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: CLDN10

Gene summary for CLDN10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLDN10

Gene ID

9071

Gene nameclaudin 10
Gene AliasCPETRL3
Cytomap13q32.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P78369


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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
9071CLDN10CA_HPV_1HumanCervixCC9.00e-07-2.08e-010.0264
9071CLDN10CA_HPV_2HumanCervixCC4.20e-07-2.08e-010.0391
9071CLDN10CA_HPV_3HumanCervixCC5.82e-04-1.97e-010.0414
9071CLDN10N_HPV_1HumanCervixN_HPV7.89e-06-1.72e-010.0079
9071CLDN10H2HumanCervixHSIL_HPV3.48e-095.43e-010.0632
9071CLDN10T2HumanCervixCC4.48e-066.07e-010.0709
9071CLDN10P2T-EHumanEsophagusESCC1.20e-368.31e-010.1177
9071CLDN10P5T-EHumanEsophagusESCC8.45e-05-1.65e-010.1327
9071CLDN10P8T-EHumanEsophagusESCC1.78e-03-2.75e-010.0889
9071CLDN10P9T-EHumanEsophagusESCC2.72e-07-7.95e-020.1131
9071CLDN10P10T-EHumanEsophagusESCC3.75e-03-2.75e-010.116
9071CLDN10P15T-EHumanEsophagusESCC1.37e-23-8.31e-020.1149
9071CLDN10P20T-EHumanEsophagusESCC4.39e-074.56e-010.1124
9071CLDN10P21T-EHumanEsophagusESCC1.13e-027.70e-010.1617
9071CLDN10P22T-EHumanEsophagusESCC1.66e-02-2.75e-010.1236
9071CLDN10P23T-EHumanEsophagusESCC1.22e-101.69e+000.108
9071CLDN10P24T-EHumanEsophagusESCC9.08e-126.48e-010.1287
9071CLDN10P26T-EHumanEsophagusESCC3.50e-02-2.75e-010.1276
9071CLDN10P27T-EHumanEsophagusESCC1.26e-155.03e-010.1055
9071CLDN10P39T-EHumanEsophagusESCC1.33e-054.22e-010.0894
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:00452169CervixCCcell-cell junction organization53/2311200/187233.83e-082.53e-0653
GO:00343298CervixCCcell junction assembly88/2311420/187233.42e-071.38e-0588
GO:00070439CervixCCcell-cell junction assembly39/2311146/187231.86e-065.94e-0539
GO:00432978CervixCCapical junction assembly24/231178/187231.36e-052.73e-0424
GO:01201927CervixCCtight junction assembly21/231174/187231.69e-042.00e-0321
GO:01201937CervixCCtight junction organization22/231180/187231.97e-042.26e-0322
GO:00708306CervixCCbicellular tight junction assembly18/231170/187231.69e-031.29e-0218
GO:004521614CervixHSIL_HPVcell-cell junction organization23/737200/187234.21e-061.69e-0423
GO:000704314CervixHSIL_HPVcell-cell junction assembly19/737146/187234.72e-061.84e-0419
GO:004329714CervixHSIL_HPVapical junction assembly11/73778/187232.29e-044.03e-0311
GO:007083013CervixHSIL_HPVbicellular tight junction assembly10/73770/187233.94e-046.10e-0310
GO:012019213CervixHSIL_HPVtight junction assembly10/73774/187236.19e-048.62e-0310
GO:012019313CervixHSIL_HPVtight junction organization10/73780/187231.15e-031.38e-0210
GO:003432913CervixHSIL_HPVcell junction assembly28/737420/187234.82e-033.98e-0228
GO:004521624CervixN_HPVcell-cell junction organization15/534200/187236.41e-048.27e-0315
GO:0098742CervixN_HPVcell-cell adhesion via plasma-membrane adhesion molecules17/534273/187232.26e-032.11e-0217
GO:000704323CervixN_HPVcell-cell junction assembly11/534146/187233.15e-032.64e-0211
GO:012019323CervixN_HPVtight junction organization7/53480/187237.80e-034.97e-027
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:004521620EsophagusESCCcell-cell junction organization114/8552200/187238.04e-044.16e-03114
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513020CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa0453020CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0467020CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa045147CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa05130110CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa04530110CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa04670110CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa0451412CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa0513025CervixHSIL_HPVPathogenic Escherichia coli infection28/459197/84652.36e-064.61e-053.73e-0528
hsa0451421CervixHSIL_HPVCell adhesion molecules20/459157/84653.03e-043.06e-032.47e-0320
hsa0467025CervixHSIL_HPVLeukocyte transendothelial migration16/459114/84654.04e-043.49e-032.82e-0316
hsa0513035CervixHSIL_HPVPathogenic Escherichia coli infection28/459197/84652.36e-064.61e-053.73e-0528
hsa0451431CervixHSIL_HPVCell adhesion molecules20/459157/84653.03e-043.06e-032.47e-0320
hsa0467035CervixHSIL_HPVLeukocyte transendothelial migration16/459114/84654.04e-043.49e-032.82e-0316
hsa0513044CervixN_HPVPathogenic Escherichia coli infection25/349197/84654.71e-078.00e-066.25e-0625
hsa0451441CervixN_HPVCell adhesion molecules18/349157/84657.71e-058.06e-046.30e-0418
hsa0453025CervixN_HPVTight junction16/349169/84651.60e-031.01e-027.92e-0316
hsa0467045CervixN_HPVLeukocyte transendothelial migration12/349114/84652.50e-031.45e-021.13e-0212
hsa0513054CervixN_HPVPathogenic Escherichia coli infection25/349197/84654.71e-078.00e-066.25e-0625
hsa0451451CervixN_HPVCell adhesion molecules18/349157/84657.71e-058.06e-046.30e-0418
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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
CLDN10SNVMissense_Mutationc.247N>Tp.Met83Leup.M83LP78369protein_codingdeleterious(0.05)benign(0.013)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
CLDN10SNVMissense_Mutationc.442N>Cp.Asp148Hisp.D148HP78369protein_codingdeleterious(0)probably_damaging(0.989)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLDN10SNVMissense_Mutationrs369800452c.350C>Gp.Ala117Glyp.A117GP78369protein_codingdeleterious(0.01)possibly_damaging(0.665)TCGA-E2-A14S-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
CLDN10SNVMissense_Mutationc.43N>Ap.Gly15Argp.G15RP78369protein_codingdeleterious(0)probably_damaging(1)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
CLDN10SNVMissense_Mutationnovelc.203N>Gp.Phe68Cysp.F68CP78369protein_codingdeleterious(0)possibly_damaging(0.852)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CLDN10SNVMissense_Mutationnovelc.21N>Cp.Glu7Aspp.E7DP78369protein_codingdeleterious(0.01)possibly_damaging(0.703)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLDN10SNVMissense_Mutationc.438N>Ap.Phe146Leup.F146LP78369protein_codingdeleterious(0.03)probably_damaging(0.932)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CLDN10SNVMissense_Mutationc.131A>Gp.Tyr44Cysp.Y44CP78369protein_codingdeleterious(0)possibly_damaging(0.838)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CLDN10SNVMissense_Mutationnovelc.163N>Ap.Ala55Thrp.A55TP78369protein_codingdeleterious(0)benign(0.149)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CLDN10SNVMissense_Mutationc.590N>Tp.Ala197Valp.A197VP78369protein_codingtolerated(0.07)benign(0.006)TCGA-AU-6004-01Colorectumcolon 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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