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: HNF4G

Gene summary for HNF4G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HNF4G

Gene ID

3174

Gene namehepatocyte nuclear factor 4 gamma
Gene AliasNR2A2
Cytomap8q21.13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q14541


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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
3174HNF4GHTA11_3410_2000001011HumanColorectumAD4.64e-42-8.82e-010.0155
3174HNF4GHTA11_2951_2000001011HumanColorectumAD3.09e-02-6.84e-010.0216
3174HNF4GHTA11_347_2000001011HumanColorectumAD3.61e-086.08e-01-0.1954
3174HNF4GHTA11_3361_2000001011HumanColorectumAD2.04e-12-7.00e-01-0.1207
3174HNF4GHTA11_5212_2000001011HumanColorectumAD9.34e-03-4.38e-01-0.2061
3174HNF4GHTA11_7862_2000001011HumanColorectumAD8.65e-04-5.52e-01-0.0179
3174HNF4GHTA11_866_3004761011HumanColorectumAD5.51e-25-6.74e-010.096
3174HNF4GHTA11_9408_2000001011HumanColorectumAD6.08e-03-8.41e-010.0451
3174HNF4GHTA11_8622_2000001021HumanColorectumSER4.03e-06-6.37e-010.0528
3174HNF4GHTA11_10711_2000001011HumanColorectumAD1.57e-08-5.60e-010.0338
3174HNF4GHTA11_7696_3000711011HumanColorectumAD5.17e-10-5.38e-010.0674
3174HNF4GHTA11_6818_2000001021HumanColorectumAD3.40e-09-6.43e-010.0588
3174HNF4GHTA11_99999970781_79442HumanColorectumMSS7.50e-36-8.50e-010.294
3174HNF4GHTA11_99999971662_82457HumanColorectumMSS8.53e-05-4.10e-010.3859
3174HNF4GHTA11_99999973899_84307HumanColorectumMSS5.21e-16-8.85e-010.2585
3174HNF4GHTA11_99999974143_84620HumanColorectumMSS1.03e-28-7.22e-010.3005
3174HNF4GF007HumanColorectumFAP2.33e-07-5.07e-010.1176
3174HNF4GA001-C-207HumanColorectumFAP3.36e-14-6.05e-010.1278
3174HNF4GA015-C-203HumanColorectumFAP3.82e-45-9.18e-01-0.1294
3174HNF4GA015-C-204HumanColorectumFAP1.24e-20-7.38e-01-0.0228
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗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:0030522ColorectumADintracellular receptor signaling pathway87/3918265/187233.69e-061.03e-0487
GO:00305221ColorectumSERintracellular receptor signaling pathway63/2897265/187232.47e-044.20e-0363
GO:00305222ColorectumMSSintracellular receptor signaling pathway84/3467265/187231.47e-076.79e-0684
GO:00305223ColorectumFAPintracellular receptor signaling pathway67/2622265/187236.84e-073.28e-0567
GO:00305224ColorectumCRCintracellular receptor signaling pathway61/2078265/187232.00e-083.23e-0661
GO:00305226LiverNAFLDintracellular receptor signaling pathway55/1882265/187231.39e-071.03e-0555
GO:003052212LiverCirrhoticintracellular receptor signaling pathway105/4634265/187235.44e-081.69e-06105
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:00305225StomachGCintracellular receptor signaling pathway28/1159265/187234.04e-033.39e-0228
GO:003052211StomachCAG with IMintracellular receptor signaling pathway28/1050265/187239.76e-041.26e-0228
GO:003052221StomachCSGintracellular receptor signaling pathway28/1034265/187237.73e-041.06e-0228
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
HNF4GLYMENDCervixCCGBX1,FDX1,GNGT1, etc.1.09e-01The 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.
HNF4GMSC.MVACervixCCGBX1,FDX1,GNGT1, etc.2.00e-01The 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.
HNF4GSTMLCervixCCGBX1,FDX1,GNGT1, etc.2.44e-01The 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.
HNF4GBSMCervixCCGBX1,FDX1,GNGT1, etc.7.78e-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.
HNF4GENDCervixHealthyGBX1,FDX1,GNGT1, etc.1.04e-01The 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.
HNF4GMVACervixHSIL_HPVGBX1,FDX1,GNGT1, etc.7.08e-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.
HNF4GABSColorectumSERLPP,EIF4G3,C1orf21, etc.2.75e-01The 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
HNF4GSNVMissense_Mutationrs772036366c.223N>Tp.Arg75Cysp.R75CQ14541protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
HNF4GSNVMissense_Mutationc.1249C>Gp.Gln417Glup.Q417EQ14541protein_codingtolerated(0.54)benign(0.01)TCGA-E9-A22B-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
HNF4GinsertionFrame_Shift_Insnovelc.189_190insGTTCp.Ser64ValfsTer5p.S64Vfs*5Q14541protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HNF4GinsertionFrame_Shift_Insnovelc.78_79insCTTCAGATAAGGCTATTCCATGAAGCATTCCAAGATTATCACAAGGp.Asn27LeufsTer19p.N27Lfs*19Q14541protein_codingTCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
HNF4GSNVMissense_Mutationrs183146707c.916N>Ap.Gly306Serp.G306SQ14541protein_codingtolerated(1)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HNF4GSNVMissense_Mutationrs766767221c.607N>Ap.Asp203Asnp.D203NQ14541protein_codingdeleterious(0.05)benign(0.165)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
HNF4GSNVMissense_Mutationrs755923251c.874N>Ap.Asp292Asnp.D292NQ14541protein_codingtolerated(0.2)benign(0.005)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
HNF4GSNVMissense_Mutationnovelc.1077N>Tp.Gln359Hisp.Q359HQ14541protein_codingdeleterious(0.05)benign(0.027)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HNF4GSNVMissense_Mutationc.66N>Tp.Met22Ilep.M22IQ14541protein_codingtolerated(0.16)benign(0.001)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HNF4GSNVMissense_Mutationc.67N>Gp.Gln23Glup.Q23EQ14541protein_codingtolerated(0.17)benign(0.007)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
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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
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