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: VKORC1

Gene summary for VKORC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VKORC1

Gene ID

79001

Gene namevitamin K epoxide reductase complex subunit 1
Gene AliasEDTP308
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q9BQB6


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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
79001VKORC1GSM4909281HumanBreastIDC4.21e-043.15e-010.21
79001VKORC1GSM4909296HumanBreastIDC2.79e-05-2.32e-030.1524
79001VKORC1GSM4909297HumanBreastIDC1.51e-08-1.28e-010.1517
79001VKORC1GSM4909304HumanBreastIDC6.41e-073.26e-010.1636
79001VKORC1GSM4909308HumanBreastIDC6.16e-083.65e-010.158
79001VKORC1GSM4909311HumanBreastIDC3.92e-25-1.32e-010.1534
79001VKORC1GSM4909312HumanBreastIDC4.71e-099.17e-020.1552
79001VKORC1GSM4909315HumanBreastIDC3.72e-022.52e-010.21
79001VKORC1GSM4909319HumanBreastIDC1.03e-35-1.84e-020.1563
79001VKORC1GSM4909320HumanBreastIDC2.50e-051.40e-010.1575
79001VKORC1GSM4909321HumanBreastIDC4.55e-108.83e-020.1559
79001VKORC1ctrl6HumanBreastPrecancer1.01e-095.49e-01-0.0061
79001VKORC1brca2HumanBreastPrecancer1.43e-037.04e-02-0.024
79001VKORC1brca10HumanBreastPrecancer6.01e-104.45e-01-0.0029
79001VKORC1NCCBC14HumanBreastDCIS3.24e-05-1.47e-010.2021
79001VKORC1NCCBC5HumanBreastDCIS9.46e-10-1.08e-010.2046
79001VKORC1P1HumanBreastIDC7.38e-12-2.42e-010.1527
79001VKORC1DCIS2HumanBreastDCIS5.28e-581.46e-010.0085
79001VKORC1HTA11_3410_2000001011HumanColorectumAD6.00e-081.79e-010.0155
79001VKORC1HTA11_2487_2000001011HumanColorectumSER1.03e-092.58e-01-0.1808
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:00508789BreastPrecancerregulation of body fluid levels40/1080379/187231.68e-042.77e-0340
GO:00094108BreastPrecancerresponse to xenobiotic stimulus45/1080462/187234.17e-045.56e-0345
GO:00075995BreastPrecancerhemostasis24/1080222/187232.31e-032.15e-0224
GO:00075965BreastPrecancerblood coagulation23/1080217/187233.61e-032.98e-0223
GO:00508175BreastPrecancercoagulation23/1080222/187234.78e-033.64e-0223
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:004206014BreastIDCwound healing55/1434422/187237.27e-051.45e-0355
GO:005087813BreastIDCregulation of body fluid levels50/1434379/187231.12e-042.10e-0350
GO:000941023BreastDCISresponse to xenobiotic stimulus59/1390462/187233.00e-056.61e-0459
GO:005087823BreastDCISregulation of body fluid levels50/1390379/187235.17e-051.06e-0350
GO:004206024BreastDCISwound healing54/1390422/187236.09e-051.22e-0354
GO:000697910CervixCCresponse to oxidative stress102/2311446/187232.99e-104.36e-08102
GO:006219710CervixCCcellular response to chemical stress76/2311337/187231.01e-075.25e-0676
GO:003459910CervixCCcellular response to oxidative stress63/2311288/187233.58e-069.50e-0563
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0050878ColorectumADregulation of body fluid levels108/3918379/187232.54e-043.20e-03108
GO:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:00420601ColorectumSERwound healing97/2897422/187232.69e-057.30e-0497
GO:00508781ColorectumSERregulation of body fluid levels81/2897379/187231.28e-031.43e-0281
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa00130Oral cavityOSCCUbiquinone and other terpenoid-quinone biosynthesis9/370411/84651.19e-022.62e-021.33e-029
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa001301Oral cavityOSCCUbiquinone and other terpenoid-quinone biosynthesis9/370411/84651.19e-022.62e-021.33e-029
hsa001302Oral cavityLPUbiquinone and other terpenoid-quinone biosynthesis8/241811/84653.03e-031.29e-028.35e-038
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa001303Oral cavityLPUbiquinone and other terpenoid-quinone biosynthesis8/241811/84653.03e-031.29e-028.35e-038
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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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
VKORC1SNVMissense_Mutationc.366G>Tp.Trp122Cysp.W122CQ9BQB6protein_codingtolerated(0.13)probably_damaging(0.956)TCGA-NH-A8F7-06ColorectumNANANANANANANA
VKORC1SNVMissense_Mutationrs72547528c.292C>Tp.Arg98Trpp.R98WQ9BQB6protein_codingtolerated(0.09)possibly_damaging(0.636)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VKORC1SNVMissense_Mutationc.467C>Ap.Pro156Hisp.P156HQ9BQB6protein_codingtolerated(0.55)benign(0.001)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VKORC1SNVMissense_Mutationnovelc.398N>Cp.Ile133Thrp.I133TQ9BQB6protein_codingdeleterious(0)possibly_damaging(0.551)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
VKORC1SNVMissense_Mutationnovelc.473N>Ap.Gly158Aspp.G158DQ9BQB6protein_codingtolerated(0.38)benign(0)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
VKORC1SNVMissense_Mutationrs775979722c.298N>Tp.Arg100Cysp.R100CQ9BQB6protein_codingtolerated(0.18)possibly_damaging(0.761)TCGA-22-4594-01Lunglung squamous cell carcinomaFemale<65III/IVUnknownUnknownSD
VKORC1SNVMissense_Mutationnovelc.249N>Gp.Phe83Leup.F83LQ9BQB6protein_codingtolerated(0.25)benign(0.389)TCGA-92-8063-01Lunglung squamous cell carcinomaMale<65III/IVChemotherapytaxolSD
VKORC1SNVMissense_Mutationnovelc.254G>Cp.Cys85Serp.C85SQ9BQB6protein_codingdeleterious(0.01)possibly_damaging(0.715)TCGA-HU-A4G8-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
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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
79001VKORC1DRUGGABLE GENOME, ENZYMETecarfarinTECARFARIN
79001VKORC1DRUGGABLE GENOME, ENZYMEinhibitor178103444PHENINDIONE
79001VKORC1DRUGGABLE GENOME, ENZYMEDICUMAROLDICUMAROL
79001VKORC1DRUGGABLE GENOME, ENZYMEinhibitor135651418ALITRETINOIN
79001VKORC1DRUGGABLE GENOME, ENZYMEPHENPROCOUMONPHENPROCOUMON
79001VKORC1DRUGGABLE GENOME, ENZYMEACENOCOUMAROLACENOCOUMAROL
79001VKORC1DRUGGABLE GENOME, ENZYMEinhibitor178103414DICUMAROL
79001VKORC1DRUGGABLE GENOME, ENZYMEinhibitor178103459WARFARIN
79001VKORC1DRUGGABLE GENOME, ENZYMEDicumarolDICUMAROL
79001VKORC1DRUGGABLE GENOME, ENZYMEAcenocoumarolACENOCOUMAROL
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