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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: HNF4A

Gene summary for HNF4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HNF4A

Gene ID

3172

Gene namehepatocyte nuclear factor 4 alpha
Gene AliasFRTS4
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

F1D8T1


Top

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
3172HNF4AF034HumanColorectumFAP7.70e-31-5.50e-01-0.0665
3172HNF4AF072BHumanColorectumFAP2.12e-06-1.41e-010.257
3172HNF4ACRC-3-11773HumanColorectumCRC1.65e-173.95e-010.2564
3172HNF4ANAFLD1HumanLiverNAFLD1.10e-099.43e-01-0.04
3172HNF4AS43HumanLiverCirrhotic2.17e-10-8.69e-02-0.0187
3172HNF4AHCC1_MengHumanLiverHCC2.90e-50-1.08e-010.0246
3172HNF4AHCC2_MengHumanLiverHCC1.84e-273.85e-050.0107
3172HNF4AHCC1HumanLiverHCC2.84e-084.02e+000.5336
3172HNF4AHCC2HumanLiverHCC1.41e-103.39e+000.5341
3172HNF4AS014HumanLiverHCC1.97e-146.47e-010.2254
3172HNF4AS015HumanLiverHCC9.96e-151.13e+000.2375
3172HNF4AS016HumanLiverHCC2.71e-126.51e-010.2243
3172HNF4AS028HumanLiverHCC5.39e-116.24e-010.2503
3172HNF4AS029HumanLiverHCC1.42e-045.09e-010.2581
3172HNF4APat01-BHumanStomachGC5.01e-325.97e-010.5754
3172HNF4APat02-BHumanStomachGC2.82e-303.23e-010.0368
3172HNF4APat03-BHumanStomachGC2.40e-356.55e-010.3693
3172HNF4APat04-BHumanStomachGC1.70e-132.93e-01-0.1483
3172HNF4APat05-BHumanStomachGC3.12e-082.49e-01-0.0353
3172HNF4APat06-BHumanStomachGC2.15e-363.38e-01-0.1961
Page: 1 2 3 4 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0002064ColorectumADepithelial cell development89/3918220/187232.98e-113.52e-0989
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0009743ColorectumADresponse to carbohydrate86/3918253/187238.43e-072.90e-0586
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0030522ColorectumADintracellular receptor signaling pathway87/3918265/187233.69e-061.03e-0487
GO:0007623ColorectumADcircadian rhythm72/3918210/187234.50e-061.21e-0472
GO:0034284ColorectumADresponse to monosaccharide76/3918225/187234.64e-061.23e-0476
GO:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0033500ColorectumADcarbohydrate homeostasis84/3918259/187239.10e-062.15e-0484
GO:0048511ColorectumADrhythmic process94/3918298/187231.00e-052.34e-0494
GO:0009746ColorectumADresponse to hexose73/3918219/187231.20e-052.65e-0473
GO:0009749ColorectumADresponse to glucose71/3918212/187231.31e-052.85e-0471
GO:0042593ColorectumADglucose homeostasis83/3918258/187231.44e-053.11e-0483
GO:0050708ColorectumADregulation of protein secretion83/3918268/187236.59e-051.07e-0383
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa041521ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa041522ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa041523ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa041524ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa041525ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa041526ColorectumCRCAMPK signaling pathway31/1091121/84651.04e-041.57e-031.07e-0331
hsa041527ColorectumCRCAMPK signaling pathway31/1091121/84651.04e-041.57e-031.07e-0331
hsa041528LiverNAFLDAMPK signaling pathway28/1043121/84656.26e-049.78e-037.88e-0328
hsa0415211LiverNAFLDAMPK signaling pathway28/1043121/84656.26e-049.78e-037.88e-0328
hsa0415221LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa0415231LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa0415241LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa0415251LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
Page: 1 

Top

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
Page: 1 

Top

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
HNF4AHEPLiverHCCNBPF20,DHCR24,BCL2L11, etc.8.23e-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.
HNF4AHEPLiverNAFLDNBPF20,DHCR24,BCL2L11, etc.7.95e-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.
HNF4ADUCT1PancreasPDACPIGR,SULT1C2,DNM2, etc.6.42e-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.
Page: 1 

Top

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
HNF4ASNVMissense_Mutationc.454N>Tp.Ile152Phep.I152FP41235protein_codingdeleterious(0.02)benign(0.048)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HNF4ASNVMissense_Mutationc.186C>Gp.Ile62Metp.I62MP41235protein_codingdeleterious(0)probably_damaging(0.926)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HNF4ASNVMissense_Mutationc.337N>Gp.Arg113Glyp.R113GP41235protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
HNF4AinsertionNonsense_Mutationnovelc.645_646insGTGCAGTGGCACAGTCACAGTTCACTGTAGCCTCAACCTCCTGGGCTp.Gln216ValfsTer10p.Q216Vfs*10P41235protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
HNF4AinsertionFrame_Shift_Insnovelc.687_688insATGGTGAAACCCCGTCTCTAp.Leu230MetfsTer23p.L230Mfs*23P41235protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
HNF4ASNVMissense_Mutationnovelc.478N>Tp.Val160Phep.V160FP41235protein_codingtolerated(0.05)benign(0.036)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HNF4ASNVMissense_Mutationrs376906221c.172G>Ap.Ala58Thrp.A58TP41235protein_codingtolerated(0.48)benign(0.003)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HNF4ASNVMissense_Mutationc.1198N>Gp.Thr400Alap.T400AP41235protein_codingtolerated(0.82)benign(0.028)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HNF4ASNVMissense_Mutationrs377476335c.388N>Ap.Val130Ilep.V130IP41235protein_codingtolerated(0.07)benign(0.134)TCGA-FU-A3TX-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
HNF4ASNVMissense_Mutationc.1288C>Tp.Pro430Serp.P430SP41235protein_codingdeleterious_low_confidence(0.03)benign(0.012)TCGA-AA-3693-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 

Top

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
3172HNF4ADRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORUREAUREA8167573
3172HNF4ADRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORMEDICATION16456494
3172HNF4ADRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORALPHA INTERFERONCETUXIMAB8777337
3172HNF4ADRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORTESTOSTERONETESTOSTERONE9260906
3172HNF4ADRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORINSULININSULIN8945471,8712800
3172HNF4ADRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORGNF-PF-1947CHEMBL585591
3172HNF4ADRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORNSC-39249CHEMBL482792
3172HNF4ADRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORlamotrigineLAMOTRIGINE27610747,26213157
3172HNF4ADRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORROSIGLITAZONEROSIGLITAZONE15998575
3172HNF4ADRUGGABLE GENOME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTORALBUMINALBUMIN HUMAN8788167
Page: 1 2