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: MTM1

Gene summary for MTM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTM1

Gene ID

4534

Gene namemyotubularin 1
Gene AliasCNM
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A0A024RC06


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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
4534MTM1HTA11_3410_2000001011HumanColorectumAD1.90e-10-5.11e-010.0155
4534MTM1HTA11_347_2000001011HumanColorectumAD1.85e-126.65e-01-0.1954
4534MTM1HTA11_866_3004761011HumanColorectumAD7.96e-05-4.59e-010.096
4534MTM1HTA11_7696_3000711011HumanColorectumAD6.02e-08-4.50e-010.0674
4534MTM1HTA11_99999970781_79442HumanColorectumMSS4.71e-12-4.87e-010.294
4534MTM1HTA11_99999971662_82457HumanColorectumMSS2.48e-02-3.82e-010.3859
4534MTM1HTA11_99999973899_84307HumanColorectumMSS5.98e-04-6.12e-010.2585
4534MTM1HTA11_99999974143_84620HumanColorectumMSS4.05e-09-4.52e-010.3005
4534MTM1F007HumanColorectumFAP5.83e-04-4.29e-010.1176
4534MTM1A001-C-207HumanColorectumFAP2.43e-07-4.33e-010.1278
4534MTM1A015-C-203HumanColorectumFAP3.26e-28-5.84e-01-0.1294
4534MTM1A015-C-204HumanColorectumFAP1.15e-13-5.93e-01-0.0228
4534MTM1A014-C-040HumanColorectumFAP1.86e-02-3.08e-01-0.1184
4534MTM1A002-C-201HumanColorectumFAP1.30e-16-4.96e-010.0324
4534MTM1A002-C-203HumanColorectumFAP2.89e-04-3.37e-010.2786
4534MTM1A001-C-119HumanColorectumFAP4.63e-11-5.95e-01-0.1557
4534MTM1A001-C-108HumanColorectumFAP1.96e-19-5.11e-01-0.0272
4534MTM1A002-C-205HumanColorectumFAP1.32e-23-5.93e-01-0.1236
4534MTM1A001-C-104HumanColorectumFAP1.13e-05-4.02e-010.0184
4534MTM1A015-C-005HumanColorectumFAP4.32e-12-5.30e-01-0.0336
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0010639ColorectumADnegative regulation of organelle organization114/3918348/187231.41e-076.49e-06114
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0016241ColorectumADregulation of macroautophagy50/3918141/187234.55e-057.92e-0450
GO:0007041ColorectumADlysosomal transport42/3918114/187236.61e-051.07e-0342
GO:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
GO:0070584ColorectumADmitochondrion morphogenesis12/391821/187233.02e-043.62e-0312
GO:0010507ColorectumADnegative regulation of autophagy31/391885/187236.91e-047.05e-0331
GO:0007033ColorectumADvacuole organization53/3918180/187234.18e-032.89e-0253
GO:0006650ColorectumADglycerophospholipid metabolic process83/3918306/187235.40e-033.55e-0283
GO:0006644ColorectumADphospholipid metabolic process101/3918383/187235.80e-033.67e-02101
GO:0045017ColorectumADglycerolipid biosynthetic process69/3918252/187238.33e-034.88e-0269
GO:00313302ColorectumMSSnegative regulation of cellular catabolic process96/3467262/187232.67e-124.63e-1096
GO:00098952ColorectumMSSnegative regulation of catabolic process110/3467320/187237.88e-121.20e-09110
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
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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
MTM1SNVMissense_Mutationc.1344N>Cp.Met448Ilep.M448IQ13496protein_codingtolerated(0.37)benign(0.003)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
MTM1SNVMissense_Mutationc.365N>Ap.Ala122Aspp.A122DQ13496protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
MTM1SNVMissense_Mutationc.1097N>Tp.Ser366Leup.S366LQ13496protein_codingdeleterious(0.02)benign(0.04)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTM1SNVMissense_Mutationrs781995404c.539A>Gp.Asn180Serp.N180SQ13496protein_codingtolerated(0.06)benign(0.021)TCGA-A8-A0AD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MTM1SNVMissense_Mutationnovelc.859N>Ap.Ala287Thrp.A287TQ13496protein_codingtolerated(0.26)benign(0.154)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTM1SNVMissense_Mutationc.698N>Tp.Pro233Leup.P233LQ13496protein_codingdeleterious(0.02)possibly_damaging(0.73)TCGA-B6-A0IH-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MTM1SNVMissense_Mutationc.302N>Tp.Ser101Ilep.S101IQ13496protein_codingdeleterious(0)possibly_damaging(0.772)TCGA-D8-A1XF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
MTM1SNVMissense_Mutationc.1164G>Cp.Leu388Phep.L388FQ13496protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-EW-A1PA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
MTM1SNVMissense_Mutationnovelc.1384T>Cp.Phe462Leup.F462LQ13496protein_codingtolerated(0.32)benign(0.015)TCGA-OL-A66J-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTM1insertionNonsense_Mutationc.418_419insCCATGGTCCAGCACAGCACTCCTTTATCTGAAATGAAAGTTTAp.Tyr140SerfsTer15p.Y140Sfs*15Q13496protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
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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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