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: MTMR1

Gene summary for MTMR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTMR1

Gene ID

8776

Gene namemyotubularin related protein 1
Gene AliasMTMR1
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

F8WA39


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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
8776MTMR1C21HumanOral cavityOSCC1.60e-246.50e-010.2678
8776MTMR1C30HumanOral cavityOSCC4.05e-105.40e-010.3055
8776MTMR1C38HumanOral cavityOSCC2.51e-025.57e-010.172
8776MTMR1C43HumanOral cavityOSCC2.66e-173.45e-010.1704
8776MTMR1C46HumanOral cavityOSCC1.05e-042.36e-010.1673
8776MTMR1C08HumanOral cavityOSCC4.23e-092.44e-010.1919
8776MTMR1LN46HumanOral cavityOSCC2.02e-042.31e-010.1666
8776MTMR1EOLP-1HumanOral cavityEOLP2.01e-062.01e-01-0.0202
8776MTMR1SYSMH1HumanOral cavityOSCC1.20e-031.25e-010.1127
8776MTMR1SYSMH2HumanOral cavityOSCC1.57e-021.25e-010.2326
8776MTMR1SYSMH3HumanOral cavityOSCC1.14e-031.13e-010.2442
8776MTMR1SYSMH6HumanOral cavityOSCC3.22e-022.21e-020.1275
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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:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
GO:0006650ColorectumADglycerophospholipid metabolic process83/3918306/187235.40e-033.55e-0283
GO:0006644ColorectumADphospholipid metabolic process101/3918383/187235.80e-033.67e-02101
GO:0046486ColorectumSERglycerolipid metabolic process82/2897392/187232.26e-032.17e-0282
GO:00163111ColorectumSERdephosphorylation86/2897417/187232.73e-032.46e-0286
GO:00066441ColorectumSERphospholipid metabolic process79/2897383/187233.94e-033.24e-0279
GO:00302581ColorectumSERlipid modification47/2897212/187236.01e-034.38e-0247
GO:00066501ColorectumSERglycerophospholipid metabolic process64/2897306/187236.41e-034.60e-0264
GO:00302582ColorectumMSSlipid modification57/3467212/187231.64e-031.49e-0257
GO:00163112ColorectumMSSdephosphorylation101/3467417/187231.98e-031.70e-02101
GO:00163113ColorectumFAPdephosphorylation95/2622417/187237.07e-073.32e-0595
GO:00302583ColorectumFAPlipid modification52/2622212/187232.84e-056.49e-0452
GO:00066502ColorectumFAPglycerophospholipid metabolic process62/2622306/187231.54e-031.38e-0262
GO:00066442ColorectumFAPphospholipid metabolic process74/2622383/187232.24e-031.83e-0274
GO:19019984EndometriumEECtoxin transport11/216840/187234.65e-032.97e-0211
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
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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
MTMR1SNVMissense_Mutationnovelc.1256N>Gp.Glu419Glyp.E419Gprotein_codingdeleterious(0.01)benign(0.196)TCGA-B6-A0WV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTMR1SNVMissense_Mutationc.1306N>Cp.Glu436Glnp.E436Qprotein_codingdeleterious(0.01)benign(0.315)TCGA-C8-A26V-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenCR
MTMR1SNVMissense_Mutationnovelc.1189N>Cp.Glu397Glnp.E397Qprotein_codingdeleterious(0.01)benign(0.101)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
MTMR1SNVMissense_Mutationnovelc.1674C>Gp.Phe558Leup.F558Lprotein_codingtolerated(0.52)benign(0)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
MTMR1SNVMissense_Mutationc.1322N>Tp.Ser441Phep.S441Fprotein_codingdeleterious(0)probably_damaging(1)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTMR1SNVMissense_Mutationnovelc.640C>Ap.Pro214Thrp.P214Tprotein_codingdeleterious(0)possibly_damaging(0.862)TCGA-VS-A8Q9-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MTMR1SNVMissense_Mutationc.926N>Tp.Thr309Metp.T309Mprotein_codingdeleterious(0)probably_damaging(0.946)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MTMR1SNVMissense_Mutationc.1066N>Ap.Ala356Thrp.A356Tprotein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-3848-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
MTMR1SNVMissense_Mutationc.1801N>Ap.His601Asnp.H601Nprotein_codingtolerated(0.07)benign(0.007)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MTMR1SNVMissense_Mutationc.737N>Tp.Arg246Ilep.R246Iprotein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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