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: CYP7A1

Gene summary for CYP7A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYP7A1

Gene ID

1581

Gene namecytochrome P450 family 7 subfamily A member 1
Gene AliasCP7A
Cytomap8q12.1
Gene Typeprotein-coding
GO ID

GO:0001678

UniProtAcc

P22680


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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
1581CYP7A1HCC1HumanLiverHCC3.64e-126.88e-010.5336
1581CYP7A1HCC2HumanLiverHCC1.25e-184.17e+000.5341
1581CYP7A1Pt13.aHumanLiverHCC1.41e-032.08e-010.021
1581CYP7A1Pt13.bHumanLiverHCC1.63e-041.24e-010.0251
1581CYP7A1Pt14.bHumanLiverHCC2.87e-021.39e-010.018
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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:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
GO:000663122LiverHCCfatty acid metabolic process238/7958390/187238.24e-144.84e-12238
GO:004639421LiverHCCcarboxylic acid biosynthetic process198/7958314/187231.19e-136.78e-12198
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:000606621LiverHCCalcohol metabolic process208/7958353/187232.80e-109.50e-09208
GO:19026522LiverHCCsecondary alcohol metabolic process100/7958147/187233.26e-101.09e-08100
GO:00082032LiverHCCcholesterol metabolic process94/7958137/187235.39e-101.72e-0894
GO:00082022LiverHCCsteroid metabolic process188/7958319/187231.96e-095.63e-08188
GO:00161252LiverHCCsterol metabolic process101/7958152/187231.99e-095.63e-08101
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:000974322LiverHCCresponse to carbohydrate149/7958253/187239.55e-081.89e-06149
GO:007233021LiverHCCmonocarboxylic acid biosynthetic process129/7958214/187231.08e-072.09e-06129
GO:00550882LiverHCClipid homeostasis103/7958167/187234.27e-077.18e-06103
GO:00066951LiverHCCcholesterol biosynthetic process43/795857/187234.37e-077.23e-0643
GO:19026531LiverHCCsecondary alcohol biosynthetic process43/795857/187234.37e-077.23e-0643
GO:00161261LiverHCCsterol biosynthetic process47/795864/187235.00e-078.11e-0647
GO:003428422LiverHCCresponse to monosaccharide131/7958225/187231.32e-061.91e-05131
GO:00066942LiverHCCsteroid biosynthetic process104/7958173/187232.13e-062.91e-05104
GO:004218021LiverHCCcellular ketone metabolic process123/7958211/187232.52e-063.37e-05123
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049794LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
hsa033204LiverHCCPPAR signaling pathway48/402075/84652.83e-039.37e-035.21e-0348
hsa001202LiverHCCPrimary bile acid biosynthesis14/402017/84653.49e-031.12e-026.22e-0314
hsa049795LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
hsa033205LiverHCCPPAR signaling pathway48/402075/84652.83e-039.37e-035.21e-0348
hsa001203LiverHCCPrimary bile acid biosynthesis14/402017/84653.49e-031.12e-026.22e-0314
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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
CYP7A1SNVMissense_Mutationc.133G>Tp.Ala45Serp.A45SP22680protein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CYP7A1SNVMissense_Mutationrs778199686c.818N>Cp.Leu273Prop.L273PP22680protein_codingtolerated(0.12)benign(0.031)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CYP7A1SNVMissense_Mutationnovelc.1018N>Ap.Leu340Metp.L340MP22680protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CYP7A1SNVMissense_Mutationrs780668040c.692N>Tp.Ala231Valp.A231VP22680protein_codingdeleterious(0.01)benign(0.146)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CYP7A1SNVMissense_Mutationc.706N>Ap.Glu236Lysp.E236KP22680protein_codingtolerated(0.2)possibly_damaging(0.607)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CYP7A1deletionFrame_Shift_Delnovelc.27delNp.Ile10LeufsTer3p.I10Lfs*3P22680protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CYP7A1SNVMissense_Mutationnovelc.482C>Tp.Ser161Leup.S161LP22680protein_codingtolerated(0.37)benign(0.003)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CYP7A1SNVMissense_Mutationc.206G>Ap.Cys69Tyrp.C69YP22680protein_codingdeleterious(0)probably_damaging(0.98)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CYP7A1SNVMissense_Mutationc.841G>Ap.Val281Metp.V281MP22680protein_codingdeleterious(0)possibly_damaging(0.603)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CYP7A1SNVMissense_Mutationc.206G>Ap.Cys69Tyrp.C69YP22680protein_codingdeleterious(0)probably_damaging(0.98)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=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
1581CYP7A1CYTOCHROME P450, DRUGGABLE GENOME, ENZYMEcholic acid
1581CYP7A1CYTOCHROME P450, DRUGGABLE GENOME, ENZYMEatorvastatinATORVASTATIN16103896,15262185,26932749,21128988
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