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: NIT2

Gene summary for NIT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NIT2

Gene ID

56954

Gene namenitrilase family member 2
Gene AliasHEL-S-8a
Cytomap3q12.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q9NQR4


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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
56954NIT2LZE2THumanEsophagusESCC2.50e-027.23e-010.082
56954NIT2LZE4THumanEsophagusESCC2.64e-195.63e-010.0811
56954NIT2LZE5THumanEsophagusESCC2.82e-034.75e-010.0514
56954NIT2LZE7THumanEsophagusESCC6.42e-064.32e-010.0667
56954NIT2LZE8THumanEsophagusESCC1.38e-074.53e-010.067
56954NIT2LZE20THumanEsophagusESCC7.35e-061.59e-010.0662
56954NIT2LZE24THumanEsophagusESCC9.12e-288.07e-010.0596
56954NIT2LZE6THumanEsophagusESCC1.91e-105.64e-010.0845
56954NIT2P1T-EHumanEsophagusESCC3.42e-106.56e-010.0875
56954NIT2P2T-EHumanEsophagusESCC2.40e-327.02e-010.1177
56954NIT2P4T-EHumanEsophagusESCC4.09e-399.90e-010.1323
56954NIT2P5T-EHumanEsophagusESCC1.20e-681.41e+000.1327
56954NIT2P8T-EHumanEsophagusESCC5.60e-439.20e-010.0889
56954NIT2P9T-EHumanEsophagusESCC4.28e-431.12e+000.1131
56954NIT2P10T-EHumanEsophagusESCC2.34e-508.77e-010.116
56954NIT2P11T-EHumanEsophagusESCC2.01e-164.75e-010.1426
56954NIT2P12T-EHumanEsophagusESCC4.96e-234.84e-010.1122
56954NIT2P15T-EHumanEsophagusESCC5.26e-245.26e-010.1149
56954NIT2P16T-EHumanEsophagusESCC2.23e-469.89e-010.1153
56954NIT2P17T-EHumanEsophagusESCC3.64e-109.04e-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:00436485EsophagusESCCdicarboxylic acid metabolic process58/855296/187232.55e-031.09e-0258
GO:19016051LiverCirrhoticalpha-amino acid metabolic process82/4634195/187237.72e-082.30e-0682
GO:000652011LiverCirrhoticcellular amino acid metabolic process103/4634284/187238.88e-061.30e-04103
GO:004364811LiverCirrhoticdicarboxylic acid metabolic process43/463496/187231.42e-051.97e-0443
GO:00090661LiverCirrhoticaspartate family amino acid metabolic process21/463449/187234.13e-032.21e-0221
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:00436482LiverHCCdicarboxylic acid metabolic process68/795896/187231.73e-084.14e-0768
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:00090662LiverHCCaspartate family amino acid metabolic process34/795849/187231.28e-041.06e-0334
GO:0009064LiverHCCglutamine family amino acid metabolic process47/795878/187231.17e-036.54e-0347
GO:00436484Oral cavityOSCCdicarboxylic acid metabolic process50/730596/187236.24e-032.35e-0250
GO:00436486SkincSCCdicarboxylic acid metabolic process38/486496/187232.38e-031.38e-0238
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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
NIT2SNVMissense_Mutationc.58N>Gp.Asn20Aspp.N20DQ9NQR4protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NIT2SNVMissense_Mutationc.107N>Tp.Ala36Valp.A36VQ9NQR4protein_codingdeleterious(0.01)possibly_damaging(0.642)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
NIT2SNVMissense_Mutationnovelc.166N>Cp.Glu56Glnp.E56QQ9NQR4protein_codingtolerated(0.31)benign(0.024)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NIT2SNVMissense_Mutationrs373969032c.764N>Ap.Arg255Hisp.R255HQ9NQR4protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-3679-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicSD
NIT2SNVMissense_Mutationnovelc.119N>Ap.Ser40Tyrp.S40YQ9NQR4protein_codingdeleterious(0)possibly_damaging(0.686)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NIT2SNVMissense_Mutationc.382G>Ap.Glu128Lysp.E128KQ9NQR4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
NIT2SNVMissense_Mutationnovelc.19N>Ap.Ala7Thrp.A7TQ9NQR4protein_codingdeleterious(0.03)probably_damaging(0.956)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NIT2SNVMissense_Mutationrs201591317c.578N>Ap.Arg193Glnp.R193QQ9NQR4protein_codingtolerated(0.1)probably_damaging(0.971)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NIT2SNVMissense_Mutationnovelc.749N>Cp.Lys250Thrp.K250TQ9NQR4protein_codingtolerated(0.68)benign(0.006)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NIT2SNVMissense_Mutationnovelc.290N>Ap.Cys97Tyrp.C97YQ9NQR4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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