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: G6PC

Gene summary for G6PC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

G6PC

Gene ID

2538

Gene nameglucose-6-phosphatase catalytic subunit 1
Gene AliasG6PC
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0000272

UniProtAcc

P35575


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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
2538G6PCNAFLD1HumanLiverNAFLD1.64e-111.01e+00-0.04
2538G6PCS41HumanLiverCirrhotic8.24e-098.42e-01-0.0343
2538G6PCHCC1_MengHumanLiverHCC7.60e-07-1.62e-010.0246
2538G6PCHCC2_MengHumanLiverHCC1.07e-06-1.73e-010.0107
2538G6PCcirrhotic2HumanLiverCirrhotic7.88e-037.61e-020.0201
2538G6PCHCC2HumanLiverHCC8.66e-052.06e+000.5341
2538G6PCPt13.bHumanLiverHCC1.01e-079.93e-020.0251
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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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:00463643EsophagusESCCmonosaccharide biosynthetic process52/855282/187239.03e-044.61e-0352
GO:00193193EsophagusESCChexose biosynthetic process49/855278/187231.69e-037.81e-0349
GO:00060943EsophagusESCCgluconeogenesis46/855275/187234.54e-031.78e-0246
GO:000599612LiverCirrhoticmonosaccharide metabolic process104/4634257/187231.74e-086.32e-07104
GO:001931812LiverCirrhotichexose metabolic process97/4634237/187232.67e-089.16e-0797
GO:000600611LiverCirrhoticglucose metabolic process82/4634196/187231.01e-072.93e-0682
GO:00463641LiverCirrhoticmonosaccharide biosynthetic process37/463482/187234.52e-055.30e-0437
GO:00160511LiverCirrhoticcarbohydrate biosynthetic process73/4634202/187231.91e-041.77e-0373
GO:00193191LiverCirrhotichexose biosynthetic process33/463478/187234.94e-043.96e-0333
GO:00060941LiverCirrhoticgluconeogenesis32/463475/187235.00e-043.98e-0332
GO:001631111LiverCirrhoticdephosphorylation130/4634417/187231.58e-031.03e-02130
GO:0051156LiverCirrhoticglucose 6-phosphate metabolic process12/463424/187236.58e-033.25e-0212
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
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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
G6PCSNVMissense_Mutationrs779548820c.445N>Tp.Arg149Trpp.R149WP35575protein_codingtolerated(0.46)benign(0)TCGA-A7-A3IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
G6PCSNVMissense_Mutationc.112N>Ap.Asp38Asnp.D38NP35575protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
G6PCSNVMissense_Mutationc.560N>Tp.Ser187Leup.S187LP35575protein_codingtolerated(0.11)possibly_damaging(0.666)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
G6PCSNVMissense_Mutationc.846N>Cp.Glu282Aspp.E282DP35575protein_codingtolerated(0.35)benign(0)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
G6PCSNVMissense_Mutationrs149486847c.992N>Tp.Ala331Valp.A331VP35575protein_codingdeleterious(0.04)benign(0.161)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
G6PCSNVMissense_Mutationrs145749644c.133N>Ap.Val45Ilep.V45IP35575protein_codingtolerated(1)benign(0.003)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
G6PCSNVMissense_Mutationc.433A>Gp.Thr145Alap.T145AP35575protein_codingtolerated(0.37)benign(0.334)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
G6PCSNVMissense_Mutationnovelc.15N>Tp.Met5Ilep.M5IP35575protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
G6PCSNVMissense_Mutationc.1062N>Tp.Lys354Asnp.K354NP35575protein_codingdeleterious(0.04)benign(0.444)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
G6PCSNVMissense_Mutationnovelc.22N>Tp.Leu8Phep.L8FP35575protein_codingdeleterious(0.03)possibly_damaging(0.74)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
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