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: MSC

Gene summary for MSC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MSC

Gene ID

9242

Gene namemusculin
Gene AliasABF-1
Cytomap8q13.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O60682


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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
9242MSCLZE4THumanEsophagusESCC3.92e-124.03e-010.0811
9242MSCP2T-EHumanEsophagusESCC1.18e-021.79e-010.1177
9242MSCP5T-EHumanEsophagusESCC2.38e-051.57e-010.1327
9242MSCP9T-EHumanEsophagusESCC1.12e-093.84e-010.1131
9242MSCP11T-EHumanEsophagusESCC6.46e-063.77e-010.1426
9242MSCP15T-EHumanEsophagusESCC3.59e-041.46e-010.1149
9242MSCP19T-EHumanEsophagusESCC2.42e-038.01e-010.1662
9242MSCP22T-EHumanEsophagusESCC5.90e-031.37e-010.1236
9242MSCP30T-EHumanEsophagusESCC8.35e-211.26e+000.137
9242MSCP32T-EHumanEsophagusESCC4.95e-204.89e-010.1666
9242MSCP42T-EHumanEsophagusESCC3.65e-033.31e-010.1175
9242MSCP44T-EHumanEsophagusESCC1.39e-083.69e-010.1096
9242MSCP47T-EHumanEsophagusESCC2.05e-072.44e-010.1067
9242MSCP49T-EHumanEsophagusESCC2.26e-232.17e+000.1768
9242MSCP52T-EHumanEsophagusESCC4.14e-187.12e-010.1555
9242MSCP74T-EHumanEsophagusESCC3.93e-027.56e-020.1479
9242MSCP83T-EHumanEsophagusESCC1.16e-551.78e+000.1738
9242MSCP89T-EHumanEsophagusESCC1.08e-141.13e+000.1752
9242MSCP91T-EHumanEsophagusESCC3.06e-044.66e-010.1828
9242MSCP107T-EHumanEsophagusESCC2.73e-185.32e-010.171
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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
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:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:199082316EsophagusESCCresponse to leukemia inhibitory factor60/855295/187234.41e-042.48e-0360
GO:199083015EsophagusESCCcellular response to leukemia inhibitory factor59/855294/187236.19e-043.32e-0359
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:0060021EsophagusESCCroof of mouth development50/855285/187231.00e-023.42e-0250
GO:001470615EsophagusESCCstriated muscle tissue development197/8552384/187231.46e-024.74e-02197
GO:19908237Oral cavityOSCCresponse to leukemia inhibitory factor58/730595/187231.10e-051.14e-0458
GO:19908307Oral cavityOSCCcellular response to leukemia inhibitory factor57/730594/187231.75e-051.71e-0457
GO:00605416Oral cavityOSCCrespiratory system development100/7305203/187231.83e-038.60e-03100
GO:00605378Oral cavityOSCCmuscle tissue development185/7305403/187232.60e-031.14e-02185
GO:00147067Oral cavityOSCCstriated muscle tissue development174/7305384/187236.45e-032.40e-02174
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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
MSCICAFBreastADJSELENOM,TNFAIP6,CXCL8, etc.6.85e-01The 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.
MSCICAFBreastHealthySELENOM,TNFAIP6,CXCL8, etc.2.53e-01The 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.
MSCICAFBreastPrecancerSELENOM,TNFAIP6,CXCL8, etc.4.08e-01The 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.
MSCECMCervixCCCXCL1,NNMT,CYTOR, etc.3.69e-02The 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.
MSCECMCervixHSIL_HPVCXCL1,NNMT,CYTOR, etc.5.15e-02The 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.
MSCPROEsophagusHGINMSC-AS1,FTL,GPX2, etc.3.91e-01The 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.
MSCSMCLiverHCCFHL2,ASPN,COLEC11, etc.3.02e-01The 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.
MSCINCAFOral cavityHealthyCD44,SOD2,SLC39A14, etc.4.98e-01The 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.
MSCINCAFProstateTumorIL32,CCL2,CCL19, etc.2.87e-01The 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.
MSCMYOFIBSkinAKIL32,GBP1,POSTN, etc.2.52e-01The 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.
∗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
MSCSNVMissense_Mutationc.348N>Cp.Glu116Aspp.E116DO60682protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MSCSNVMissense_Mutationrs200007708c.259G>Tp.Ala87Serp.A87SO60682protein_codingtolerated(0.77)benign(0.001)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MSCSNVMissense_Mutationc.587N>Tp.Ser196Phep.S196FO60682protein_codingtolerated(0.07)possibly_damaging(0.621)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MSCSNVMissense_Mutationnovelc.546N>Gp.Phe182Leup.F182LO60682protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-VS-A9UH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MSCSNVMissense_Mutationc.199N>Ap.Ala67Thrp.A67TO60682protein_codingtolerated(0.58)benign(0.003)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MSCSNVMissense_Mutationc.73N>Ap.Ala25Thrp.A25TO60682protein_codingtolerated_low_confidence(0.28)benign(0.003)TCGA-AA-3526-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MSCSNVMissense_Mutationc.582N>Cp.Glu194Aspp.E194DO60682protein_codingtolerated(0.62)benign(0)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MSCSNVMissense_Mutationrs759036071c.94N>Tp.Arg32Cysp.R32CO60682protein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MSCSNVMissense_Mutationrs776388351c.563N>Tp.Pro188Leup.P188LO60682protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
MSCSNVMissense_Mutationc.350N>Ap.Arg117Hisp.R117HO60682protein_codingdeleterious(0)probably_damaging(0.98)TCGA-D5-7000-01Colorectumcolon adenocarcinomaFemale>=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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