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: GJA1

Gene summary for GJA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GJA1

Gene ID

2697

Gene namegap junction protein alpha 1
Gene AliasAVSD3
Cytomap6q22.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P17302


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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
2697GJA1P5T-EHumanEsophagusESCC3.72e-116.10e-010.1327
2697GJA1P10T-EHumanEsophagusESCC1.20e-581.67e+000.116
2697GJA1P12T-EHumanEsophagusESCC9.84e-351.35e+000.1122
2697GJA1P15T-EHumanEsophagusESCC9.48e-044.24e-010.1149
2697GJA1P16T-EHumanEsophagusESCC8.51e-176.06e-010.1153
2697GJA1P20T-EHumanEsophagusESCC6.29e-14-1.17e-010.1124
2697GJA1P21T-EHumanEsophagusESCC6.81e-126.21e-010.1617
2697GJA1P22T-EHumanEsophagusESCC2.36e-581.67e+000.1236
2697GJA1P26T-EHumanEsophagusESCC6.07e-341.08e+000.1276
2697GJA1P27T-EHumanEsophagusESCC3.16e-021.04e-010.1055
2697GJA1P30T-EHumanEsophagusESCC2.76e-231.33e+000.137
2697GJA1P31T-EHumanEsophagusESCC3.57e-441.87e+000.1251
2697GJA1P32T-EHumanEsophagusESCC6.05e-391.56e+000.1666
2697GJA1P36T-EHumanEsophagusESCC6.59e-045.69e-010.1187
2697GJA1P37T-EHumanEsophagusESCC5.35e-301.81e+000.1371
2697GJA1P39T-EHumanEsophagusESCC1.32e-11-3.83e-010.0894
2697GJA1P40T-EHumanEsophagusESCC2.05e-022.43e-010.109
2697GJA1P42T-EHumanEsophagusESCC5.43e-074.32e-010.1175
2697GJA1P44T-EHumanEsophagusESCC2.83e-121.26e+000.1096
2697GJA1P47T-EHumanEsophagusESCC7.91e-033.82e-010.1067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:004217614BreastIDCregulation of protein catabolic process63/1434391/187231.32e-089.61e-0763
GO:000756511BreastIDCfemale pregnancy39/1434193/187231.81e-081.27e-0639
GO:00447061BreastIDCmulti-multicellular organism process41/1434220/187238.58e-085.19e-0641
GO:005165114BreastIDCmaintenance of location in cell37/1434214/187232.39e-069.35e-0537
GO:004860812BreastIDCreproductive structure development60/1434424/187232.71e-061.03e-0460
GO:006145813BreastIDCreproductive system development60/1434427/187233.41e-061.24e-0460
GO:000166714BreastIDCameboidal-type cell migration64/1434475/187236.65e-062.05e-0464
GO:004518514BreastIDCmaintenance of protein location21/143494/187236.69e-062.05e-0421
GO:005067313BreastIDCepithelial cell proliferation60/1434437/187237.13e-062.15e-0460
GO:003235512BreastIDCresponse to estradiol27/1434141/187237.87e-062.35e-0427
GO:005067812BreastIDCregulation of epithelial cell proliferation54/1434381/187238.07e-062.39e-0454
GO:007097213BreastIDCprotein localization to endoplasmic reticulum18/143474/187238.58e-062.47e-0418
GO:005123513BreastIDCmaintenance of location48/1434327/187239.90e-062.77e-0448
GO:00601352BreastIDCmaternal process involved in female pregnancy16/143462/187231.20e-053.17e-0416
GO:007121413BreastIDCcellular response to abiotic stimulus48/1434331/187231.37e-053.53e-0448
GO:010400413BreastIDCcellular response to environmental stimulus48/1434331/187231.37e-053.53e-0448
GO:004573214BreastIDCpositive regulation of protein catabolic process37/1434231/187231.46e-053.71e-0437
GO:003428414BreastIDCresponse to monosaccharide36/1434225/187231.94e-054.83e-0436
GO:003250714BreastIDCmaintenance of protein location in cell16/143465/187232.29e-055.51e-0416
GO:000756611BreastIDCembryo implantation14/143453/187233.14e-057.32e-0414
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04540CervixCCGap junction22/126788/84659.07e-032.85e-021.69e-0222
hsa045401CervixCCGap junction22/126788/84659.07e-032.85e-021.69e-0222
hsa054127CervixHSIL_HPVArrhythmogenic right ventricular cardiomyopathy10/45977/84658.34e-034.70e-023.80e-0210
hsa0541212CervixHSIL_HPVArrhythmogenic right ventricular cardiomyopathy10/45977/84658.34e-034.70e-023.80e-0210
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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
GJA1SNVMissense_Mutationc.380N>Gp.Leu127Trpp.L127WP17302protein_codingdeleterious(0.02)possibly_damaging(0.849)TCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GJA1SNVMissense_Mutationnovelc.359N>Cp.Gly120Alap.G120AP17302protein_codingtolerated(0.11)benign(0.063)TCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
GJA1SNVMissense_Mutationrs774210184c.826N>Ap.Ala276Thrp.A276TP17302protein_codingtolerated(0.17)benign(0.432)TCGA-AC-A7VB-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GJA1SNVMissense_Mutationnovelc.548C>Ap.Ala183Aspp.A183DP17302protein_codingdeleterious(0)possibly_damaging(0.765)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GJA1SNVMissense_Mutationrs759494167c.956G>Ap.Arg319Glnp.R319QP17302protein_codingtolerated(0.61)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GJA1SNVMissense_Mutationc.950N>Gp.Gln317Argp.Q317RP17302protein_codingtolerated(0.25)possibly_damaging(0.895)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GJA1insertionFrame_Shift_Insnovelc.568_569insTp.Asp190ValfsTer38p.D190Vfs*38P17302protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GJA1insertionIn_Frame_Insnovelc.570_571insATTTCCATACAGp.Asp190_Pro191insIleSerIleGlnp.D190_P191insISIQP17302protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GJA1SNVMissense_Mutationc.119C>Tp.Ala40Valp.A40VP17302protein_codingdeleterious(0)probably_damaging(0.99)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GJA1SNVMissense_Mutationc.989N>Tp.Ser330Phep.S330FP17302protein_codingdeleterious(0)benign(0.336)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
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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
2697GJA1ION CHANNELBLEOMYCINBLEOMYCIN16600115
2697GJA1ION CHANNELCARVEDILOLCARVEDILOL16448880
2697GJA1ION CHANNELinhibitor178100972CARBENOXOLONE
2697GJA1ION CHANNELPROTEASE INHIBITOR15870950
2697GJA1ION CHANNELPROTEASOME INHIBITOR16829709
2697GJA1ION CHANNELAct1
2697GJA1ION CHANNELEGCGEPIGALOCATECHIN GALLATE15736408
2697GJA1ION CHANNELPROPYLTHIOURACILPROPYLTHIOURACIL12606457
2697GJA1ION CHANNELVITAMIN C16448880
2697GJA1ION CHANNELinhibitor135650269
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