residual = 2*pnorm(-abs(effect_residual/effect_se_residual)))

res %>% gseasusie::enrichment_volcano2()
res %>% gseasusie::residual_enrichment_histogram2()
res %>% gseasusie:::static_table()
results <- results %>% arrange(experiment, ptop, db)
experiments <- results$experiment %>% unique()

for(this_experiment in experiments){
  cat('\n')
  cat('##', this_experiment)

  sub_res <- results %>% filter(experiment == this_experiment)

  N <- dim(sub_res)[1]
  for (i in 1:N){
    this_db <- sub_res$db[[i]]
    this_ptop <- sub_res$ptop[[i]]
    res <- sub_res$enrichment_summary[[i]]

    cat("\n") 
    cat("### prop genes = ", this_ptop, ', db = ', this_db, "\n") # Create second level headings with the names.
    volcano <- res %>% gseasusie::enrichment_volcano2()
    hist <- res %>% filter(overlap > 0) %>% residual_enrichment_histogram2() 
    print(volcano)
    print(hist)
    cat("\n\n")
    print(gseasusie:::static_table(res))
  }
}

Adipose

prop genes = 0.05 , db = all_msigdb

Version Author Date
6e2224f karltayeb 2022-04-12

Version Author Date
6e2224f karltayeb 2022-04-12
geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M13283 Liver selective genes 203 104 1.37 1.82 1 1 2.24e-81 1
L2
M2194 Genes down-regulated in liver samples of liver-specific knockout of HNF4A [GeneID=3172]. 138 63 1.24 2.06 1 1 3.25e-45 8
L3
M7054 Genes up-regulated specifically in human liver tissue. 44 35 1.89 2.96 1 1 6.08e-38 14
L4
M38993 Transcriptome of human HepaRG hepatocellular carcinoma liver progenitors in responses to a WNT3A-enriched microenvironment and dissection of pathways dependent on _-catenin and/or blocked by the SFRP-like Wnt inhibitor FZD8_CRD. 335 84 0.85 1.22 1 1 2.04e-36 16
L5
M14108 Neighborhood of HPX 108 73 1.64 1.95 0.998 0.998 1.61e-69 2
L6
M2396 Genes down-regulated in pancreatic islets upon knockout of HNF1A [GeneID=6927]. 90 29 0.972 1.83 1 1 1.98e-16 38

prop genes = 0.1 , db = all_msigdb

Version Author Date
6e2224f karltayeb 2022-04-12

geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M13283 Liver selective genes 203 115 1.1 1.44 1 1 3.2e-62 1
L2
M2194 Genes down-regulated in liver samples of liver-specific knockout of HNF4A [GeneID=3172]. 138 71 1 1.62 1 1 5.79e-35 7
L3
M14108 Neighborhood of HPX 108 76 1.35 1.58 0.982 0.982 1.76e-51 2
L4
M15429 Genes having at least one occurrence of the motif GGTTAATNWTTAMCN in the regions spanning 4 kb centered on their transcription starting sites [-2kb, +2kb]. This matches the TCF1 [GeneSymbol=TCF1] transcription factor binding site V$HNF1_01 (v7.4 TRANSFAC). 205 61 0.596 1.13 1 1 1.74e-15 32
L5
M38993 Transcriptome of human HepaRG hepatocellular carcinoma liver progenitors in responses to a WNT3A-enriched microenvironment and dissection of pathways dependent on _-catenin and/or blocked by the SFRP-like Wnt inhibitor FZD8_CRD. 335 106 0.646 0.942 1 1 1.52e-28 14
L6
M7054 Genes up-regulated specifically in human liver tissue. 44 35 1.55 2.34 1 1 1.97e-27 16
L7
M10712 A small subcellular vesicle, surrounded by a membrane, that is formed from the Golgi apparatus and contains a highly concentrated protein destined for secretion. Secretory granules move towards the periphery of the cell and upon stimulation, their membranes fuse with the cell membrane, and their protein load is exteriorized. Processing of the contained protein may take place in secretory granules. [GOC:mah, ISBN:0198506732] 668 130 0.361 0.677 0.983 0.983 4.85e-14 38

