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: MUS81

Gene summary for MUS81

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MUS81

Gene ID

80198

Gene nameMUS81 structure-specific endonuclease subunit
Gene AliasSLX3
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q53ES5


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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
80198MUS81LZE20THumanEsophagusESCC3.82e-062.38e-010.0662
80198MUS81LZE24THumanEsophagusESCC1.86e-144.59e-010.0596
80198MUS81P1T-EHumanEsophagusESCC2.49e-053.61e-010.0875
80198MUS81P2T-EHumanEsophagusESCC1.42e-173.20e-010.1177
80198MUS81P4T-EHumanEsophagusESCC6.85e-215.31e-010.1323
80198MUS81P5T-EHumanEsophagusESCC3.47e-133.66e-010.1327
80198MUS81P8T-EHumanEsophagusESCC3.96e-152.61e-010.0889
80198MUS81P9T-EHumanEsophagusESCC2.53e-061.61e-010.1131
80198MUS81P10T-EHumanEsophagusESCC4.37e-132.08e-010.116
80198MUS81P11T-EHumanEsophagusESCC2.09e-074.85e-010.1426
80198MUS81P12T-EHumanEsophagusESCC1.03e-113.43e-010.1122
80198MUS81P15T-EHumanEsophagusESCC1.11e-143.85e-010.1149
80198MUS81P16T-EHumanEsophagusESCC6.23e-184.36e-010.1153
80198MUS81P17T-EHumanEsophagusESCC3.06e-053.33e-010.1278
80198MUS81P20T-EHumanEsophagusESCC3.86e-092.26e-010.1124
80198MUS81P21T-EHumanEsophagusESCC8.66e-182.32e-010.1617
80198MUS81P22T-EHumanEsophagusESCC2.79e-121.44e-010.1236
80198MUS81P23T-EHumanEsophagusESCC1.92e-205.17e-010.108
80198MUS81P24T-EHumanEsophagusESCC8.59e-112.58e-010.1287
80198MUS81P26T-EHumanEsophagusESCC4.14e-112.04e-010.1276
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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:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:004593013EsophagusESCCnegative regulation of mitotic cell cycle143/8552235/187231.84e-062.15e-05143
GO:00513042EsophagusESCCchromosome separation64/855296/187232.61e-052.20e-0464
GO:004477312EsophagusESCCmitotic DNA damage checkpoint54/855281/187231.09e-047.64e-0454
GO:00447745EsophagusESCCmitotic DNA integrity checkpoint56/855285/187231.34e-049.09e-0456
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:007121617EsophagusESCCcellular response to biotic stimulus131/8552246/187239.85e-033.39e-02131
GO:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:0090305LiverHCCnucleic acid phosphodiester bond hydrolysis152/7958261/187231.90e-073.46e-06152
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:00427702LiverHCCsignal transduction in response to DNA damage103/7958172/187233.05e-064.04e-05103
GO:0098813LiverHCCnuclear chromosome segregation157/7958281/187233.82e-064.95e-05157
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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
MUS81SNVMissense_Mutationnovelc.1247C>Tp.Thr416Metp.T416MQ96NY9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A2FO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoCR
MUS81SNVMissense_Mutationrs753119410c.1348N>Tp.Leu450Phep.L450FQ96NY9protein_codingtolerated(0.18)benign(0.05)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
MUS81SNVMissense_Mutationc.1187N>Tp.Gly396Valp.G396VQ96NY9protein_codingdeleterious(0)probably_damaging(0.973)TCGA-E2-A1BC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
MUS81SNVMissense_Mutationrs753119410c.1348C>Tp.Leu450Phep.L450FQ96NY9protein_codingtolerated(0.18)benign(0.05)TCGA-GM-A3NY-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MUS81SNVMissense_Mutationrs754849594c.1201N>Tp.Arg401Cysp.R401CQ96NY9protein_codingdeleterious(0.01)possibly_damaging(0.891)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MUS81SNVMissense_Mutationrs753816989c.463C>Tp.His155Tyrp.H155YQ96NY9protein_codingtolerated(1)benign(0.055)TCGA-JW-A5VI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytopotecanPD
MUS81SNVMissense_Mutationc.1417N>Ap.Glu473Lysp.E473KQ96NY9protein_codingdeleterious(0)benign(0.407)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MUS81SNVMissense_Mutationrs768086876c.1448N>Ap.Arg483Hisp.R483HQ96NY9protein_codingtolerated(0.28)benign(0)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MUS81SNVMissense_Mutationnovelc.1282N>Ap.Leu428Ilep.L428IQ96NY9protein_codingdeleterious(0.04)possibly_damaging(0.712)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MUS81SNVMissense_Mutationrs768086876c.1448N>Ap.Arg483Hisp.R483HQ96NY9protein_codingtolerated(0.28)benign(0)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
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