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: CLDN5

Gene summary for CLDN5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLDN5

Gene ID

7122

Gene nameclaudin 5
Gene AliasAWAL
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

D3DX19


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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
7122CLDN5P5T-EHumanEsophagusESCC3.21e-144.89e-010.1327
7122CLDN5P9T-EHumanEsophagusESCC1.28e-201.83e+000.1131
7122CLDN5P31T-EHumanEsophagusESCC4.99e-461.69e+000.1251
7122CLDN5P52T-EHumanEsophagusESCC1.16e-111.23e+000.1555
7122CLDN5P61T-EHumanEsophagusESCC9.69e-032.93e-010.099
7122CLDN5C38HumanOral cavityOSCC2.54e-041.23e+000.172
7122CLDN5LN38HumanOral cavityOSCC3.72e-122.89e+000.168
7122CLDN5LP16HumanOral cavityLP2.72e-024.23e-010.1055
7122CLDN5LP17HumanOral cavityLP7.78e-056.37e-010.2349
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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
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
GO:00715609EsophagusESCCcellular response to transforming growth factor beta stimulus151/8552250/187231.78e-062.10e-05151
GO:003209216EsophagusESCCpositive regulation of protein binding60/855285/187232.83e-063.22e-0560
GO:00071799EsophagusESCCtransforming growth factor beta receptor signaling pathway121/8552198/187238.26e-068.03e-05121
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:00603242EsophagusESCCface development34/855244/187231.90e-051.67e-0434
GO:00425524EsophagusESCCmyelination85/8552134/187232.51e-052.13e-0485
GO:00072724EsophagusESCCensheathment of neurons86/8552136/187232.68e-052.24e-0486
GO:00083664EsophagusESCCaxon ensheathment86/8552136/187232.68e-052.24e-0486
GO:000188510EsophagusESCCendothelial cell development44/855264/187231.59e-041.05e-0344
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:004521620EsophagusESCCcell-cell junction organization114/8552200/187238.04e-044.16e-03114
GO:006102818EsophagusESCCestablishment of endothelial barrier32/855246/187239.01e-044.61e-0332
GO:00101711EsophagusESCCbody morphogenesis30/855243/187231.21e-035.88e-0330
GO:00603253EsophagusESCCface morphogenesis21/855228/187231.57e-037.33e-0321
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa051609EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa05130310EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0516016EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0513030Oral cavityOSCCPathogenic Escherichia coli infection129/3704197/84654.32e-105.17e-092.63e-09129
hsa051608Oral cavityOSCCHepatitis C103/3704157/84652.17e-081.96e-079.99e-08103
hsa0453030Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa0467030Oral cavityOSCCLeukocyte transendothelial migration63/3704114/84658.46e-031.96e-029.95e-0363
hsa05130114Oral cavityOSCCPathogenic Escherichia coli infection129/3704197/84654.32e-105.17e-092.63e-09129
hsa0516015Oral cavityOSCCHepatitis C103/3704157/84652.17e-081.96e-079.99e-08103
hsa04530114Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa04670113Oral cavityOSCCLeukocyte transendothelial migration63/3704114/84658.46e-031.96e-029.95e-0363
hsa0516024Oral cavityLPHepatitis C73/2418157/84651.14e-061.36e-058.74e-0673
hsa05130210Oral cavityLPPathogenic Escherichia coli infection87/2418197/84651.71e-061.78e-051.15e-0587
hsa0516034Oral cavityLPHepatitis C73/2418157/84651.14e-061.36e-058.74e-0673
hsa0513038Oral cavityLPPathogenic Escherichia coli infection87/2418197/84651.71e-061.78e-051.15e-0587
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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
CLDN5SNVMissense_Mutationc.415N>Cp.Cys139Argp.C139Rprotein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0DL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
CLDN5SNVMissense_Mutationnovelc.10N>Ap.Ala4Thrp.A4Tprotein_codingdeleterious_low_confidence(0)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CLDN5SNVMissense_Mutationc.217N>Ap.Gly73Serp.G73Sprotein_codingtolerated_low_confidence(0.89)benign(0)TCGA-DY-A1DG-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
CLDN5insertionFrame_Shift_Insnovelc.90_91insCp.Gly31ArgfsTer307p.G31Rfs*307protein_codingTCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
CLDN5SNVMissense_Mutationnovelc.470N>Tp.Ala157Valp.A157Vprotein_codingdeleterious(0.01)possibly_damaging(0.771)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLDN5SNVMissense_Mutationnovelc.187N>Ap.Ala63Thrp.A63Tprotein_codingtolerated_low_confidence(0.19)benign(0.001)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLDN5insertionFrame_Shift_Insrs768198935c.314dupGp.Leu106SerfsTer232p.L106Sfs*232protein_codingTCGA-SL-A6JA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CLDN5SNVMissense_Mutationnovelc.575N>Ap.Cys192Tyrp.C192Yprotein_codingdeleterious(0)probably_damaging(0.952)TCGA-ZP-A9D0-01Liverliver hepatocellular carcinomaFemale>=65I/IIUnknownUnknownSD
CLDN5SNVMissense_Mutationnovelc.434N>Tp.Gly145Valp.G145Vprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-55-6972-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
CLDN5SNVMissense_Mutationc.487C>Ap.Gln163Lysp.Q163Kprotein_codingdeleterious(0.01)probably_damaging(0.921)TCGA-46-3769-01Lunglung squamous cell carcinomaMale<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
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