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: GGCX

Gene summary for GGCX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GGCX

Gene ID

2677

Gene namegamma-glutamyl carboxylase
Gene AliasVKCFD1
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P38435


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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
2677GGCXLZE2THumanEsophagusESCC4.83e-036.02e-010.082
2677GGCXLZE4THumanEsophagusESCC1.68e-086.74e-020.0811
2677GGCXLZE7THumanEsophagusESCC6.02e-052.32e-010.0667
2677GGCXLZE8THumanEsophagusESCC5.84e-061.19e-010.067
2677GGCXLZE20THumanEsophagusESCC8.50e-081.57e-010.0662
2677GGCXLZE22THumanEsophagusESCC4.33e-051.73e-010.068
2677GGCXLZE24THumanEsophagusESCC2.80e-123.60e-010.0596
2677GGCXP2T-EHumanEsophagusESCC3.58e-306.08e-010.1177
2677GGCXP4T-EHumanEsophagusESCC1.56e-327.35e-010.1323
2677GGCXP5T-EHumanEsophagusESCC7.08e-182.63e-010.1327
2677GGCXP8T-EHumanEsophagusESCC2.73e-171.96e-010.0889
2677GGCXP9T-EHumanEsophagusESCC2.09e-041.49e-010.1131
2677GGCXP10T-EHumanEsophagusESCC1.55e-333.26e-010.116
2677GGCXP11T-EHumanEsophagusESCC9.92e-092.14e-010.1426
2677GGCXP12T-EHumanEsophagusESCC1.52e-232.77e-010.1122
2677GGCXP15T-EHumanEsophagusESCC6.96e-224.81e-010.1149
2677GGCXP16T-EHumanEsophagusESCC3.55e-215.14e-010.1153
2677GGCXP17T-EHumanEsophagusESCC1.95e-083.87e-010.1278
2677GGCXP19T-EHumanEsophagusESCC2.44e-067.21e-010.1662
2677GGCXP20T-EHumanEsophagusESCC2.15e-224.21e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:004206012LiverCirrhoticwound healing155/4634422/187232.12e-087.56e-07155
GO:000759611LiverCirrhoticblood coagulation79/4634217/187238.06e-058.81e-0479
GO:000759911LiverCirrhotichemostasis80/4634222/187231.08e-041.10e-0380
GO:005081711LiverCirrhoticcoagulation79/4634222/187231.90e-041.76e-0379
GO:005087812LiverCirrhoticregulation of body fluid levels118/4634379/187232.65e-031.55e-02118
GO:004206022LiverHCCwound healing219/7958422/187235.34e-055.04e-04219
GO:00075962LiverHCCblood coagulation118/7958217/187232.63e-041.94e-03118
GO:00075992LiverHCChemostasis119/7958222/187235.25e-043.41e-03119
GO:00508172LiverHCCcoagulation118/7958222/187238.41e-045.03e-03118
GO:005087822LiverHCCregulation of body fluid levels191/7958379/187231.06e-036.11e-03191
GO:004206020Oral cavityOSCCwound healing237/7305422/187234.51e-132.18e-11237
GO:005087819Oral cavityOSCCregulation of body fluid levels179/7305379/187236.19e-043.50e-03179
GO:00075969Oral cavityOSCCblood coagulation102/7305217/187239.69e-033.43e-02102
GO:00075999Oral cavityOSCChemostasis103/7305222/187231.45e-024.73e-02103
GO:00508179Oral cavityOSCCcoagulation103/7305222/187231.45e-024.73e-02103
GO:0042060110Oral cavityLPwound healing139/4623422/187237.10e-059.48e-04139
GO:0042060112ThyroidPTCwound healing190/5968422/187237.72e-091.92e-07190
GO:004206034ThyroidATCwound healing210/6293422/187233.33e-121.37e-10210
GO:000759618ThyroidATCblood coagulation93/6293217/187232.69e-031.23e-0293
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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
GGCXSNVMissense_Mutationnovelc.1114C>Ap.Leu372Metp.L372MP38435protein_codingtolerated(0.17)benign(0.209)TCGA-AR-A0TR-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
GGCXSNVMissense_Mutationnovelc.1190A>Gp.Tyr397Cysp.Y397CP38435protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
GGCXSNVMissense_Mutationnovelc.2242N>Ap.Glu748Lysp.E748KP38435protein_codingtolerated_low_confidence(0.08)benign(0.001)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
GGCXinsertionNonsense_Mutationnovelc.1558_1559insGCCAAATCTGTTTTCATTp.Lys520delinsSerGlnIleCysPheHisTerp.K520delinsSQICFH*P38435protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GGCXinsertionFrame_Shift_Insnovelc.1188_1189insAGGAGGCTGAGGCATGAGAATCGCTp.Tyr397ArgfsTer29p.Y397Rfs*29P38435protein_codingTCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
GGCXinsertionFrame_Shift_Insnovelc.993_994insAp.Pro332ThrfsTer15p.P332Tfs*15P38435protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
GGCXinsertionIn_Frame_Insnovelc.992_993insTTATACGAAGATATTTCCTTTTCTACCATTp.Leu330_Leu331insPheTyrThrLysIlePheProPheLeuProp.L330_L331insFYTKIFPFLPP38435protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
GGCXSNVMissense_Mutationrs773659201c.1453C>Tp.Arg485Cysp.R485CP38435protein_codingdeleterious(0.01)possibly_damaging(0.773)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GGCXSNVMissense_Mutationc.787N>Cp.Asp263Hisp.D263HP38435protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
GGCXSNVMissense_Mutationnovelc.193N>Ap.Ala65Thrp.A65TP38435protein_codingdeleterious(0)possibly_damaging(0.833)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<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
2677GGCXDRUGGABLE GENOME, ENZYMEPHYTONADIONEPHYTONADIONE
2677GGCXDRUGGABLE GENOME, ENZYMEANISINDIONEANISINDIONE
2677GGCXDRUGGABLE GENOME, ENZYMEANISINDIONEANISINDIONE
2677GGCXDRUGGABLE GENOME, ENZYMEMENADIONEMENADIONE
2677GGCXDRUGGABLE GENOME, ENZYMEPHYTONADIONEPHYTONADIONE
2677GGCXDRUGGABLE GENOME, ENZYMEPhytonadionePHYTONADIONE
2677GGCXDRUGGABLE GENOME, ENZYMEinhibitor178103541ANISINDIONE
2677GGCXDRUGGABLE GENOME, ENZYMEMENADIONEMENADIONE
2677GGCXDRUGGABLE GENOME, ENZYMEacenocoumarolACENOCOUMAROL25042728,25519826,24927344,29432897
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