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: MUSTN1

Gene summary for MUSTN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MUSTN1

Gene ID

389125

Gene namemusculoskeletal, embryonic nuclear protein 1
Gene AliasMUSTANG
Cytomap3p21.1
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q8IVN3


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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
389125MUSTN1C04HumanOral cavityOSCC1.49e-04-7.64e-010.2633
389125MUSTN1C21HumanOral cavityOSCC1.90e-09-7.64e-010.2678
389125MUSTN1C30HumanOral cavityOSCC6.35e-04-7.64e-010.3055
389125MUSTN1C43HumanOral cavityOSCC2.59e-20-7.64e-010.1704
389125MUSTN1C46HumanOral cavityOSCC2.57e-16-7.64e-010.1673
389125MUSTN1C51HumanOral cavityOSCC6.35e-04-7.64e-010.2674
389125MUSTN1C57HumanOral cavityOSCC4.70e-11-7.64e-010.1679
389125MUSTN1C08HumanOral cavityOSCC2.59e-20-7.64e-010.1919
389125MUSTN1C09HumanOral cavityOSCC3.60e-12-7.64e-010.1431
389125MUSTN1LN46HumanOral cavityOSCC4.20e-07-7.64e-010.1666
389125MUSTN1EOLP-1HumanOral cavityEOLP9.49e-12-3.93e-01-0.0202
389125MUSTN1NEOLP-1HumanOral cavityNEOLP1.87e-06-5.08e-01-0.0194
389125MUSTN1SYSMH1HumanOral cavityOSCC1.11e-20-7.64e-010.1127
389125MUSTN1SYSMH2HumanOral cavityOSCC2.05e-21-7.64e-010.2326
389125MUSTN1SYSMH3HumanOral cavityOSCC2.59e-20-7.64e-010.2442
389125MUSTN1SYSMH4HumanOral cavityOSCC2.05e-21-7.64e-010.1226
389125MUSTN1SYSMH5HumanOral cavityOSCC1.11e-20-7.64e-010.0647
389125MUSTN1SYSMH6HumanOral cavityOSCC2.49e-23-7.61e-010.1275
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:004206020Oral cavityOSCCwound healing237/7305422/187234.51e-132.18e-11237
GO:00310999Oral cavityOSCCregeneration114/7305198/187238.54e-081.50e-06114
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00422464Oral cavityOSCCtissue regeneration42/730572/187236.89e-043.84e-0342
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
GO:004206026Oral cavityEOLPwound healing99/2218422/187231.18e-111.85e-0999
GO:003109923Oral cavityEOLPregeneration50/2218198/187231.30e-074.25e-0650
GO:00422462Oral cavityEOLPtissue regeneration22/221872/187231.82e-052.91e-0422
GO:00020622Oral cavityEOLPchondrocyte differentiation22/2218106/187235.93e-032.98e-0222
GO:004206033Oral cavityNEOLPwound healing106/2005422/187231.93e-171.91e-14106
GO:003109931Oral cavityNEOLPregeneration45/2005198/187237.52e-072.10e-0545
GO:00614482Oral cavityNEOLPconnective tissue development46/2005252/187232.11e-042.25e-0346
GO:00422463Oral cavityNEOLPtissue regeneration18/200572/187234.55e-044.08e-0318
GO:00020621Oral cavityNEOLPchondrocyte differentiation22/2005106/187231.72e-031.19e-0222
GO:0051216Oral cavityNEOLPcartilage development32/2005190/187236.44e-033.32e-0232
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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
MUSTN1SNVMissense_Mutationc.167N>Tp.Ser56Leup.S56LQ8IVN3protein_codingdeleterious_low_confidence(0)probably_damaging(0.99)TCGA-B6-A1KC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MUSTN1SNVMissense_Mutationrs758008149c.160N>Ap.Ala54Thrp.A54TQ8IVN3protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-S3-A6ZG-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
MUSTN1SNVMissense_Mutationnovelc.28N>Ap.Pro10Thrp.P10TQ8IVN3protein_codingtolerated_low_confidence(0.06)probably_damaging(0.998)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MUSTN1SNVMissense_Mutationnovelc.77N>Tp.Ala26Valp.A26VQ8IVN3protein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MUSTN1SNVMissense_Mutationnovelc.68T>Gp.Leu23Argp.L23RQ8IVN3protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
MUSTN1SNVMissense_Mutationrs199676398c.155C>Tp.Ser52Leup.S52LQ8IVN3protein_codingtolerated_low_confidence(0.42)benign(0.007)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MUSTN1SNVMissense_Mutationc.11C>Tp.Ala4Valp.A4VQ8IVN3protein_codingtolerated_low_confidence(0.22)benign(0.04)TCGA-D1-A17A-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MUSTN1SNVMissense_Mutationnovelc.200N>Tp.Thr67Ilep.T67IQ8IVN3protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MUSTN1deletionFrame_Shift_Delnovelc.50delNp.Pro17LeufsTer2p.P17Lfs*2Q8IVN3protein_codingTCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MUSTN1SNVMissense_Mutationc.80G>Tp.Arg27Leup.R27LQ8IVN3protein_codingdeleterious_low_confidence(0)possibly_damaging(0.736)TCGA-EJ-5516-01Prostateprostate adenocarcinomaMale<657UnknownUnknownSD
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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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