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: CLDN12

Gene summary for CLDN12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLDN12

Gene ID

9069

Gene nameclaudin 12
Gene AliasCLDN12
Cytomap7q21.13
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

B2R687


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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
9069CLDN12LZE20THumanEsophagusESCC7.24e-031.47e-020.0662
9069CLDN12LZE24THumanEsophagusESCC8.08e-051.30e-010.0596
9069CLDN12P2T-EHumanEsophagusESCC1.39e-111.45e-010.1177
9069CLDN12P4T-EHumanEsophagusESCC8.00e-112.30e-010.1323
9069CLDN12P5T-EHumanEsophagusESCC1.41e-071.73e-020.1327
9069CLDN12P8T-EHumanEsophagusESCC1.25e-232.40e-010.0889
9069CLDN12P9T-EHumanEsophagusESCC8.05e-121.12e-010.1131
9069CLDN12P10T-EHumanEsophagusESCC3.97e-101.24e-010.116
9069CLDN12P11T-EHumanEsophagusESCC4.72e-052.73e-010.1426
9069CLDN12P12T-EHumanEsophagusESCC1.18e-092.60e-010.1122
9069CLDN12P15T-EHumanEsophagusESCC8.84e-122.55e-010.1149
9069CLDN12P16T-EHumanEsophagusESCC2.79e-721.30e+000.1153
9069CLDN12P19T-EHumanEsophagusESCC4.92e-042.89e-010.1662
9069CLDN12P20T-EHumanEsophagusESCC1.78e-101.69e-010.1124
9069CLDN12P21T-EHumanEsophagusESCC2.40e-191.92e-010.1617
9069CLDN12P22T-EHumanEsophagusESCC3.00e-103.28e-020.1236
9069CLDN12P23T-EHumanEsophagusESCC1.46e-184.61e-010.108
9069CLDN12P24T-EHumanEsophagusESCC4.25e-114.66e-020.1287
9069CLDN12P26T-EHumanEsophagusESCC7.78e-142.06e-010.1276
9069CLDN12P27T-EHumanEsophagusESCC1.63e-087.11e-020.1055
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:003563310EsophagusESCCmaintenance of blood-brain barrier24/855235/187235.25e-031.97e-0224
GO:003563315ProstateTumormaintenance of blood-brain barrier17/324635/187232.09e-052.71e-0417
GO:000189416ProstateTumortissue homeostasis65/3246268/187232.39e-031.35e-0265
GO:006024915ProstateTumoranatomical structure homeostasis74/3246314/187232.82e-031.54e-0274
GO:003563319ThyroidPTCmaintenance of blood-brain barrier19/596835/187234.94e-032.29e-0219
GO:003563322ThyroidATCmaintenance of blood-brain barrier22/629335/187233.74e-042.28e-0322
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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
CLDN12SNVMissense_Mutationc.584N>Cp.Trp195Serp.W195SP56749protein_codingtolerated(0.05)probably_damaging(0.996)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CLDN12SNVMissense_Mutationnovelc.25N>Tp.Ala9Serp.A9SP56749protein_codingtolerated(0.57)benign(0.086)TCGA-E2-A1LE-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinPD
CLDN12SNVMissense_Mutationc.461N>Ap.Val154Aspp.V154DP56749protein_codingdeleterious(0.03)benign(0.031)TCGA-EW-A1J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
CLDN12insertionFrame_Shift_Insnovelc.290_291insTTGTGp.Met98CysfsTer10p.M98Cfs*10P56749protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
CLDN12insertionFrame_Shift_Insnovelc.291_292insTTAAACTCTGATTTTTATATTGTACATTTATATATGCTp.Met98LeufsTer21p.M98Lfs*21P56749protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
CLDN12insertionNonsense_Mutationnovelc.267_268insAAGCAGTGAGCTGGGTCACTGAATGCTAAGAAGTAGTTAAp.Leu90LysfsTer3p.L90Kfs*3P56749protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLDN12SNVMissense_Mutationc.551N>Ap.Gly184Aspp.G184DP56749protein_codingdeleterious(0.05)probably_damaging(0.999)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CLDN12SNVMissense_Mutationc.556N>Cp.Phe186Leup.F186LP56749protein_codingtolerated(0.75)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CLDN12SNVMissense_Mutationc.586N>Ap.Tyr196Asnp.Y196NP56749protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AA-A02J-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CLDN12SNVMissense_Mutationc.248N>Cp.Leu83Prop.L83PP56749protein_codingdeleterious(0.04)probably_damaging(0.917)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<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
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