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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: MSH2

Gene summary for MSH2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MSH2

Gene ID

4436

Gene namemutS homolog 2
Gene AliasCOCA1
Cytomap2p21-p16.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P43246


Top

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
4436MSH2LZE2THumanEsophagusESCC8.55e-034.87e-010.082
4436MSH2LZE4THumanEsophagusESCC2.91e-031.35e-010.0811
4436MSH2LZE7THumanEsophagusESCC6.11e-085.79e-010.0667
4436MSH2LZE24THumanEsophagusESCC1.02e-091.99e-010.0596
4436MSH2LZE6THumanEsophagusESCC7.15e-031.77e-010.0845
4436MSH2P1T-EHumanEsophagusESCC1.42e-022.14e-010.0875
4436MSH2P2T-EHumanEsophagusESCC2.77e-417.71e-010.1177
4436MSH2P4T-EHumanEsophagusESCC2.47e-194.32e-010.1323
4436MSH2P5T-EHumanEsophagusESCC7.84e-092.13e-010.1327
4436MSH2P8T-EHumanEsophagusESCC9.46e-101.99e-010.0889
4436MSH2P9T-EHumanEsophagusESCC1.74e-041.35e-010.1131
4436MSH2P10T-EHumanEsophagusESCC3.16e-204.30e-010.116
4436MSH2P11T-EHumanEsophagusESCC2.09e-042.39e-010.1426
4436MSH2P12T-EHumanEsophagusESCC1.20e-173.69e-010.1122
4436MSH2P15T-EHumanEsophagusESCC9.61e-143.49e-010.1149
4436MSH2P16T-EHumanEsophagusESCC1.04e-245.07e-010.1153
4436MSH2P17T-EHumanEsophagusESCC2.49e-021.14e-010.1278
4436MSH2P19T-EHumanEsophagusESCC3.82e-023.48e-010.1662
4436MSH2P20T-EHumanEsophagusESCC4.08e-111.87e-010.1124
4436MSH2P21T-EHumanEsophagusESCC2.60e-143.33e-010.1617
Page: 1 2 3 4 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0009060110EsophagusESCCaerobic respiration145/8552189/187232.16e-182.21e-16145
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:0046034111EsophagusESCCATP metabolic process189/8552277/187231.99e-141.04e-12189
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:0006119111EsophagusESCCoxidative phosphorylation106/8552141/187238.19e-133.63e-11106
GO:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0521020EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa015247EsophagusESCCPlatinum drug resistance56/420573/84651.85e-061.13e-055.78e-0656
hsa034304EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa05210110EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa0152414EsophagusESCCPlatinum drug resistance56/420573/84651.85e-061.13e-055.78e-0656
hsa0343011EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa052107LiverCirrhoticColorectal cancer39/253086/84651.67e-038.01e-034.94e-0339
hsa0521012LiverCirrhoticColorectal cancer39/253086/84651.67e-038.01e-034.94e-0339
hsa0521022LiverHCCColorectal cancer65/402086/84658.85e-081.23e-066.87e-0765
hsa015242LiverHCCPlatinum drug resistance52/402073/84653.14e-051.88e-041.04e-0452
hsa0521032LiverHCCColorectal cancer65/402086/84658.85e-081.23e-066.87e-0765
hsa015243LiverHCCPlatinum drug resistance52/402073/84653.14e-051.88e-041.04e-0452
hsa0521018Oral cavityOSCCColorectal cancer66/370486/84653.99e-104.95e-092.52e-0966
hsa015246Oral cavityOSCCPlatinum drug resistance51/370473/84655.41e-062.75e-051.40e-0551
hsa03430Oral cavityOSCCMismatch repair19/370423/84651.55e-045.34e-042.72e-0419
hsa0521019Oral cavityOSCCColorectal cancer66/370486/84653.99e-104.95e-092.52e-0966
hsa0152413Oral cavityOSCCPlatinum drug resistance51/370473/84655.41e-062.75e-051.40e-0551
hsa034301Oral cavityOSCCMismatch repair19/370423/84651.55e-045.34e-042.72e-0419
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
MSH2SNVMissense_Mutationnovelc.1315N>Ap.Pro439Thrp.P439TP43246protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-A7-A3RF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
MSH2SNVMissense_Mutationc.1351N>Gp.Gln451Glup.Q451EP43246protein_codingtolerated(0.17)benign(0.14)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
MSH2SNVMissense_Mutationc.2573N>Cp.Gly858Alap.G858AP43246protein_codingtolerated(0.19)benign(0.007)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MSH2SNVMissense_Mutationc.1976N>Cp.Lys659Thrp.K659TP43246protein_codingdeleterious(0)possibly_damaging(0.833)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MSH2SNVMissense_Mutationc.1228N>Ap.Gly410Serp.G410SP43246protein_codingtolerated(0.17)benign(0.006)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
MSH2SNVMissense_Mutationrs587782355c.1530N>Cp.Gln510Hisp.Q510HP43246protein_codingdeleterious(0.03)benign(0.014)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MSH2SNVMissense_Mutationrs772662439c.2197N>Ap.Ala733Thrp.A733TP43246protein_codingdeleterious(0)probably_damaging(0.954)TCGA-DG-A2KL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MSH2SNVMissense_Mutationc.643C>Gp.Gln215Glup.Q215EP43246protein_codingtolerated(0.34)benign(0.04)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
MSH2SNVMissense_Mutationrs372189599c.174C>Gp.Phe58Leup.F58LP43246protein_codingdeleterious(0)probably_damaging(0.992)TCGA-EK-A2R7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MSH2insertionFrame_Shift_Insnovelc.2425_2426insCACATp.Glu809AlafsTer5p.E809Afs*5P43246protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
Page: 1 2 3 4 5 6 7 8 9 10 

Top

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
4436MSH2CLINICALLY ACTIONABLE, DNA REPAIRANTI-PD-1 MONOCLONAL ANTIBODY MEDI068026674132
4436MSH2CLINICALLY ACTIONABLE, DNA REPAIRDURVALUMABDURVALUMAB26674132
Page: 1