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: MTMR2

Gene summary for MTMR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTMR2

Gene ID

8898

Gene namemyotubularin related protein 2
Gene AliasCMT4B
Cytomap11q21
Gene Typeprotein-coding
GO ID

GO:0002090

UniProtAcc

A0A024R3B7


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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
8898MTMR2LZE4THumanEsophagusESCC3.61e-031.55e-010.0811
8898MTMR2LZE7THumanEsophagusESCC4.47e-041.81e-010.0667
8898MTMR2LZE24THumanEsophagusESCC3.76e-073.35e-010.0596
8898MTMR2P2T-EHumanEsophagusESCC1.54e-201.99e-010.1177
8898MTMR2P4T-EHumanEsophagusESCC2.27e-245.42e-010.1323
8898MTMR2P5T-EHumanEsophagusESCC2.81e-142.05e-010.1327
8898MTMR2P8T-EHumanEsophagusESCC1.56e-106.75e-020.0889
8898MTMR2P9T-EHumanEsophagusESCC5.38e-051.73e-010.1131
8898MTMR2P10T-EHumanEsophagusESCC3.00e-192.03e-010.116
8898MTMR2P11T-EHumanEsophagusESCC4.45e-063.85e-010.1426
8898MTMR2P12T-EHumanEsophagusESCC7.26e-193.45e-010.1122
8898MTMR2P15T-EHumanEsophagusESCC8.24e-122.27e-010.1149
8898MTMR2P16T-EHumanEsophagusESCC3.81e-133.48e-010.1153
8898MTMR2P17T-EHumanEsophagusESCC1.72e-073.33e-010.1278
8898MTMR2P19T-EHumanEsophagusESCC9.85e-104.78e-010.1662
8898MTMR2P20T-EHumanEsophagusESCC5.48e-121.71e-010.1124
8898MTMR2P21T-EHumanEsophagusESCC1.92e-234.25e-010.1617
8898MTMR2P22T-EHumanEsophagusESCC2.68e-121.66e-010.1236
8898MTMR2P23T-EHumanEsophagusESCC1.22e-071.95e-010.108
8898MTMR2P24T-EHumanEsophagusESCC7.85e-082.02e-010.1287
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:00328015EsophagusESCCreceptor catabolic process23/855228/187238.23e-056.01e-0423
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:19036496EsophagusESCCregulation of cytoplasmic transport22/855228/187233.95e-042.26e-0322
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
GO:20006413EsophagusESCCregulation of early endosome to late endosome transport15/855218/187231.20e-035.88e-0315
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:004825916EsophagusESCCregulation of receptor-mediated endocytosis66/8552110/187231.72e-037.96e-0366
GO:20006444EsophagusESCCregulation of receptor catabolic process10/855211/187232.54e-031.08e-0210
GO:0031641EsophagusESCCregulation of myelination31/855247/187234.01e-031.62e-0231
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:00066611EsophagusESCCphosphatidylinositol biosynthetic process73/8552131/187231.31e-024.28e-0273
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:003238821LiverHCCpositive regulation of intracellular transport148/7958202/187235.15e-196.66e-17148
GO:001648221LiverHCCcytosolic transport117/7958168/187238.83e-134.48e-11117
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:000989522LiverHCCnegative regulation of catabolic process196/7958320/187237.98e-123.35e-10196
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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
MTMR2SNVMissense_Mutationrs757563721c.832C>Ap.Gln278Lysp.Q278KQ13614protein_codingtolerated(0.19)benign(0.014)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MTMR2SNVMissense_Mutationc.1018G>Cp.Glu340Glnp.E340QQ13614protein_codingdeleterious(0)possibly_damaging(0.818)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MTMR2SNVMissense_Mutationc.662N>Tp.Pro221Leup.P221LQ13614protein_codingdeleterious(0)probably_damaging(0.944)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MTMR2SNVMissense_Mutationrs757563721c.832C>Ap.Gln278Lysp.Q278KQ13614protein_codingtolerated(0.19)benign(0.014)TCGA-D8-A1X7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone Therapydoxorubicine+cyclophosphamide+tamoxifenSD
MTMR2SNVMissense_Mutationnovelc.831T>Ap.Ser277Argp.S277RQ13614protein_codingdeleterious(0)probably_damaging(0.93)TCGA-D8-A1X7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone Therapydoxorubicine+cyclophosphamide+tamoxifenSD
MTMR2SNVMissense_Mutationc.238C>Gp.Pro80Alap.P80AQ13614protein_codingtolerated(0.08)benign(0.027)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
MTMR2SNVMissense_Mutationnovelc.431N>Ap.Arg144Glnp.R144QQ13614protein_codingtolerated(0.08)benign(0.066)TCGA-XS-A8TJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MTMR2SNVMissense_Mutationnovelc.1790N>Gp.Tyr597Cysp.Y597CQ13614protein_codingtolerated(0.14)possibly_damaging(0.662)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MTMR2SNVMissense_Mutationnovelc.1574N>Cp.Glu525Alap.E525AQ13614protein_codingdeleterious(0)possibly_damaging(0.691)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MTMR2SNVMissense_Mutationnovelc.216N>Cp.Glu72Aspp.E72DQ13614protein_codingtolerated(0.35)benign(0.007)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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