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: GJC1

Gene summary for GJC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GJC1

Gene ID

10052

Gene namegap junction protein gamma 1
Gene AliasCX45
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

P36383


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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
10052GJC1HCC1HumanLiverHCC4.31e-182.00e+000.5336
10052GJC1HCC2HumanLiverHCC1.28e-272.21e+000.5341
10052GJC1HCC5HumanLiverHCC1.44e-241.68e+000.4932
10052GJC1Pt13.bHumanLiverHCC2.33e-174.56e-010.0251
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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:004521622LiverHCCcell-cell junction organization107/7958200/187231.06e-036.11e-03107
GO:00860642LiverHCCcell communication by electrical coupling involved in cardiac conduction17/795825/187238.94e-033.45e-0217
GO:000704312LiverHCCcell-cell junction assembly76/7958146/187231.23e-024.47e-0276
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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
GJC1SNVMissense_Mutationc.36N>Cp.Glu12Aspp.E12DP36383protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
GJC1SNVMissense_Mutationnovelc.7N>Ap.Trp3Argp.W3RP36383protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
GJC1SNVMissense_Mutationnovelc.358N>Tp.Arg120Cysp.R120CP36383protein_codingtolerated(0.2)benign(0.003)TCGA-BH-A6R8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GJC1insertionIn_Frame_Insnovelc.4_5insAAGTGGGGTCCAAAGCTGGGTCCAACAAAAGCACTGCCAp.Met1_Ser2insLysValGlySerLysAlaGlySerAsnLysSerThrAlap.M1_S2insKVGSKAGSNKSTAP36383protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
GJC1deletionFrame_Shift_Delc.1131delNp.Ser378ProfsTer34p.S378Pfs*34P36383protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GJC1insertionFrame_Shift_Insnovelc.126_127insTACCCCCACCAAAAAAAAGAAACTCp.Ile43TyrfsTer13p.I43Yfs*13P36383protein_codingTCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
GJC1deletionFrame_Shift_Delnovelc.917delNp.Asn306MetfsTer106p.N306Mfs*106P36383protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GJC1SNVMissense_Mutationc.690N>Gp.Ile230Metp.I230MP36383protein_codingdeleterious(0)probably_damaging(0.983)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
GJC1SNVMissense_Mutationrs776242102c.23N>Ap.Arg8Hisp.R8HP36383protein_codingdeleterious(0)possibly_damaging(0.868)TCGA-A6-6651-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
GJC1SNVMissense_Mutationc.136N>Ap.Asp46Asnp.D46NP36383protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=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
10052GJC1ION CHANNELinhibitor135650269
10052GJC1ION CHANNELinhibitor178101095OCTANOL
10052GJC1ION CHANNELinhibitor178100972CARBENOXOLONE
10052GJC1ION CHANNELinhibitor135652731
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