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: NTM

Gene summary for NTM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NTM

Gene ID

50863

Gene nameneurotrimin
Gene AliasCEPU-1
Cytomap11q25
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

Q9P121


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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
50863NTMP4T-EHumanEsophagusESCC7.93e-072.98e-010.1323
50863NTMP9T-EHumanEsophagusESCC4.01e-042.41e-010.1131
50863NTMP11T-EHumanEsophagusESCC1.92e-171.19e+000.1426
50863NTMP16T-EHumanEsophagusESCC2.53e-036.31e-020.1153
50863NTMP19T-EHumanEsophagusESCC1.17e-111.65e+000.1662
50863NTMP24T-EHumanEsophagusESCC9.20e-063.08e-010.1287
50863NTMP30T-EHumanEsophagusESCC4.84e-022.03e-010.137
50863NTMP32T-EHumanEsophagusESCC4.30e-104.37e-010.1666
50863NTMP42T-EHumanEsophagusESCC2.79e-042.38e-010.1175
50863NTMP44T-EHumanEsophagusESCC1.46e-073.83e-010.1096
50863NTMP47T-EHumanEsophagusESCC7.90e-031.19e-010.1067
50863NTMP56T-EHumanEsophagusESCC1.16e-089.05e-010.1613
50863NTMP89T-EHumanEsophagusESCC1.41e-381.70e+000.1752
50863NTMRNA-P10T1-P10T1-1HumanLungAIS1.16e-021.11e+00-0.0764
50863NTMRNA-P10T2-P10T2-3HumanLungAAH1.22e-026.02e-01-0.1408
50863NTMRNA-P25T1-P25T1-1HumanLungAIS1.93e-231.27e+00-0.2116
50863NTMRNA-P25T1-P25T1-2HumanLungAIS2.51e-141.27e+00-0.1941
50863NTMRNA-P25T1-P25T1-3HumanLungAIS5.62e-171.34e+00-0.2107
50863NTMRNA-P25T1-P25T1-4HumanLungAIS4.48e-221.17e+00-0.2119
50863NTMRNA-P6T1-P6T1-1HumanLungMIAC6.34e-111.61e+00-0.0238
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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
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
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:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:00070593EsophagusHGINchromosome segregation71/2587346/187233.47e-045.62e-0371
GO:00070518EsophagusHGINspindle organization42/2587184/187236.07e-048.49e-0342
GO:00182089EsophagusHGINpeptidyl-proline modification17/258758/187231.64e-031.82e-0217
GO:00064798EsophagusHGINprotein methylation38/2587181/187235.05e-034.22e-0238
GO:00082138EsophagusHGINprotein alkylation38/2587181/187235.05e-034.22e-0238
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:001820816EsophagusESCCpeptidyl-proline modification46/855258/187231.59e-072.51e-0646
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:0031365EsophagusESCCN-terminal protein amino acid modification21/855230/187236.17e-032.27e-0221
GO:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
GO:00182084LiverCirrhoticpeptidyl-proline modification26/463458/187236.65e-045.04e-0326
GO:00070514LiverCirrhoticspindle organization62/4634184/187233.88e-032.10e-0262
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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
NTMSNVMissense_Mutationnovelc.49N>Cp.Val17Leup.V17LQ9P121protein_codingtolerated(1)benign(0)TCGA-AC-A3W7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
NTMSNVMissense_Mutationc.637N>Tp.Arg213Trpp.R213WQ9P121protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
NTMSNVMissense_Mutationc.56N>Ap.Gly19Glup.G19EQ9P121protein_codingtolerated(0.34)benign(0.118)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NTMinsertionFrame_Shift_Insnovelc.336_337insCCCTCTGATGGCTGCTGTCGTCTCTCAGTCCCp.Tyr113ProfsTer38p.Y113Pfs*38Q9P121protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
NTMdeletionFrame_Shift_Delrs746798762c.3delNp.Val3_?1p.V3_?1Q9P121protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NTMSNVMissense_Mutationnovelc.739N>Tp.Ala247Serp.A247SQ9P121protein_codingdeleterious(0.02)probably_damaging(0.918)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NTMSNVMissense_Mutationc.260N>Ap.Arg87Hisp.R87HQ9P121protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NTMSNVMissense_Mutationc.389N>Cp.Leu130Prop.L130PQ9P121protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NTMSNVMissense_Mutationrs752839570c.631N>Ap.Val211Metp.V211MQ9P121protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-AA-3660-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NTMSNVMissense_Mutationc.529N>Ap.Val177Ilep.V177IQ9P121protein_codingtolerated(0.21)benign(0.3)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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