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: NTMT1

Gene summary for NTMT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NTMT1

Gene ID

28989

Gene nameN-terminal Xaa-Pro-Lys N-methyltransferase 1
Gene AliasAD-003
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A0A024R8E4


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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
28989NTMT1LZE4THumanEsophagusESCC5.50e-072.83e-010.0811
28989NTMT1LZE7THumanEsophagusESCC5.40e-126.10e-010.0667
28989NTMT1LZE8THumanEsophagusESCC4.10e-164.36e-010.067
28989NTMT1LZE20THumanEsophagusESCC3.11e-164.79e-010.0662
28989NTMT1LZE22D1HumanEsophagusHGIN7.67e-048.63e-020.0595
28989NTMT1LZE22THumanEsophagusESCC4.05e-043.01e-010.068
28989NTMT1LZE24THumanEsophagusESCC4.72e-185.70e-010.0596
28989NTMT1LZE6THumanEsophagusESCC6.05e-096.80e-010.0845
28989NTMT1P1T-EHumanEsophagusESCC2.59e-166.61e-010.0875
28989NTMT1P2T-EHumanEsophagusESCC9.25e-406.68e-010.1177
28989NTMT1P4T-EHumanEsophagusESCC5.98e-389.12e-010.1323
28989NTMT1P5T-EHumanEsophagusESCC3.55e-336.38e-010.1327
28989NTMT1P8T-EHumanEsophagusESCC4.32e-366.60e-010.0889
28989NTMT1P9T-EHumanEsophagusESCC4.84e-164.58e-010.1131
28989NTMT1P10T-EHumanEsophagusESCC2.00e-324.42e-010.116
28989NTMT1P11T-EHumanEsophagusESCC5.88e-177.32e-010.1426
28989NTMT1P12T-EHumanEsophagusESCC3.05e-295.21e-010.1122
28989NTMT1P15T-EHumanEsophagusESCC7.38e-376.98e-010.1149
28989NTMT1P16T-EHumanEsophagusESCC5.39e-213.62e-010.1153
28989NTMT1P17T-EHumanEsophagusESCC1.96e-188.76e-010.1278
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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
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
NTMT1SNVMissense_Mutationc.51N>Cp.Lys17Asnp.K17NQ9BV86protein_codingdeleterious(0.03)benign(0.034)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NTMT1SNVMissense_Mutationnovelc.495C>Gp.Ile165Metp.I165MQ9BV86protein_codingdeleterious(0)probably_damaging(0.954)TCGA-LL-A5YO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
NTMT1deletionFrame_Shift_Delnovelc.478delNp.Asn160ThrfsTer15p.N160Tfs*15Q9BV86protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NTMT1deletionFrame_Shift_Delnovelc.33delAp.Gln11HisfsTer43p.Q11Hfs*43Q9BV86protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
NTMT1SNVMissense_Mutationc.22N>Cp.Asp8Hisp.D8HQ9BV86protein_codingtolerated(0.16)possibly_damaging(0.678)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NTMT1SNVMissense_Mutationc.159N>Cp.Leu53Phep.L53FQ9BV86protein_codingtolerated(0.12)probably_damaging(1)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NTMT1SNVMissense_Mutationc.648N>Gp.His216Glnp.H216QQ9BV86protein_codingtolerated(0.41)benign(0)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NTMT1SNVMissense_Mutationc.542N>Tp.Ser181Ilep.S181IQ9BV86protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NTMT1SNVMissense_Mutationrs199618234c.391G>Ap.Val131Metp.V131MQ9BV86protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NTMT1SNVMissense_Mutationrs758319961c.454C>Tp.Arg152Cysp.R152CQ9BV86protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<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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