prop genes = 0.2 , db = all_msigdb

geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M13283 Liver selective genes 203 130 0.87 1.5 1 1 4.92e-43 1
L2
M2194 Genes down-regulated in liver samples of liver-specific knockout of HNF4A [GeneID=3172]. 138 86 0.832 1.49 1 1 1.37e-27 6
L3
M11266 Lysosome 110 50 0.528 1.17 0.998 0.998 1.85e-09 56
L4
M7054 Genes up-regulated specifically in human liver tissue. 44 38 1.41 2.33 1 1 4.4e-21 11
L5
M13558 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 oxygen-containing compound stimulus. [GOC:pr, GOC:TermGenie] 1310 369 0.217 0.379 0.999 0.999 1.49e-13 24
L7
M15429 Genes having at least one occurrence of the motif GGTTAATNWTTAMCN in the regions spanning 4 kb centered on their transcription starting sites [-2kb, +2kb]. This matches the TCF1 [GeneSymbol=TCF1] transcription factor binding site V$HNF1_01 (v7.4 TRANSFAC). 205 85 0.461 0.882 0.999 0.999 1.57e-12 27

prop genes = 0.5 , db = all_msigdb

geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M13283 Liver selective genes 203 160 0.578 1.15 1 1 2.94e-17 1
L2
M567 SRP-dependent cotranslational protein targeting to membrane 100 16 -0.724 -1.51 0.953 0.953 1.3e-12 3
L3
M39417 Electron transport chain: OXPHOS system in mitochondria 63 9 -0.781 -1.55 0.936 0.936 3.29e-09 24
M18264 Genes involved in oxidative phosphorylation; based on literature and sequence annotation resources and converted to Affymetrix HG-U133A probe sets. 57 9 -0.729 -0.0372 0.0244 0.0248 8.47e-08 43

Liver

prop genes = 0.05 , db = all_msigdb

geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M8295 Neighborhood of TTN 25 22 2.16 4.25 1 1 3.52e-26 5
L2
M12628 A process in which force is generated within muscle tissue, resulting in a change in muscle geometry. Force generation involves a chemo-mechanical energy conversion step that is carried out by the actin/myosin complex activity, which generates force through ATP hydrolysis. [GOC:ef, GOC:mtg_muscle, ISBN:0198506732] 286 71 0.837 1.45 0.999 0.999 1.55e-30 1
L3
M9898 Set ‘Suz12 targets’: genes identified by ChIP on chip as targets of the Polycomb protein SUZ12 [GeneID=23512] in human embryonic stem cells. 711 97 0.521 1.07 1 1 4.54e-20 9
L4
M17471 Genes up-regulated in invasive ductal carcinoma (IDC) relative to ductal carcinoma in situ (DCIS, non-invasive). 314 52 0.601 1.22 1 1 1.6e-14 43

prop genes = 0.1 , db = all_msigdb

geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M1920 Genes forming the macrophage-enriched metabolic network (MEMN) claimed to have a causal relationship with the metabolic syndrom traits. 1080 241 0.466 0.785 1 1 7.26e-36 1
L10
M2009 Genes with high-CpG-density promoters (HCP) bearing histone H3 trimethylation mark at K27 (H3K27me3) in neural progenitor cells (NPC). 226 58 0.505 1.04 1 1 8.7e-12 145
L2
M8295 Neighborhood of TTN 25 23 2.02 3.83 1 1 2.09e-21 19
L3
M5389 Genes whose expression increases with age in normal kidney. 413 122 0.606 0.99 1 1 1.38e-29 4
L4
M42761 Any process that modulates the frequency, rate or extent of the directed movement of ions from one side of a membrane to the other. [GOC:mah] 362 97 0.54 0.706 0.764 0.764 2.65e-20 28
M15848 Any process that modulates the frequency, rate or extent of the directed movement of charged atoms or small charged molecules into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore. [GOC:jl] 513 123 0.479 0.126 0.162 0.162 7.64e-21 22
M16782 Any process that modulates the frequency, rate or extent of the directed movement of a solute from one side of a membrane to the other. [GOC:mah] 437 107 0.488 0.0606 0.0732 0.0733 6.81e-19 36
L5
M1578 Genes down-regulated in freshly isolated CD31- [GeneID=5175] (stromal stem cells from adipose tissue) versus the CD31+ (non-stem) counterparts. 188 58 0.618 1.24 1 1 1.43e-15 64
L6
M17471 Genes up-regulated in invasive ductal carcinoma (IDC) relative to ductal carcinoma in situ (DCIS, non-invasive). 314 105 0.682 0.911 1 1 1.45e-30 3
L7
M6298 Fibers, composed of actin, myosin, and associated proteins, found in cells of smooth or striated muscle. [GOC:go_curators, ISBN:0815316194] 212 76 0.721 1.22 1 1 1.53e-24 10
L8
M29940 Genes containing one or more binding sites for UniProt:Q9BTC0 (DIDO1) in their promoter regions (TSS -1000,+100 bp) as identified by GTRD version 20.06 ChIP-seq harmonization. 1300 30 -0.708 -1.13 1 1 2.16e-29 5
L9
M42508 List of 1130 human and mouse housekeeping genes. This list shows the overlap of human genes stably expressed across 52 tissues and cells types and mouse genes with at least one of their transcripts expressed across 14 tissues and cells types. 1070 16 -0.897 -1.3 1 1 6.51e-31 2

