Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: GATA4

Gene summary for GATA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GATA4

Gene ID

2626

Gene nameGATA binding protein 4
Gene AliasASD2
Cytomap8p23.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B3KUF4


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
2626GATA4Pat01-BHumanStomachGC2.83e-133.85e-010.5754
2626GATA4Pat02-BHumanStomachGC1.44e-192.48e-010.0368
2626GATA4Pat03-BHumanStomachGC4.80e-153.56e-010.3693
2626GATA4Pat04-BHumanStomachGC1.08e-275.78e-01-0.1483
2626GATA4Pat05-BHumanStomachGC2.20e-073.63e-01-0.0353
2626GATA4Pat06-BHumanStomachGC1.57e-274.21e-01-0.1961
2626GATA4Pat07-BHumanStomachGC7.41e-033.92e-010.0935
2626GATA4Pat09-BHumanStomachGC2.57e-052.83e-01-0.0359
2626GATA4Pat11-BHumanStomachGC1.57e-225.33e-01-0.182
2626GATA4Pat12-BHumanStomachGC1.05e-041.13e-010.0325
2626GATA4Pat13-BHumanStomachGC3.18e-063.17e-010.0555
2626GATA4Pat15-BHumanStomachGC4.70e-103.68e-01-0.0778
2626GATA4Pat18-BHumanStomachGC1.94e-132.95e-01-0.0432
2626GATA4Pat19-BHumanStomachGC1.23e-073.21e-010.0826
2626GATA4Pat22-BHumanStomachGC8.63e-325.06e-01-0.1042
2626GATA4Pat24-BHumanStomachGC3.19e-052.67e-01-0.1184
2626GATA4Pat25-AHumanStomachCAG with IM1.24e-264.03e-01-0.1648
2626GATA4Pat26-AHumanStomachCSG2.92e-263.58e-01-0.2402
2626GATA4Pat28-AHumanStomachCSG2.96e-113.03e-01-0.2594
2626GATA4Pat29-AHumanStomachCAG with IM5.43e-043.16e-01-0.2769
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
GCThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:19032022StomachCSGnegative regulation of oxidative stress-induced cell death10/103453/187235.62e-048.29e-0310
GO:00018192StomachCSGpositive regulation of cytokine production42/1034467/187231.32e-031.56e-0242
GO:000989521StomachCSGnegative regulation of catabolic process31/1034320/187231.74e-031.89e-0231
GO:00096121StomachCSGresponse to mechanical stimulus23/1034216/187231.98e-032.07e-0223
GO:008600321StomachCSGcardiac muscle cell contraction11/103473/187232.11e-032.18e-0211
GO:008600421StomachCSGregulation of cardiac muscle cell contraction7/103434/187232.22e-032.25e-027
GO:007025221StomachCSGactin-mediated cell contraction13/103497/187232.58e-032.50e-0213
GO:00518962StomachCSGregulation of protein kinase B signaling20/1034185/187233.16e-032.92e-0220
GO:009025711StomachCSGregulation of muscle system process25/1034252/187233.39e-033.06e-0225
GO:00075842StomachCSGresponse to nutrient19/1034174/187233.54e-033.18e-0219
GO:190311511StomachCSGregulation of actin filament-based movement7/103439/187235.00e-034.10e-027
GO:00069373StomachCSGregulation of muscle contraction18/1034169/187235.77e-034.59e-0218
GO:00069421StomachCSGregulation of striated muscle contraction12/103495/187236.01e-034.70e-0212
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0453012StomachGCTight junction33/708169/84653.03e-064.65e-053.28e-0533
hsa042186StomachGCCellular senescence25/708156/84651.13e-037.72e-035.43e-0325
hsa0453013StomachGCTight junction33/708169/84653.03e-064.65e-053.28e-0533
hsa0421811StomachGCCellular senescence25/708156/84651.13e-037.72e-035.43e-0325
hsa0453021StomachCAG with IMTight junction32/640169/84659.69e-071.62e-051.14e-0532
hsa0421821StomachCAG with IMCellular senescence24/640156/84656.19e-045.05e-033.54e-0324
hsa0453031StomachCAG with IMTight junction32/640169/84659.69e-071.62e-051.14e-0532
hsa0421831StomachCAG with IMCellular senescence24/640156/84656.19e-045.05e-033.54e-0324
hsa0453041StomachCSGTight junction31/633169/84652.29e-063.45e-052.48e-0531
hsa0421841StomachCSGCellular senescence24/633156/84655.29e-044.18e-033.00e-0324
hsa0453051StomachCSGTight junction31/633169/84652.29e-063.45e-052.48e-0531
hsa0421851StomachCSGCellular senescence24/633156/84655.29e-044.18e-033.00e-0324
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
GATA4STMPancreasADJC5,RBPJL,MECOM, etc.2.34e-02The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
GATA4SNVMissense_Mutationnovelc.649N>Cp.Glu217Glnp.E217QP43694protein_codingdeleterious(0)possibly_damaging(0.559)TCGA-OL-A66I-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
GATA4SNVMissense_Mutationc.701N>Tp.Thr234Metp.T234MP43694protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GATA4SNVMissense_Mutationrs745533633c.797G>Ap.Arg266Hisp.R266HP43694protein_codingdeleterious(0)possibly_damaging(0.883)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
GATA4SNVMissense_Mutationrs781198110c.1100N>Tp.Thr367Metp.T367MP43694protein_codingdeleterious(0)possibly_damaging(0.77)TCGA-CK-4950-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolfoxSD
GATA4SNVMissense_Mutationrs145999237c.1087N>Tp.Arg363Cysp.R363CP43694protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
GATA4SNVMissense_Mutationrs376885265c.1166N>Tp.Ala389Valp.A389VP43694protein_codingtolerated(0.31)benign(0.01)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
GATA4SNVMissense_Mutationc.727G>Ap.Gly243Serp.G243SP43694protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GATA4SNVMissense_Mutationrs200167770c.1067N>Gp.Thr356Serp.T356SP43694protein_codingtolerated(0.53)benign(0)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GATA4SNVMissense_Mutationnovelc.1157N>Tp.Ser386Leup.S386LP43694protein_codingdeleterious(0.04)benign(0)TCGA-BG-A2L7-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
GATA4SNVMissense_Mutationrs759067821c.1151N>Tp.Thr384Metp.T384MP43694protein_codingdeleterious(0.03)possibly_damaging(0.451)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
2626GATA4TRANSCRIPTION FACTOR, ENZYME, CLINICALLY ACTIONABLENSC-85661CHEMBL168409821310620
2626GATA4TRANSCRIPTION FACTOR, ENZYME, CLINICALLY ACTIONABLEDrugs used in alcohol dependence20585342
2626GATA4TRANSCRIPTION FACTOR, ENZYME, CLINICALLY ACTIONABLEANTHRACYCLINES12527808
2626GATA4TRANSCRIPTION FACTOR, ENZYME, CLINICALLY ACTIONABLEwarfarinWARFARIN25026456,29298995
2626GATA4TRANSCRIPTION FACTOR, ENZYME, CLINICALLY ACTIONABLENSC-140905CHEMBL168409721310620
2626GATA4TRANSCRIPTION FACTOR, ENZYME, CLINICALLY ACTIONABLENSC-126866CHEMBL168409921310620
2626GATA4TRANSCRIPTION FACTOR, ENZYME, CLINICALLY ACTIONABLERIBAVIRIN MONOPHOSPHATERIBAVIRIN MONOPHOSPHATE21310620
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