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: GCKR

Gene summary for GCKR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GCKR

Gene ID

2646

Gene nameglucokinase regulator
Gene AliasFGQTL5
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A0C4DFN2


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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
2646GCKRNAFLD1HumanLiverNAFLD8.19e-075.83e-01-0.04
2646GCKRS43HumanLiverCirrhotic2.78e-05-1.65e-01-0.0187
2646GCKRHCC1_MengHumanLiverHCC4.57e-12-1.76e-010.0246
2646GCKRHCC2_MengHumanLiverHCC2.36e-06-1.89e-010.0107
2646GCKRcirrhotic1HumanLiverCirrhotic2.12e-04-1.75e-010.0202
2646GCKRHCC1HumanLiverHCC1.05e-244.76e-010.5336
2646GCKRHCC2HumanLiverHCC2.20e-122.70e+000.5341
2646GCKRPt13.aHumanLiverHCC7.97e-05-1.70e-010.021
2646GCKRPt14.dHumanLiverHCC1.55e-03-1.74e-010.0143
2646GCKRS027HumanLiverHCC1.76e-024.74e-010.2446
2646GCKRS028HumanLiverHCC1.82e-043.74e-010.2503
2646GCKRS029HumanLiverHCC1.67e-065.40e-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:00550883LiverNAFLDlipid homeostasis44/1882167/187231.48e-092.54e-0744
GO:0055090LiverNAFLDacylglycerol homeostasis17/188242/187232.22e-071.53e-0517
GO:0070328LiverNAFLDtriglyceride homeostasis17/188242/187232.22e-071.53e-0517
GO:00059965LiverNAFLDmonosaccharide metabolic process53/1882257/187232.89e-071.92e-0553
GO:00620125LiverNAFLDregulation of small molecule metabolic process63/1882334/187236.55e-073.79e-0563
GO:00193185LiverNAFLDhexose metabolic process49/1882237/187237.41e-074.12e-0549
GO:00442623LiverNAFLDcellular carbohydrate metabolic process55/1882283/187231.27e-066.01e-0555
GO:00060065LiverNAFLDglucose metabolic process42/1882196/187231.70e-067.47e-0542
GO:00423267LiverNAFLDnegative regulation of phosphorylation67/1882385/187235.49e-061.98e-0467
GO:00061093LiverNAFLDregulation of carbohydrate metabolic process38/1882178/187235.71e-062.04e-0438
GO:00459367LiverNAFLDnegative regulation of phosphate metabolic process73/1882441/187231.31e-053.93e-0473
GO:00105637LiverNAFLDnegative regulation of phosphorus metabolic process73/1882442/187231.42e-054.17e-0473
GO:00513487LiverNAFLDnegative regulation of transferase activity49/1882268/187232.61e-057.03e-0449
GO:00106753LiverNAFLDregulation of cellular carbohydrate metabolic process31/1882146/187234.47e-051.08e-0331
GO:00097437LiverNAFLDresponse to carbohydrate45/1882253/187231.07e-042.11e-0345
GO:00109063LiverNAFLDregulation of glucose metabolic process26/1882119/187231.09e-042.13e-0326
GO:00069137LiverNAFLDnucleocytoplasmic transport51/1882301/187231.39e-042.62e-0351
GO:00511697LiverNAFLDnuclear transport51/1882301/187231.39e-042.62e-0351
GO:00425936LiverNAFLDglucose homeostasis45/1882258/187231.71e-043.08e-0345
GO:00335006LiverNAFLDcarbohydrate homeostasis45/1882259/187231.87e-043.29e-0345
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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
GCKRSNVMissense_Mutationrs779171513c.1823N>Tp.Pro608Leup.P608Lprotein_codingtolerated_low_confidence(0.08)benign(0.041)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
GCKRinsertionFrame_Shift_Insnovelc.186_187insATTGAGAACCTGGGTGTGAGTCCCAATTTGTCCAGCTGTGTp.Glu63IlefsTer32p.E63Ifs*32protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
GCKRinsertionFrame_Shift_Insnovelc.597_598insTCTCCGTTTCAAACGCACAAGCAp.Val200SerfsTer20p.V200Sfs*20protein_codingTCGA-BH-A0B3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
GCKRdeletionFrame_Shift_Delnovelc.1068delNp.Phe357SerfsTer37p.F357Sfs*37protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
GCKRSNVMissense_Mutationc.661N>Cp.Asp221Hisp.D221Hprotein_codingdeleterious(0.03)possibly_damaging(0.906)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
GCKRSNVMissense_Mutationc.1399G>Cp.Glu467Glnp.E467Qprotein_codingtolerated(0.07)possibly_damaging(0.682)TCGA-R2-A69V-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GCKRSNVMissense_Mutationrs374489109c.748G>Ap.Gly250Argp.G250Rprotein_codingdeleterious(0.02)benign(0.216)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GCKRSNVMissense_Mutationrs761397252c.1720G>Ap.Ala574Thrp.A574Tprotein_codingdeleterious(0)possibly_damaging(0.793)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
GCKRSNVMissense_Mutationrs146168012c.776N>Ap.Arg259Glnp.R259Qprotein_codingtolerated(0.17)benign(0.013)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
GCKRSNVMissense_Mutationrs761397252c.1720N>Ap.Ala574Thrp.A574Tprotein_codingdeleterious(0)possibly_damaging(0.793)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
2646GCKRENZYMEethanolALCOHOL32451486
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