prop genes = 0.2 , db = all_msigdb

geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M8838 Immune (humoral) and inflammatory response. 445 220 0.619 0.801 1 1 2.21e-45 1
L10
M3268 Top 200 marker genes up-regulated in the ‘proliferation’ subclass of hepatocellular carcinoma (HCC); characterized by increased proliferation, high levels of serum AFP [GeneID=174], and chromosomal instability. 163 69 0.475 1.12 1 1 7.14e-11 176
L11
M40425 Self-propelled movement of a cell or organism from one location to another. [GOC:dgh] 1470 459 0.297 0.222 0.595 0.595 1.81e-27 15
M40389 The controlled self-propelled movement of a cell from one site to a destination guided by molecular cues. Cell migration is a central process in the development and maintenance of multicellular organisms. [GOC:cjm, GOC:dph, GOC:ems, GOC:pf, Wikipedia:Cell_migration] 1220 398 0.322 0.16 0.403 0.403 6.79e-28 12
L12
M15549 Genes turned on in Hep3B cells (hepatocellular carcinoma, HCC) upon knockdown of SDHB [GeneID=6390] by RNAi. 105 54 0.633 1.19 0.998 0.998 6.35e-13 114
L13
M2200 Genes enriched at every T lymphocyte differentiation stage compared to the early passage fetal thymic stromal cultures (TSC). 175 89 0.628 0.977 0.999 0.999 5.51e-20 31
L14
M15848 Any process that modulates the frequency, rate or extent of the directed movement of charged atoms or small charged molecules into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore. [GOC:jl] 513 191 0.393 0.612 0.997 0.997 2.9e-20 30
L15
M39608 Cholesterol biosynthesis pathway 14 10 1 2.72 0.909 0.909 4.56e-05 918
M763 Genes in the cancer module 432. 15 10 0.904 0.065 0.0258 0.0259 0.000112 1090
M16227 Cholesterol biosynthesis 23 12 0.641 0.0359 0.0175 0.0176 0.000591 1500
L2
M1920 Genes forming the macrophage-enriched metabolic network (MEMN) claimed to have a causal relationship with the metabolic syndrom traits. 1080 407 0.426 0.697 1 1 4.39e-45 2
L3
M8513 Genes up-regulated in the normal-like subtype of breast cancer. 400 199 0.622 0.916 1 1 1.39e-41 3
L4
M8295 Neighborhood of TTN 25 25 Inf 5.75 1 1 3.08e-18 39
L5
M9232 The component of the plasma membrane consisting of the gene products and protein complexes having either part of their peptide sequence embedded in the hydrophobic region of the membrane or some other covalently attached group such as a GPI anchor that is similarly embedded in the membrane. [GOC:dos, GOC:mah] 1240 404 0.322 0.377 0.997 0.997 2.91e-28 10
L6
M29955 Genes containing one or more binding sites for UniProt:Q15723 (ELF2) in their promoter regions (TSS -1000,+100 bp) as identified by GTRD version 20.06 ChIP-seq harmonization. 1220 107 -0.443 -0.65 1 1 8.23e-29 7
L7
M13283 Liver selective genes 203 5 -1 -2.44 1 1 7.08e-14 98
L8
M17471 Genes up-regulated in invasive ductal carcinoma (IDC) relative to ductal carcinoma in situ (DCIS, non-invasive). 314 159 0.632 0.779 1 1 1.62e-34 4
L9
M29940 Genes containing one or more binding sites for UniProt:Q9BTC0 (DIDO1) in their promoter regions (TSS -1000,+100 bp) as identified by GTRD version 20.06 ChIP-seq harmonization. 1300 112 -0.453 -0.658 1 1 2.16e-31 6

