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: NTS

Gene summary for NTS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NTS

Gene ID

4922

Gene nameneurotensin
Gene AliasNMN-125
Cytomap12q21.31
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

P30990


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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
4922NTSLZE11DHumanEsophagusHGIN9.56e-181.57e+00-0.005
4922NTSLZE2THumanEsophagusESCC2.05e-213.54e+000.082
4922NTSLZE4THumanEsophagusESCC1.39e-372.43e+000.0811
4922NTSLZE21THumanEsophagusESCC2.35e-142.43e+000.0655
4922NTSLZE6THumanEsophagusESCC1.87e-128.37e-010.0845
4922NTSP1T-EHumanEsophagusESCC4.53e-141.36e+000.0875
4922NTSP4T-EHumanEsophagusESCC5.27e-634.84e+000.1323
4922NTSP8T-EHumanEsophagusESCC2.87e-025.80e-010.0889
4922NTSP9T-EHumanEsophagusESCC3.22e-137.68e-010.1131
4922NTSP10T-EHumanEsophagusESCC7.79e-341.28e+000.116
4922NTSP12T-EHumanEsophagusESCC3.20e-823.48e+000.1122
4922NTSP20T-EHumanEsophagusESCC2.86e-109.31e-010.1124
4922NTSP23T-EHumanEsophagusESCC7.68e-774.68e+000.108
4922NTSP26T-EHumanEsophagusESCC1.29e-1394.76e+000.1276
4922NTSP27T-EHumanEsophagusESCC7.14e-994.60e+000.1055
4922NTSP28T-EHumanEsophagusESCC2.33e-392.29e+000.1149
4922NTSP30T-EHumanEsophagusESCC2.31e-101.93e+000.137
4922NTSP36T-EHumanEsophagusESCC2.98e-068.40e-010.1187
4922NTSP39T-EHumanEsophagusESCC1.04e-131.39e+000.0894
4922NTSP40T-EHumanEsophagusESCC3.18e-051.48e+000.109
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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
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:00712148CervixCCcellular response to abiotic stimulus69/2311331/187237.36e-061.73e-0469
GO:01040048CervixCCcellular response to environmental stimulus69/2311331/187237.36e-061.73e-0469
GO:00714798CervixCCcellular response to ionizing radiation22/231172/187233.47e-055.60e-0422
GO:00093149CervixCCresponse to radiation86/2311456/187233.50e-055.63e-0486
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:00714786CervixCCcellular response to radiation41/2311186/187231.41e-041.71e-0341
GO:00102126CervixCCresponse to ionizing radiation34/2311148/187232.23e-042.53e-0334
GO:00457862CervixCCnegative regulation of cell cycle67/2311385/187232.21e-031.59e-0267
GO:00427705CervixCCsignal transduction in response to DNA damage34/2311172/187233.52e-032.27e-0234
GO:00109482CervixCCnegative regulation of cell cycle process51/2311294/187237.35e-033.94e-0251
GO:00344707EndometriumAEHncRNA processing62/2100395/187233.93e-032.65e-0262
GO:003447012EndometriumEECncRNA processing63/2168395/187235.20e-033.26e-0263
GO:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
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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
NTSSNVMissense_Mutationc.494N>Tp.Arg165Ilep.R165IP30990protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
NTSSNVMissense_Mutationc.462N>Tp.Glu154Aspp.E154DP30990protein_codingtolerated(0.61)benign(0.003)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NTSSNVMissense_Mutationnovelc.496N>Tp.Asp166Tyrp.D166YP30990protein_codingdeleterious(0.02)benign(0.357)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NTSSNVMissense_Mutationc.494N>Tp.Arg165Ilep.R165IP30990protein_codingdeleterious(0)probably_damaging(0.999)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NTSSNVMissense_Mutationnovelc.505T>Cp.Tyr169Hisp.Y169HP30990protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NTSSNVMissense_Mutationnovelc.135N>Tp.Lys45Asnp.K45NP30990protein_codingdeleterious(0)probably_damaging(0.947)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NTSSNVMissense_Mutationc.280G>Tp.Asp94Tyrp.D94YP30990protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NTSSNVMissense_Mutationc.188N>Tp.Ser63Ilep.S63IP30990protein_codingtolerated(0.14)possibly_damaging(0.837)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NTSSNVMissense_Mutationc.494N>Tp.Arg165Ilep.R165IP30990protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NTSSNVMissense_Mutationc.425G>Tp.Arg142Ilep.R142IP30990protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
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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
4922NTSDRUGGABLE GENOMENORETHISTERONENORETHINDRONE11495683
4922NTSDRUGGABLE GENOMEMAGNESIUM SULFATE1758237
4922NTSDRUGGABLE GENOMELITHIUMLITHIUM7992199
4922NTSDRUGGABLE GENOMENIFEDIPINENIFEDIPINE8770786
4922NTSDRUGGABLE GENOMEhaloperidolHALOPERIDOL27023437
4922NTSDRUGGABLE GENOMERISPERIDONERISPERIDONE10991962
4922NTSDRUGGABLE GENOMECHLORPROMAZINECHLORPROMAZINE1980851
4922NTSDRUGGABLE GENOMEETHANOLALCOHOL9023306,1733422,1686369
4922NTSDRUGGABLE GENOMEAZASERINEAZASERINE1993548
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