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: MSH3

Gene summary for MSH3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MSH3

Gene ID

4437

Gene namemutS homolog 3
Gene AliasDUP
Cytomap5q14.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P20585


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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
4437MSH3CA_HPV_1HumanCervixCC1.02e-03-1.50e-010.0264
4437MSH3CCI_2HumanCervixCC1.15e-027.22e-010.5249
4437MSH3TumorHumanCervixCC1.23e-02-1.99e-010.1241
4437MSH3LZE5THumanEsophagusESCC8.28e-032.21e-010.0514
4437MSH3LZE24THumanEsophagusESCC1.17e-163.56e-010.0596
4437MSH3P1T-EHumanEsophagusESCC9.68e-115.11e-010.0875
4437MSH3P2T-EHumanEsophagusESCC4.07e-254.34e-010.1177
4437MSH3P4T-EHumanEsophagusESCC5.27e-123.45e-010.1323
4437MSH3P5T-EHumanEsophagusESCC6.07e-141.35e-010.1327
4437MSH3P8T-EHumanEsophagusESCC2.91e-121.73e-010.0889
4437MSH3P9T-EHumanEsophagusESCC3.08e-041.56e-010.1131
4437MSH3P10T-EHumanEsophagusESCC3.64e-122.23e-010.116
4437MSH3P11T-EHumanEsophagusESCC3.94e-051.92e-010.1426
4437MSH3P12T-EHumanEsophagusESCC2.02e-162.67e-010.1122
4437MSH3P15T-EHumanEsophagusESCC2.15e-102.25e-010.1149
4437MSH3P16T-EHumanEsophagusESCC6.89e-232.81e-010.1153
4437MSH3P17T-EHumanEsophagusESCC1.13e-072.25e-010.1278
4437MSH3P19T-EHumanEsophagusESCC2.08e-062.86e-010.1662
4437MSH3P20T-EHumanEsophagusESCC7.73e-172.88e-010.1124
4437MSH3P21T-EHumanEsophagusESCC2.52e-122.40e-010.1617
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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:00510528CervixCCregulation of DNA metabolic process65/2311359/187239.25e-047.84e-0365
GO:00482851CervixCCorganelle fission78/2311488/187239.70e-034.79e-0278
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00025622EsophagusESCCsomatic diversification of immune receptors via germline recombination within a single locus43/855266/187231.10e-035.53e-0343
GO:00164442EsophagusESCCsomatic cell DNA recombination43/855266/187231.10e-035.53e-0343
GO:00164472EsophagusESCCsomatic recombination of immunoglobulin gene segments38/855257/187231.11e-035.56e-0338
GO:00022003EsophagusESCCsomatic diversification of immune receptors49/855277/187231.12e-035.60e-0349
GO:00164452EsophagusESCCsomatic diversification of immunoglobulins43/855267/187231.73e-037.97e-0343
GO:00510951EsophagusESCCregulation of helicase activity10/855212/187238.94e-033.12e-0210
GO:0051053LiverNAFLDnegative regulation of DNA metabolic process26/1882125/187232.52e-044.12e-0326
GO:00510526LiverNAFLDregulation of DNA metabolic process56/1882359/187235.95e-047.92e-0356
GO:005105211LiverCirrhoticregulation of DNA metabolic process114/4634359/187231.48e-039.85e-03114
GO:005105221LiverHCCregulation of DNA metabolic process198/7958359/187237.62e-071.17e-05198
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:0000280LiverHCCnuclear division220/7958439/187236.90e-044.25e-03220
GO:0002200LiverHCCsomatic diversification of immune receptors44/795877/187236.70e-032.72e-0244
GO:0016445LiverHCCsomatic diversification of immunoglobulins38/795867/187231.32e-024.73e-0238
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0521010CervixCCColorectal cancer27/126786/84658.60e-055.57e-043.30e-0427
hsa0521015CervixCCColorectal cancer27/126786/84658.60e-055.57e-043.30e-0427
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
hsa015244LiverCirrhoticPlatinum drug resistance34/253073/84651.86e-038.37e-035.16e-0334
hsa0521012LiverCirrhoticColorectal cancer39/253086/84651.67e-038.01e-034.94e-0339
hsa0152411LiverCirrhoticPlatinum drug resistance34/253073/84651.86e-038.37e-035.16e-0334
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
hsa052108LungIACColorectal cancer24/105386/84658.58e-051.21e-038.05e-0424
hsa0521013LungIACColorectal cancer24/105386/84658.58e-051.21e-038.05e-0424
hsa0521023LungAISColorectal cancer20/96186/84651.25e-039.02e-035.77e-0320
hsa0521033LungAISColorectal cancer20/96186/84651.25e-039.02e-035.77e-0320
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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
MSH3SNVMissense_Mutationrs768150895c.2615N>Ap.Gly872Glup.G872EP20585protein_codingdeleterious(0.04)probably_damaging(0.963)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MSH3SNVMissense_Mutationnovelc.2187T>Ap.His729Glnp.H729QP20585protein_codingdeleterious(0)possibly_damaging(0.866)TCGA-BH-A0BW-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinCR
MSH3SNVMissense_Mutationc.2599N>Gp.Ile867Valp.I867VP20585protein_codingtolerated(0.43)probably_damaging(0.996)TCGA-C8-A26X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MSH3SNVMissense_Mutationrs762638626c.2814N>Tp.Arg938Serp.R938SP20585protein_codingdeleterious(0)probably_damaging(0.942)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MSH3insertionFrame_Shift_Insnovelc.2391_2392insGTAGATACATTGGTGAAGGTTGTATTATTp.Gln798ValfsTer12p.Q798Vfs*12P20585protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MSH3SNVMissense_Mutationrs373251342c.2288N>Ap.Cys763Tyrp.C763YP20585protein_codingtolerated(0.48)possibly_damaging(0.752)TCGA-C5-A7CO-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
MSH3SNVMissense_Mutationnovelc.119N>Tp.Ser40Phep.S40FP20585protein_codingdeleterious_low_confidence(0)benign(0.014)TCGA-C5-A8YT-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
MSH3SNVMissense_Mutationrs762864714c.748N>Ap.Val250Metp.V250MP20585protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MSH3SNVMissense_Mutationrs138381683c.427N>Ap.Asp143Asnp.D143NP20585protein_codingdeleterious_low_confidence(0.04)benign(0.255)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MSH3SNVMissense_Mutationc.806N>Gp.Glu269Glyp.E269GP20585protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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