prop genes = 0.5 , db = all_msigdb

geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M13283 Liver selective genes 203 27 -0.824 -1.74 1 1 1.41e-28 1
L2
M1920 Genes forming the macrophage-enriched metabolic network (MEMN) claimed to have a causal relationship with the metabolic syndrom traits. 1080 681 0.253 0.535 1 1 1.88e-19 2
L3
M8513 Genes up-regulated in the normal-like subtype of breast cancer. 400 279 0.373 0.753 1 1 7.12e-16 8
L4
M2194 Genes down-regulated in liver samples of liver-specific knockout of HNF4A [GeneID=3172]. 138 22 -0.728 -1.38 1 1 5.48e-17 6
L5
M16932 Top 200 marker genes down-regulated in the ‘proliferation’ subclass of hepatocellular carcinoma (HCC); characterized by increased proliferation, high levels of serum AFP [GeneID=174], and chromosomal instability. 148 23 -0.742 -1.31 1 1 1.45e-18 5

Muscle

prop genes = 0.05 , db = all_msigdb

geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M13283 Liver selective genes 203 100 1.33 1.95 1 1 5.52e-76 1
L2
M10917 Neighborhood of HPN 108 70 1.59 1.7 0.827 0.827 1.12e-64 2
M132 Neighborhood of LCAT 101 65 1.58 0.344 0.165 0.166 9.04e-60 4
L3
M624 Genes that that have low expression in mammary tumors of epithelial-mesenchymal transition (EMT) histology. 106 34 0.972 1.79 1 1 5.71e-19 37
L4
M22767 The directed movement of a C4-dicarboxylate into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore. A C4-dicarboxylate is the anion of a dicarboxylic acid that contains four carbon atoms. [GOC:krc, GOC:mah] 28 14 1.29 3.05 1 1 1.13e-11 85
L5
M38993 Transcriptome of human HepaRG hepatocellular carcinoma liver progenitors in responses to a WNT3A-enriched microenvironment and dissection of pathways dependent on _-catenin and/or blocked by the SFRP-like Wnt inhibitor FZD8_CRD. 335 81 0.827 1.31 1 1 6.82e-34 16
L6
M13014 Genes down-regulated in liver tumor compared to the normal adjacent tissue. 236 58 0.823 1.45 1 1 7.73e-25 23
L7
M4306 Genes down-regulated in HMLE cells (immortalized nontransformed mammary epithelium) after E-cadhedrin (CDH1) [GeneID=999] knockdown by RNAi. 386 68 0.642 1.21 1 1 3.52e-20 31
L8
M10829 The chemical reactions and pathways involving an alpha-amino acid. [GOC:TermGenie] 181 51 0.901 1.37 1 1 6.38e-25 22

