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: HNF1A

Gene summary for HNF1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HNF1A

Gene ID

6927

Gene nameHNF1 homeobox A
Gene AliasHNF-1A
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0001889

UniProtAcc

E0YMI7


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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
6927HNF1AHCC1_MengHumanLiverHCC4.18e-293.11e-020.0246
6927HNF1AHCC2_MengHumanLiverHCC4.17e-02-5.34e-030.0107
6927HNF1AHCC1HumanLiverHCC1.90e-034.37e+000.5336
6927HNF1AHCC2HumanLiverHCC1.91e-023.24e+000.5341
6927HNF1AS014HumanLiverHCC2.74e-084.45e-010.2254
6927HNF1AS015HumanLiverHCC5.75e-094.82e-010.2375
6927HNF1AS016HumanLiverHCC1.45e-053.85e-010.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000188922LiverHCCliver development108/7958147/187232.16e-141.41e-12108
GO:006100822LiverHCChepaticobiliary system development109/7958150/187235.72e-143.42e-12109
GO:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:00063671LiverHCCtranscription initiation from RNA polymerase II promoter52/795877/187237.87e-069.27e-0552
GO:0006352LiverHCCDNA-templated transcription, initiation78/7958130/187234.19e-054.11e-0478
GO:004259322LiverHCCglucose homeostasis137/7958258/187233.59e-042.49e-03137
GO:20001421LiverHCCregulation of DNA-templated transcription, initiation28/795840/187234.01e-042.71e-0328
GO:00602601LiverHCCregulation of transcription initiation from RNA polymerase II promoter24/795833/187234.24e-042.85e-0324
GO:003350022LiverHCCcarbohydrate homeostasis137/7958259/187234.45e-042.98e-03137
GO:2000144LiverHCCpositive regulation of DNA-templated transcription, initiation21/795831/187234.01e-031.76e-0221
GO:0008643LiverHCCcarbohydrate transport80/7958152/187237.34e-032.92e-0280
GO:003559212LiverHCCestablishment of protein localization to extracellular region176/7958360/187237.96e-033.15e-02176
GO:0060261LiverHCCpositive regulation of transcription initiation from RNA polymerase II promoter17/795825/187238.94e-033.45e-0217
GO:000930612LiverHCCprotein secretion175/7958359/187239.32e-033.57e-02175
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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
∗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
HNF1ASNVMissense_Mutationc.378C>Ap.His126Glnp.H126Qprotein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
HNF1ASNVMissense_Mutationc.653A>Gp.Tyr218Cysp.Y218Cprotein_codingdeleterious(0)probably_damaging(0.989)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HNF1ASNVMissense_Mutationc.686N>Ap.Arg229Glnp.R229Qprotein_codingdeleterious(0)possibly_damaging(0.787)TCGA-BH-A0W5-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
HNF1ASNVMissense_Mutationc.360N>Tp.Lys120Asnp.K120Nprotein_codingdeleterious(0.02)probably_damaging(1)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
HNF1ASNVMissense_Mutationrs371717826c.1136N>Ap.Pro379Hisp.P379Hprotein_codingdeleterious(0)probably_damaging(1)TCGA-LL-A9Q3-01Breastbreast invasive carcinomaFemale>=65III/IVImmunotherapyherceptinCR
HNF1ASNVMissense_Mutationrs886039544c.779N>Tp.Thr260Metp.T260Mprotein_codingdeleterious(0)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HNF1ASNVMissense_Mutationrs137853240c.955N>Ap.Gly319Serp.G319Sprotein_codingdeleterious(0.04)possibly_damaging(0.637)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HNF1ASNVMissense_Mutationrs760640415c.833N>Ap.Arg278Glnp.R278Qprotein_codingdeleterious(0)probably_damaging(0.97)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
HNF1ASNVMissense_Mutationnovelc.1013N>Ap.Gly338Aspp.G338Dprotein_codingtolerated(0.05)benign(0.373)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HNF1ASNVMissense_Mutationrs373857078c.1777G>Ap.Ala593Thrp.A593Tprotein_codingtolerated_low_confidence(0.36)benign(0)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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
6927HNF1ACLINICALLY ACTIONABLE, TRANSCRIPTION FACTORN/A26961851,25434466,25076298
6927HNF1ACLINICALLY ACTIONABLE, TRANSCRIPTION FACTORNorleucineNORLEUCINE
6927HNF1ACLINICALLY ACTIONABLE, TRANSCRIPTION FACTORopioids26233334
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