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: MTMR12

Gene summary for MTMR12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTMR12

Gene ID

54545

Gene namemyotubularin related protein 12
Gene Alias3-PAP
Cytomap5p13.3
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q9C0I1


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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
54545MTMR12AEH-subject1HumanEndometriumAEH4.20e-032.96e-01-0.3059
54545MTMR12AEH-subject4HumanEndometriumAEH1.57e-125.63e-01-0.2657
54545MTMR12AEH-subject5HumanEndometriumAEH1.36e-063.14e-01-0.2953
54545MTMR12EEC-subject2HumanEndometriumEEC4.92e-042.82e-01-0.2607
54545MTMR12LZE7THumanEsophagusESCC2.65e-046.98e-020.0667
54545MTMR12LZE20THumanEsophagusESCC5.01e-055.00e-020.0662
54545MTMR12LZE22THumanEsophagusESCC1.09e-031.26e-010.068
54545MTMR12LZE24THumanEsophagusESCC1.24e-091.14e-010.0596
54545MTMR12P1T-EHumanEsophagusESCC1.03e-062.56e-010.0875
54545MTMR12P2T-EHumanEsophagusESCC5.12e-101.68e-010.1177
54545MTMR12P4T-EHumanEsophagusESCC1.34e-111.66e-010.1323
54545MTMR12P5T-EHumanEsophagusESCC3.55e-111.03e-010.1327
54545MTMR12P8T-EHumanEsophagusESCC1.76e-163.26e-010.0889
54545MTMR12P9T-EHumanEsophagusESCC1.53e-067.00e-020.1131
54545MTMR12P10T-EHumanEsophagusESCC3.49e-193.00e-010.116
54545MTMR12P11T-EHumanEsophagusESCC4.81e-038.21e-020.1426
54545MTMR12P12T-EHumanEsophagusESCC1.00e-232.12e-010.1122
54545MTMR12P15T-EHumanEsophagusESCC2.17e-113.80e-020.1149
54545MTMR12P16T-EHumanEsophagusESCC3.00e-253.75e-010.1153
54545MTMR12P17T-EHumanEsophagusESCC1.27e-051.13e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid 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:19019984EndometriumEECtoxin transport11/216840/187234.65e-032.97e-0211
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
GO:19019987EsophagusESCCtoxin transport28/855240/187231.61e-037.50e-0328
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
GO:00302585LiverNAFLDlipid modification49/1882212/187231.97e-082.17e-0649
GO:00464863LiverNAFLDglycerolipid metabolic process66/1882392/187231.94e-055.52e-0466
GO:00163115LiverNAFLDdephosphorylation69/1882417/187232.27e-056.23e-0469
GO:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:004648611LiverHCCglycerolipid metabolic process215/7958392/187234.54e-077.49e-06215
GO:003025821LiverHCClipid modification123/7958212/187233.50e-064.58e-05123
GO:00066504LiverHCCglycerophospholipid metabolic process168/7958306/187237.27e-068.62e-05168
GO:001631116ThyroidPTCdephosphorylation174/5968417/187231.20e-051.31e-04174
GO:19019989ThyroidPTCtoxin transport21/596840/187235.37e-032.47e-0221
GO:001631117ThyroidATCdephosphorylation179/6293417/187233.88e-053.15e-04179
GO:190199813ThyroidATCtoxin transport25/629340/187231.72e-041.17e-0325
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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
MTMR12SNVMissense_Mutationc.1580N>Cp.Gln527Prop.Q527PQ9C0I1protein_codingdeleterious(0)probably_damaging(0.986)TCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
MTMR12SNVMissense_Mutationnovelc.1562N>Gp.Val521Glyp.V521GQ9C0I1protein_codingdeleterious(0)possibly_damaging(0.796)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
MTMR12SNVMissense_Mutationc.1559N>Gp.Thr520Serp.T520SQ9C0I1protein_codingtolerated(0.83)benign(0.01)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
MTMR12SNVMissense_Mutationrs143619846c.1487N>Tp.Ser496Leup.S496LQ9C0I1protein_codingdeleterious(0)probably_damaging(0.991)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MTMR12insertionFrame_Shift_Insnovelc.1919_1920insATTTTTTTCTTTCTACGCCCCCTTGCCTGTAAAACACCTGGGAAp.Gln641PhefsTer28p.Q641Ffs*28Q9C0I1protein_codingTCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTMR12deletionIn_Frame_Delc.170_172delCAGp.Thr57_Val58delinsIlep.T57_V58delinsIQ9C0I1protein_codingTCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTMR12SNVMissense_Mutationc.1781N>Tp.Arg594Ilep.R594IQ9C0I1protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MTMR12SNVMissense_Mutationc.1480N>Gp.Phe494Valp.F494VQ9C0I1protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-3844-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapycapecitabinePD
MTMR12SNVMissense_Mutationc.907N>Gp.Thr303Alap.T303AQ9C0I1protein_codingtolerated(0.4)benign(0.003)TCGA-AA-3982-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MTMR12SNVMissense_Mutationc.539N>Ap.Arg180Glnp.R180QQ9C0I1protein_codingtolerated(0.21)probably_damaging(0.92)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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