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: MSLN

Gene summary for MSLN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MSLN

Gene ID

10232

Gene namemesothelin
Gene AliasMPF
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

Q13421


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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
10232MSLNP82T-EHumanEsophagusESCC1.72e-121.84e+000.1072
10232MSLNP94T-EHumanEsophagusESCC1.56e-032.03e+000.0879
10232MSLNP130T-EHumanEsophagusESCC2.71e-471.02e+000.1676
10232MSLNC04HumanOral cavityOSCC1.10e-063.93e-010.2633
10232MSLNC21HumanOral cavityOSCC2.81e-083.29e-010.2678
10232MSLNC07HumanOral cavityOSCC9.93e-034.62e-010.2491
10232MSLNC09HumanOral cavityOSCC6.26e-842.50e+000.1431
10232MSLNSYSMH2HumanOral cavityOSCC1.77e-021.35e-010.2326
10232MSLNDS20191261TumorHumanPancreasPDAC3.01e-065.93e-010.1367
10232MSLNDS20191261TumorKellerHumanPancreasPDAC1.52e-028.03e-010.1407
10232MSLNPat01-BHumanStomachGC6.61e-031.06e-010.5754
10232MSLNPat02-BHumanStomachGC5.92e-081.59e-010.0368
10232MSLNPat03-BHumanStomachGC9.36e-102.28e-010.3693
10232MSLNPat04-BHumanStomachGC1.59e-082.53e-01-0.1483
10232MSLNPat06-BHumanStomachGC4.20e-051.58e-01-0.1961
10232MSLNPat07-BHumanStomachGC1.22e-145.98e-010.0935
10232MSLNPat08-BHumanStomachGC4.04e-084.19e-010.0182
10232MSLNPat09-BHumanStomachGC5.58e-051.76e-01-0.0359
10232MSLNPat10-BHumanStomachGC7.83e-032.63e-010.084
10232MSLNPat12-BHumanStomachGC1.47e-142.99e-010.0325
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00315899EndometriumAEHcell-substrate adhesion87/2100363/187233.51e-125.70e-1087
GO:00071609EndometriumAEHcell-matrix adhesion54/2100233/187231.42e-076.37e-0654
GO:003158915EndometriumEECcell-substrate adhesion87/2168363/187231.95e-113.00e-0987
GO:000716014EndometriumEECcell-matrix adhesion54/2168233/187233.98e-071.56e-0554
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:000716018EsophagusESCCcell-matrix adhesion141/8552233/187233.33e-063.71e-05141
GO:003158917Oral cavityOSCCcell-substrate adhesion193/7305363/187232.48e-084.82e-07193
GO:000716016Oral cavityOSCCcell-matrix adhesion125/7305233/187233.76e-064.45e-05125
GO:00315895StomachGCcell-substrate adhesion40/1159363/187232.91e-044.68e-0340
GO:00071605StomachGCcell-matrix adhesion25/1159233/187235.24e-034.11e-0225
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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
MSLNSNVMissense_Mutationrs201807512c.1352N>Tp.Ser451Phep.S451FQ13421protein_codingtolerated(0.78)benign(0.009)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MSLNSNVMissense_Mutationc.375N>Ap.Phe125Leup.F125LQ13421protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A1-A0SJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MSLNSNVMissense_Mutationc.148N>Ap.Gly50Argp.G50RQ13421protein_codingtolerated(0.42)possibly_damaging(0.619)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
MSLNSNVMissense_Mutationrs566010506c.1723C>Tp.Arg575Trpp.R575WQ13421protein_codingdeleterious(0.03)possibly_damaging(0.765)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MSLNSNVMissense_Mutationnovelc.326N>Gp.Ser109Cysp.S109CQ13421protein_codingtolerated(0.06)possibly_damaging(0.907)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MSLNinsertionFrame_Shift_Insnovelc.1448_1449insCAp.Leu484ThrfsTer13p.L484Tfs*13Q13421protein_codingTCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
MSLNSNVMissense_Mutationrs147793202c.428N>Ap.Arg143Hisp.R143HQ13421protein_codingtolerated(0.56)possibly_damaging(0.733)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MSLNSNVMissense_Mutationrs145025982c.571G>Ap.Asp191Asnp.D191NQ13421protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MSLNSNVMissense_Mutationnovelc.1195N>Tp.Leu399Phep.L399FQ13421protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MSLNSNVMissense_Mutationrs751744116c.1238N>Ap.Arg413Glnp.R413QQ13421protein_codingtolerated(1)benign(0.005)TCGA-AY-6197-01Colorectumcolon 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
10232MSLNSERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOMERG7882
10232MSLNSERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOMECAR-T cells targeting Mesothelin
10232MSLNSERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOMECAR-T cells targeting mesothelin
10232MSLNSERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOMECART-meso-19 T cells
10232MSLNSERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOMEHu-CART meso cells
10232MSLNSERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOMEAMATUXIMABAMATUXIMAB
10232MSLNSERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOMEMesothelin-targeted T cells
10232MSLNSERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOMEAnti-meso-CAR vector transduced T cells
10232MSLNSERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOMEHuCART-meso cells
10232MSLNSERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOMEAnti-mesothelin CAR T Cells
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