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: 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


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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
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
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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
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:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00315704Oral cavityOSCCDNA integrity checkpoint72/7305123/187238.77e-069.31e-0572
GO:00000774Oral cavityOSCCDNA damage checkpoint67/7305115/187232.20e-052.08e-0467
GO:00447744Oral cavityOSCCmitotic DNA integrity checkpoint52/730585/187232.86e-052.64e-0452
GO:00447734Oral cavityOSCCmitotic DNA damage checkpoint50/730581/187232.87e-052.64e-0450
GO:004352310Oral cavityOSCCregulation of neuron apoptotic process111/7305212/187235.12e-054.27e-04111
GO:00094164Oral cavityOSCCresponse to light stimulus159/7305320/187235.98e-054.92e-04159
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:19012159Oral cavityOSCCnegative regulation of neuron death104/7305208/187237.90e-044.27e-03104
GO:00101652Oral cavityOSCCresponse to X-ray22/730533/187231.19e-036.03e-0322
GO:0051095Oral cavityOSCCregulation of helicase activity10/730512/187232.25e-031.00e-0210
GO:00063011Oral cavityOSCCpostreplication repair20/730531/187233.57e-031.49e-0220
GO:00027022Oral cavityOSCCpositive regulation of production of molecular mediator of immune response58/7305117/187231.28e-024.27e-0258
GO:00023814Oral cavityOSCCimmunoglobulin production involved in immunoglobulin-mediated immune response37/730570/187231.28e-024.28e-0237
GO:0016447Oral cavityOSCCsomatic recombination of immunoglobulin gene segments31/730557/187231.32e-024.38e-0231
GO:00022002Oral cavityOSCCsomatic diversification of immune receptors40/730577/187231.42e-024.69e-0240
GO:0002562Oral cavityOSCCsomatic diversification of immune receptors via germline recombination within a single locus35/730566/187231.43e-024.69e-0235
GO:0016444Oral cavityOSCCsomatic cell DNA recombination35/730566/187231.43e-024.69e-0235
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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
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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
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
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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
4436MSH2CLINICALLY ACTIONABLE, DNA REPAIRANTI-PD-1 MONOCLONAL ANTIBODY MEDI068026674132
4436MSH2CLINICALLY ACTIONABLE, DNA REPAIRDURVALUMABDURVALUMAB26674132
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