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:00510527LungIACregulation of DNA metabolic process55/2061359/187237.12e-034.87e-0255
GO:005105210Oral cavityOSCCregulation of DNA metabolic process207/7305359/187234.45e-132.17e-11207
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:0051095Oral cavityOSCCregulation of helicase activity10/730512/187232.25e-031.00e-0210
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
GO:005105222Oral cavityEOLPregulation of DNA metabolic process75/2218359/187235.81e-071.53e-0575
GO:00164451Oral cavityEOLPsomatic diversification of immunoglobulins16/221867/187234.37e-032.38e-0216
GO:00164471Oral cavityEOLPsomatic recombination of immunoglobulin gene segments14/221857/187235.70e-032.92e-0214
GO:00022001Oral cavityEOLPsomatic diversification of immune receptors17/221877/187237.79e-033.72e-0217
GO:00025621Oral cavityEOLPsomatic diversification of immune receptors via germline recombination within a single locus15/221866/187239.17e-034.17e-0215
GO:00164441Oral cavityEOLPsomatic cell DNA recombination15/221866/187239.17e-034.17e-0215
GO:005105218ThyroidPTCregulation of DNA metabolic process171/5968359/187232.52e-108.33e-09171
GO:00482855ThyroidPTCorganelle fission188/5968488/187239.64e-045.77e-03188
GO:00002804ThyroidPTCnuclear division167/5968439/187233.27e-031.60e-02167
GO:00510532ThyroidPTCnegative regulation of DNA metabolic process53/5968125/187238.39e-033.53e-0253
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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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