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: F7

Gene summary for F7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

F7

Gene ID

2155

Gene namecoagulation factor VII
Gene AliasSPCA
Cytomap13q34
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

P08709


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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
2155F7HCC1_MengHumanLiverHCC9.89e-733.64e-010.0246
2155F7HCC1HumanLiverHCC1.75e-254.37e+000.5336
2155F7HCC2HumanLiverHCC2.13e-113.67e+000.5341
2155F7Pt14.aHumanLiverHCC1.22e-032.45e-010.0169
2155F7S014HumanLiverHCC2.61e-191.05e+000.2254
2155F7S015HumanLiverHCC2.21e-301.78e+000.2375
2155F7S016HumanLiverHCC2.90e-249.09e-010.2243
2155F7S028HumanLiverHCC9.68e-103.41e-010.2503
2155F7S029HumanLiverHCC1.14e-063.03e-010.2581
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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:00603385EsophagusESCCregulation of type I interferon-mediated signaling pathway29/855236/187231.91e-051.67e-0429
GO:1903312111EsophagusESCCnegative regulation of mRNA metabolic process62/855292/187232.08e-051.80e-0462
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:003248112EsophagusESCCpositive regulation of type I interferon production42/855258/187233.27e-052.70e-0442
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00456826EsophagusESCCregulation of epidermis development46/855265/187233.65e-052.97e-0446
GO:00063783EsophagusESCCmRNA polyadenylation33/855244/187237.30e-055.49e-0433
GO:00311094EsophagusESCCmicrotubule polymerization or depolymerization77/8552122/187237.60e-055.68e-0477
GO:003087914EsophagusESCCmammary gland development85/8552137/187238.11e-056.01e-0485
GO:009858613EsophagusESCCcellular response to virus56/855284/187238.20e-056.01e-0456
GO:00326084EsophagusESCCinterferon-beta production40/855256/187238.36e-056.08e-0440
GO:00326484EsophagusESCCregulation of interferon-beta production40/855256/187238.36e-056.08e-0440
GO:0006359EsophagusESCCregulation of transcription by RNA polymerase III19/855222/187239.52e-056.78e-0419
GO:00456046EsophagusESCCregulation of epidermal cell differentiation41/855258/187231.00e-047.10e-0441
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:00467856EsophagusESCCmicrotubule polymerization55/855283/187231.21e-048.31e-0455
GO:00018378EsophagusESCCepithelial to mesenchymal transition95/8552157/187231.25e-048.56e-0495
GO:00070205EsophagusESCCmicrotubule nucleation27/855235/187231.48e-049.88e-0427
GO:0000027111EsophagusESCCribosomal large subunit assembly22/855227/187231.49e-049.92e-0422
GO:00436313EsophagusESCCRNA polyadenylation33/855245/187231.54e-041.02e-0333
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046104LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
hsa046105LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
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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
F7SNVMissense_Mutationnovelc.308N>Ap.Ser103Tyrp.S103YP08709protein_codingtolerated(0.17)benign(0.028)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
F7SNVMissense_Mutationc.729N>Gp.Ile243Metp.I243MP08709protein_codingdeleterious(0.04)benign(0.157)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
F7SNVMissense_Mutationnovelc.1132N>Ap.Gly378Argp.G378RP08709protein_codingtolerated(0.22)benign(0)TCGA-AR-A2LJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
F7SNVMissense_Mutationrs749760143c.973N>Ap.Glu325Lysp.E325KP08709protein_codingtolerated(0.05)probably_damaging(0.933)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
F7insertionFrame_Shift_Insnovelc.731_732insGGGAAAATGGGCAGGTCAGCp.Asn244LysfsTer28p.N244Kfs*28P08709protein_codingTCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
F7insertionFrame_Shift_Insnovelc.757_758insGCAAp.His253ArgfsTer29p.H253Rfs*29P08709protein_codingTCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
F7insertionIn_Frame_Insnovelc.759_760insCCCAAGGCCGAATTGTGGGGGGCAAGGp.His253_Cys254insProLysAlaGluLeuTrpGlyAlaArgp.H253_C254insPKAELWGARP08709protein_codingTCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
F7SNVMissense_Mutationc.475N>Cp.Glu159Glnp.E159QP08709protein_codingdeleterious(0.04)benign(0.115)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
F7SNVMissense_Mutationnovelc.348N>Cp.Gln116Hisp.Q116HP08709protein_codingdeleterious(0.02)probably_damaging(0.961)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
F7SNVMissense_Mutationc.160N>Ap.Val54Ilep.V54IP08709protein_codingtolerated(0.2)benign(0.01)TCGA-AA-3811-01Colorectumcolon 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
2155F7ENZYME, DRUGGABLE GENOME, PROTEASEVatreptacog alfa (activated)
2155F7ENZYME, DRUGGABLE GENOME, PROTEASEFactor viia
2155F7ENZYME, DRUGGABLE GENOME, PROTEASERecombinant factor VIIa PEGylated liposomal
2155F7ENZYME, DRUGGABLE GENOME, PROTEASEF-7TG
2155F7ENZYME, DRUGGABLE GENOME, PROTEASEBAX-817
2155F7ENZYME, DRUGGABLE GENOME, PROTEASEinhibitor178103166
2155F7ENZYME, DRUGGABLE GENOME, PROTEASECB-813
2155F7ENZYME, DRUGGABLE GENOME, PROTEASEActivated recombinant FVII-albumin fusion protein
2155F7ENZYME, DRUGGABLE GENOME, PROTEASEinhibitor252166701
2155F7ENZYME, DRUGGABLE GENOME, PROTEASEEptacog alfa intravenous
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