prop genes = 0.1 , db = all_msigdb

geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M13283 Liver selective genes 203 142 1.37 2.13 1 1 1.85e-95 1
L10
M42508 List of 1130 human and mouse housekeeping genes. This list shows the overlap of human genes stably expressed across 52 tissues and cells types and mouse genes with at least one of their transcripts expressed across 14 tissues and cells types. 1070 21 -0.775 -1.16 1 1 6.61e-27 26
L11
M2383 Genes up-regulated in E12.5 forelimb buds with POR [GeneID=5447] knockout. 24 14 1.1 2.4 0.977 0.977 7.03e-09 197
L12
M2098 Genes up-regulated in NB4 cells (acute promyelocytic leukemia, APL) in response to tretinoin [PubChem=444795]; based on Chip-seq data. 501 104 0.392 0.753 1 1 3e-13 80
L2
M2194 Genes down-regulated in liver samples of liver-specific knockout of HNF4A [GeneID=3172]. 138 85 1.18 1.79 1 1 3.03e-50 10
L3
M10917 Neighborhood of HPN 108 92 1.74 1.8 0.81 0.81 6.79e-76 2
M132 Neighborhood of LCAT 101 86 1.74 0.424 0.187 0.187 6.2e-71 4
L4
M624 Genes that that have low expression in mammary tumors of epithelial-mesenchymal transition (EMT) histology. 106 44 0.817 1.73 1 1 1.52e-17 46
L5
M38993 Transcriptome of human HepaRG hepatocellular carcinoma liver progenitors in responses to a WNT3A-enriched microenvironment and dissection of pathways dependent on _-catenin and/or blocked by the SFRP-like Wnt inhibitor FZD8_CRD. 335 126 0.768 1.11 1 1 9.58e-43 16
L6
M22767 The directed movement of a C4-dicarboxylate into, out of or within a cell, or between cells, by means of some agent such as a transporter or pore. A C4-dicarboxylate is the anion of a dicarboxylic acid that contains four carbon atoms. [GOC:krc, GOC:mah] 28 18 1.21 2.77 1 1 4.46e-12 95
L7
M1941 Genes with high-CpG-density promoters (HCP) bearing histone H3 dimethylation at K4 (H3K4me2) and trimethylation at K27 (H3K27me3) in brain. 882 163 0.338 0.727 1 1 2.07e-15 59
L8
M13014 Genes down-regulated in liver tumor compared to the normal adjacent tissue. 236 82 0.701 1.15 1 1 2.45e-25 29
L9
M16932 Top 200 marker genes down-regulated in the ‘proliferation’ subclass of hepatocellular carcinoma (HCC); characterized by increased proliferation, high levels of serum AFP [GeneID=174], and chromosomal instability. 148 78 1.02 1.43 1 1 2.64e-39 18

prop genes = 0.2 , db = all_msigdb

geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M13283 Liver selective genes 203 164 1.25 1.76 1 1 1.26e-78 1
L10
M1872 Liver genes - metabolism and xenobiotics. 449 231 0.656 0.72 1 1 1.49e-51 5
L2
M2194 Genes down-regulated in liver samples of liver-specific knockout of HNF4A [GeneID=3172]. 138 99 1.02 1.52 1 1 1.36e-39 10
L3
M38993 Transcriptome of human HepaRG hepatocellular carcinoma liver progenitors in responses to a WNT3A-enriched microenvironment and dissection of pathways dependent on _-catenin and/or blocked by the SFRP-like Wnt inhibitor FZD8_CRD. 335 168 0.625 0.918 1 1 9.57e-36 14
L4
M624 Genes that that have low expression in mammary tumors of epithelial-mesenchymal transition (EMT) histology. 106 59 0.708 1.43 1 1 4.65e-16 35
L5
M10917 Neighborhood of HPN 108 102 1.85 2.56 0.969 0.969 6.09e-64 2
L6
M1941 Genes with high-CpG-density promoters (HCP) bearing histone H3 dimethylation at K4 (H3K4me2) and trimethylation at K27 (H3K27me3) in brain. 882 257 0.233 0.479 1 1 2.21e-11 63
L7
M16932 Top 200 marker genes down-regulated in the ‘proliferation’ subclass of hepatocellular carcinoma (HCC); characterized by increased proliferation, high levels of serum AFP [GeneID=174], and chromosomal instability. 148 98 0.908 1.3 1 1 1.62e-34 16
L8
M30383 Genes containing one or more binding sites for UniProt:Q9Y462 (ZNF711) in their promoter regions (TSS -1000,+100 bp) as identified by GTRD version 20.06 ChIP-seq harmonization. 1350 157 -0.301 -0.529 1 1 2.42e-17 32
L9
M13014 Genes down-regulated in liver tumor compared to the normal adjacent tissue. 236 113 0.578 0.919 1 1 3.06e-22 26

