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: MTMR3

Gene summary for MTMR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTMR3

Gene ID

8897

Gene namemyotubularin related protein 3
Gene AliasFYVE-DSP1
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q13615


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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
8897MTMR3CCI_1HumanCervixCC1.42e-038.62e-010.528
8897MTMR3CCI_2HumanCervixCC2.58e-088.59e-010.5249
8897MTMR3CCI_3HumanCervixCC2.72e-181.03e+000.516
8897MTMR3CCII_1HumanCervixCC3.21e-022.65e-010.3249
8897MTMR3HTA11_3410_2000001011HumanColorectumAD4.48e-21-7.02e-010.0155
8897MTMR3HTA11_2487_2000001011HumanColorectumSER3.33e-07-5.93e-01-0.1808
8897MTMR3HTA11_1938_2000001011HumanColorectumAD1.75e-03-5.23e-01-0.0811
8897MTMR3HTA11_78_2000001011HumanColorectumAD7.08e-03-4.74e-01-0.1088
8897MTMR3HTA11_3361_2000001011HumanColorectumAD1.99e-04-5.64e-01-0.1207
8897MTMR3HTA11_696_2000001011HumanColorectumAD8.00e-12-4.94e-01-0.1464
8897MTMR3HTA11_866_2000001011HumanColorectumAD2.91e-12-4.44e-01-0.1001
8897MTMR3HTA11_1391_2000001011HumanColorectumAD1.46e-06-4.90e-01-0.059
8897MTMR3HTA11_866_3004761011HumanColorectumAD1.71e-13-6.40e-010.096
8897MTMR3HTA11_8622_2000001021HumanColorectumSER1.89e-03-6.82e-010.0528
8897MTMR3HTA11_10711_2000001011HumanColorectumAD1.20e-08-6.16e-010.0338
8897MTMR3HTA11_7696_3000711011HumanColorectumAD8.82e-21-6.15e-010.0674
8897MTMR3HTA11_6818_2000001021HumanColorectumAD1.46e-09-7.18e-010.0588
8897MTMR3HTA11_99999970781_79442HumanColorectumMSS1.48e-27-6.47e-010.294
8897MTMR3HTA11_99999965104_69814HumanColorectumMSS9.27e-04-5.22e-010.281
8897MTMR3HTA11_99999971662_82457HumanColorectumMSS2.45e-24-6.34e-010.3859
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
∗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:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:00316689CervixCCcellular response to extracellular stimulus59/2311246/187233.03e-071.24e-0559
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00092678CervixCCcellular response to starvation39/2311156/187231.04e-052.32e-0439
GO:00425948CervixCCresponse to starvation46/2311197/187231.24e-052.59e-0446
GO:00316698CervixCCcellular response to nutrient levels49/2311215/187231.32e-052.68e-0449
GO:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:003530310CervixCCregulation of dephosphorylation31/2311128/187231.52e-041.83e-0331
GO:00105067CervixCCregulation of autophagy61/2311317/187232.61e-042.87e-0361
GO:19021153CervixCCregulation of organelle assembly40/2311186/187232.92e-043.15e-0340
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
GO:00000452CervixCCautophagosome assembly21/231199/187238.67e-034.46e-0221
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0035303ColorectumADregulation of dephosphorylation46/3918128/187236.20e-051.04e-0346
GO:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041402ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041403ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041404ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa041405ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa04070ColorectumCRCPhosphatidylinositol signaling system25/109197/84654.27e-044.60e-033.12e-0325
hsa00562ColorectumCRCInositol phosphate metabolism18/109173/84654.38e-032.52e-021.71e-0218
hsa040701ColorectumCRCPhosphatidylinositol signaling system25/109197/84654.27e-044.60e-033.12e-0325
hsa005621ColorectumCRCInositol phosphate metabolism18/109173/84654.38e-032.52e-021.71e-0218
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa041407LungIACAutophagy - animal28/1053141/84657.64e-033.03e-022.01e-0228
hsa0414012LungIACAutophagy - animal28/1053141/84657.64e-033.03e-022.01e-0228
hsa0414022LungAISAutophagy - animal26/961141/84658.23e-033.71e-022.37e-0226
hsa0414032LungAISAutophagy - animal26/961141/84658.23e-033.71e-022.37e-0226
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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
MTMR3SNVMissense_Mutationnovelc.1646N>Cp.Asn549Thrp.N549TQ13615protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
MTMR3SNVMissense_Mutationc.2074A>Gp.Ile692Valp.I692VQ13615protein_codingtolerated(0.06)possibly_damaging(0.569)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
MTMR3SNVMissense_Mutationc.2170G>Ap.Glu724Lysp.E724KQ13615protein_codingtolerated_low_confidence(0.35)benign(0.01)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MTMR3SNVMissense_Mutationnovelc.1067G>Ap.Arg356Glnp.R356QQ13615protein_codingdeleterious(0.01)probably_damaging(0.956)TCGA-OL-A5RZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
MTMR3insertionFrame_Shift_Insnovelc.2329_2330insAACCTACTGTATTCCTCTCAGTCAGAAGCCGTATp.Ser777LysfsTer40p.S777Kfs*40Q13615protein_codingTCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MTMR3insertionFrame_Shift_Insnovelc.2247_2248insGTGTTTCTCAGTGGATGGCAAAGTAGCAp.Leu750ValfsTer27p.L750Vfs*27Q13615protein_codingTCGA-E9-A1NI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
MTMR3deletionFrame_Shift_Delnovelc.2061delGp.Gln688ArgfsTer16p.Q688Rfs*16Q13615protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MTMR3SNVMissense_Mutationc.1835N>Cp.Arg612Thrp.R612TQ13615protein_codingdeleterious(0)probably_damaging(0.98)TCGA-EK-A2R7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTMR3SNVMissense_Mutationc.1819C>Tp.Arg607Trpp.R607WQ13615protein_codingdeleterious(0)probably_damaging(0.987)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
MTMR3SNVMissense_Mutationrs755680177c.2875N>Ap.Ala959Thrp.A959TQ13615protein_codingtolerated_low_confidence(0.32)benign(0)TCGA-AA-3663-01Colorectumcolon 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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