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: GJB4

Gene summary for GJB4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GJB4

Gene ID

127534

Gene namegap junction protein beta 4
Gene AliasCX30.3
Cytomap1p34.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9NTQ9


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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
127534GJB4LZE8THumanEsophagusESCC7.18e-051.89e-010.067
127534GJB4LZE20THumanEsophagusESCC3.13e-031.41e-010.0662
127534GJB4LZE24THumanEsophagusESCC3.89e-062.60e-010.0596
127534GJB4P2T-EHumanEsophagusESCC7.90e-035.07e-020.1177
127534GJB4P12T-EHumanEsophagusESCC1.66e-021.03e-010.1122
127534GJB4P22T-EHumanEsophagusESCC1.78e-038.62e-020.1236
127534GJB4P23T-EHumanEsophagusESCC1.14e-112.99e-010.108
127534GJB4P26T-EHumanEsophagusESCC2.74e-021.36e-010.1276
127534GJB4P27T-EHumanEsophagusESCC1.05e-026.78e-020.1055
127534GJB4P28T-EHumanEsophagusESCC2.87e-081.97e-010.1149
127534GJB4P31T-EHumanEsophagusESCC3.62e-214.45e-010.1251
127534GJB4P37T-EHumanEsophagusESCC3.54e-103.00e-010.1371
127534GJB4P42T-EHumanEsophagusESCC3.51e-061.74e-010.1175
127534GJB4P47T-EHumanEsophagusESCC4.17e-051.35e-010.1067
127534GJB4P48T-EHumanEsophagusESCC2.02e-061.23e-010.0959
127534GJB4P52T-EHumanEsophagusESCC1.97e-102.26e-010.1555
127534GJB4P54T-EHumanEsophagusESCC1.13e-144.11e-010.0975
127534GJB4P62T-EHumanEsophagusESCC2.62e-346.57e-010.1302
127534GJB4P74T-EHumanEsophagusESCC6.95e-123.89e-010.1479
127534GJB4P75T-EHumanEsophagusESCC2.13e-275.98e-010.1125
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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
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
∗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
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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
GJB4SNVMissense_Mutationnovelc.682G>Cp.Glu228Glnp.E228QQ9NTQ9protein_codingtolerated(0.49)benign(0.03)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GJB4SNVMissense_Mutationc.643N>Ap.Glu215Lysp.E215KQ9NTQ9protein_codingtolerated(0.68)benign(0.007)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GJB4SNVMissense_Mutationnovelc.281A>Gp.His94Argp.H94RQ9NTQ9protein_codingdeleterious(0.04)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GJB4SNVMissense_Mutationrs185327282c.679N>Tp.Arg227Trpp.R227WQ9NTQ9protein_codingtolerated(0.23)benign(0.394)TCGA-HM-A6W2-06Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GJB4SNVMissense_Mutationrs370587030c.211N>Ap.Val71Metp.V71MQ9NTQ9protein_codingdeleterious(0.03)probably_damaging(0.963)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
GJB4SNVMissense_Mutationc.204N>Ap.Phe68Leup.F68LQ9NTQ9protein_codingtolerated(0.07)benign(0.19)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
GJB4SNVMissense_Mutationc.428C>Tp.Ala143Valp.A143VQ9NTQ9protein_codingtolerated(0.84)benign(0.001)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
GJB4SNVMissense_Mutationrs778397300c.668N>Ap.Arg223Glnp.R223QQ9NTQ9protein_codingtolerated(0.21)benign(0.003)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GJB4SNVMissense_Mutationc.163A>Tp.Thr55Serp.T55SQ9NTQ9protein_codingdeleterious(0.04)possibly_damaging(0.729)TCGA-DY-A1DC-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapycapecitabinePR
GJB4SNVMissense_Mutationrs539139170c.479G>Ap.Arg160Hisp.R160HQ9NTQ9protein_codingtolerated(0.17)benign(0.086)TCGA-F5-6814-01Colorectumrectum 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
127534GJB4ION CHANNELinhibitor135652731
127534GJB4ION CHANNELinhibitor135650269
127534GJB4ION CHANNELinhibitor178101095OCTANOL
127534GJB4ION CHANNELinhibitor178100972CARBENOXOLONE
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