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: MTMR14

Gene summary for MTMR14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTMR14

Gene ID

64419

Gene namemyotubularin related protein 14
Gene AliasC3orf29
Cytomap3p25.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8NCE2


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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
64419MTMR14LZE7THumanEsophagusESCC1.98e-026.74e-020.0667
64419MTMR14LZE22THumanEsophagusESCC1.04e-032.17e-010.068
64419MTMR14LZE24THumanEsophagusESCC1.00e-123.24e-010.0596
64419MTMR14P2T-EHumanEsophagusESCC8.92e-111.44e-010.1177
64419MTMR14P4T-EHumanEsophagusESCC6.41e-091.88e-010.1323
64419MTMR14P5T-EHumanEsophagusESCC1.45e-172.88e-010.1327
64419MTMR14P8T-EHumanEsophagusESCC1.04e-161.72e-010.0889
64419MTMR14P9T-EHumanEsophagusESCC6.14e-031.24e-010.1131
64419MTMR14P10T-EHumanEsophagusESCC9.13e-162.49e-010.116
64419MTMR14P11T-EHumanEsophagusESCC2.12e-125.83e-010.1426
64419MTMR14P12T-EHumanEsophagusESCC4.36e-083.78e-010.1122
64419MTMR14P15T-EHumanEsophagusESCC6.29e-071.83e-010.1149
64419MTMR14P16T-EHumanEsophagusESCC1.15e-151.58e-010.1153
64419MTMR14P17T-EHumanEsophagusESCC5.82e-072.96e-010.1278
64419MTMR14P19T-EHumanEsophagusESCC3.67e-065.33e-010.1662
64419MTMR14P20T-EHumanEsophagusESCC1.55e-122.39e-010.1124
64419MTMR14P21T-EHumanEsophagusESCC1.95e-223.55e-010.1617
64419MTMR14P22T-EHumanEsophagusESCC1.98e-032.00e-020.1236
64419MTMR14P23T-EHumanEsophagusESCC2.22e-235.51e-010.108
64419MTMR14P24T-EHumanEsophagusESCC2.89e-183.88e-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
∗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: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
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
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:00066611EsophagusESCCphosphatidylinositol biosynthetic process73/8552131/187231.31e-024.28e-0273
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:00086542LiverHCCphospholipid biosynthetic process150/7958253/187234.77e-081.03e-06150
GO:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
GO:004648611LiverHCCglycerolipid metabolic process215/7958392/187234.54e-077.49e-06215
GO:004501711LiverHCCglycerolipid biosynthetic process143/7958252/187233.27e-064.31e-05143
GO:00066504LiverHCCglycerophospholipid metabolic process168/7958306/187237.27e-068.62e-05168
GO:004647411LiverHCCglycerophospholipid biosynthetic process121/7958211/187239.12e-061.06e-04121
GO:0006661LiverHCCphosphatidylinositol biosynthetic process69/7958131/187231.19e-024.35e-0269
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa041409Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414014Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414041Oral cavityEOLPAutophagy - animal39/1218141/84652.68e-051.38e-048.12e-0539
hsa0414051Oral cavityEOLPAutophagy - animal39/1218141/84652.68e-051.38e-048.12e-0539
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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
MTMR14SNVMissense_Mutationc.202N>Cp.Asp68Hisp.D68HQ8NCE2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MTMR14SNVMissense_Mutationc.1420N>Gp.Thr474Alap.T474AQ8NCE2protein_codingtolerated(0.64)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
MTMR14SNVMissense_Mutationrs757251437c.1144N>Tp.Arg382Trpp.R382WQ8NCE2protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A1NI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
MTMR14SNVMissense_Mutationnovelc.526N>Tp.Asp176Tyrp.D176YQ8NCE2protein_codingdeleterious(0)possibly_damaging(0.73)TCGA-EA-A3Y4-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTMR14SNVMissense_Mutationc.1817C>Tp.Ser606Leup.S606LQ8NCE2protein_codingtolerated(0.16)benign(0.115)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTMR14SNVMissense_Mutationnovelc.215N>Tp.Ser72Ilep.S72IQ8NCE2protein_codingtolerated(0.05)possibly_damaging(0.86)TCGA-AY-4070-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fuPD
MTMR14SNVMissense_Mutationnovelc.1215N>Ap.Phe405Leup.F405LQ8NCE2protein_codingdeleterious(0)possibly_damaging(0.867)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MTMR14SNVMissense_Mutationc.1156N>Tp.Gly386Trpp.G386WQ8NCE2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
MTMR14SNVMissense_Mutationc.700G>Ap.Asp234Asnp.D234NQ8NCE2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MTMR14deletionFrame_Shift_Delc.1865delNp.Ser624ValfsTer33p.S624Vfs*33Q8NCE2protein_codingTCGA-CM-4746-01Colorectumcolon 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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