prop genes = 0.5 , db = all_msigdb

geneSet description geneSetSize overlap logOddsRatio beta alpha pip pFishersExact fisherRank
L1
M13283 Liver selective genes 203 182 0.948 1.83 1 1 1.32e-33 1
L2
M2194 Genes down-regulated in liver samples of liver-specific knockout of HNF4A [GeneID=3172]. 138 117 0.752 1.33 1 1 1.71e-17 9
L3
M6298 Fibers, composed of actin, myosin, and associated proteins, found in cells of smooth or striated muscle. [GOC:go_curators, ISBN:0815316194] 212 60 -0.41 -0.891 0.999 0.999 1.09e-10 20
L4
M38993 Transcriptome of human HepaRG hepatocellular carcinoma liver progenitors in responses to a WNT3A-enriched microenvironment and dissection of pathways dependent on _-catenin and/or blocked by the SFRP-like Wnt inhibitor FZD8_CRD. 335 238 0.399 0.654 0.99 0.99 3.91e-15 12

sessionInfo()
#> R version 4.1.0 (2021-05-18)
#> Platform: x86_64-pc-linux-gnu (64-bit)
#> Running under: Scientific Linux 7.4 (Nitrogen)
#> 
#> Matrix products: default
#> BLAS/LAPACK: /software/openblas-0.3.13-el7-x86_64/lib/libopenblas_haswellp-r0.3.13.so
#> 
#> locale:
#> [1] en_US.UTF-8
#> 
#> attached base packages:
#> [1] stats     graphics  grDevices utils     datasets  methods   base     
#> 
#> other attached packages:
#>  [1] kableExtra_1.3.4     targets_0.12.0       forcats_0.5.1       
#>  [4] stringr_1.4.0        dplyr_1.0.9          purrr_0.3.4         
#>  [7] readr_2.1.2          tidyr_1.1.3          tibble_3.1.7        
#> [10] tidyverse_1.3.1      ggplot2_3.3.6        gseasusie_0.0.0.9000
#> 
#> loaded via a namespace (and not attached):
#>  [1] httr_1.4.2        sass_0.4.0        viridisLite_0.4.0 bit64_4.0.5      
#>  [5] jsonlite_1.8.0    modelr_0.1.8      bslib_0.2.5.1     assertthat_0.2.1 
#>  [9] highr_0.9         base64url_1.4     cellranger_1.1.0  yaml_2.2.1       
#> [13] pillar_1.7.0      backports_1.2.1   glue_1.6.2        digest_0.6.29    
#> [17] promises_1.2.0.1  rvest_1.0.0       colorspace_2.0-3  htmltools_0.5.1.1
#> [21] httpuv_1.6.1      pkgconfig_2.0.3   broom_0.7.8       haven_2.4.1      
#> [25] webshot_0.5.2     scales_1.2.0      processx_3.5.2    svglite_2.1.0    
#> [29] whisker_0.4       later_1.2.0       tzdb_0.3.0        git2r_0.28.0     
#> [33] generics_0.1.2    farver_2.1.0      ellipsis_0.3.2    withr_2.5.0      
#> [37] cli_3.3.0         magrittr_2.0.3    crayon_1.5.1      readxl_1.3.1     
#> [41] evaluate_0.15     ps_1.6.0          fs_1.5.0          fansi_1.0.3      
#> [45] xml2_1.3.2        tools_4.1.0       data.table_1.14.0 hms_1.1.1        
#> [49] lifecycle_1.0.1   munsell_0.5.0     reprex_2.0.0      callr_3.7.0      
#> [53] compiler_4.1.0    jquerylib_0.1.4   systemfonts_1.0.4 rlang_1.0.2      
#> [57] grid_4.1.0        rstudioapi_0.13   igraph_1.2.6      labeling_0.4.2   
#> [61] rmarkdown_2.9     gtable_0.3.0      codetools_0.2-18  DBI_1.1.1        
#> [65] R6_2.5.1          lubridate_1.7.10  knitr_1.39        bit_4.0.4        
#> [69] utf8_1.2.2        workflowr_1.6.2   rprojroot_2.0.2   stringi_1.7.6    
#> [73] Rcpp_1.0.8.3      vctrs_0.4.1       dbplyr_2.1.1      tidyselect_1.1.2 
#> [77] xfun_0.30