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: NSG1

Gene summary for NSG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSG1

Gene ID

27065

Gene nameneuronal vesicle trafficking associated 1
Gene AliasD4S234
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0001881

UniProtAcc

B2R5R8


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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
27065NSG1LZE7THumanEsophagusESCC4.20e-035.02e-010.0667
27065NSG1LZE8THumanEsophagusESCC2.59e-06-5.27e-020.067
27065NSG1LZE24THumanEsophagusESCC4.76e-085.96e-010.0596
27065NSG1P2T-EHumanEsophagusESCC7.08e-134.53e-010.1177
27065NSG1P4T-EHumanEsophagusESCC8.65e-289.29e-010.1323
27065NSG1P5T-EHumanEsophagusESCC2.19e-06-1.20e-010.1327
27065NSG1P9T-EHumanEsophagusESCC4.24e-03-1.31e-010.1131
27065NSG1P10T-EHumanEsophagusESCC5.26e-143.59e-010.116
27065NSG1P12T-EHumanEsophagusESCC1.98e-064.62e-010.1122
27065NSG1P16T-EHumanEsophagusESCC3.04e-121.70e-010.1153
27065NSG1P20T-EHumanEsophagusESCC2.00e-132.61e-010.1124
27065NSG1P22T-EHumanEsophagusESCC1.05e-112.34e-010.1236
27065NSG1P26T-EHumanEsophagusESCC1.39e-122.55e-010.1276
27065NSG1P27T-EHumanEsophagusESCC2.57e-225.80e-010.1055
27065NSG1P30T-EHumanEsophagusESCC1.36e-103.30e-010.137
27065NSG1P31T-EHumanEsophagusESCC3.10e-296.49e-010.1251
27065NSG1P32T-EHumanEsophagusESCC2.05e-186.18e-010.1666
27065NSG1P37T-EHumanEsophagusESCC3.76e-077.80e-020.1371
27065NSG1P39T-EHumanEsophagusESCC1.37e-051.19e-010.0894
27065NSG1P42T-EHumanEsophagusESCC1.45e-042.60e-010.1175
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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
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
∗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:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
GO:004311218EsophagusESCCreceptor metabolic process104/8552166/187237.44e-067.37e-05104
GO:006195114EsophagusESCCestablishment of protein localization to plasma membrane44/855260/187231.25e-051.15e-0444
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:00019192EsophagusESCCregulation of receptor recycling19/855223/187233.12e-041.85e-0319
GO:00018813EsophagusESCCreceptor recycling25/855233/187234.30e-042.43e-0325
GO:00019211EsophagusESCCpositive regulation of receptor recycling12/855214/187232.51e-031.08e-0212
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
GO:007265918Oral cavityOSCCprotein localization to plasma membrane169/7305284/187231.69e-127.21e-11169
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:00315034Oral cavityOSCCprotein-containing complex localization123/7305220/187232.54e-074.00e-06123
GO:00988769Oral cavityOSCCvesicle-mediated transport to the plasma membrane79/7305136/187234.93e-065.58e-0579
GO:00619518Oral cavityOSCCestablishment of protein localization to plasma membrane39/730560/187234.07e-053.53e-0439
GO:004311210Oral cavityOSCCreceptor metabolic process88/7305166/187231.68e-041.15e-0388
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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
NSG1SNVMissense_Mutationc.251C>Gp.Ser84Cysp.S84CP42857protein_codingdeleterious(0.02)possibly_damaging(0.663)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NSG1SNVMissense_Mutationrs368098188c.349N>Ap.Val117Ilep.V117IP42857protein_codingtolerated(0.25)benign(0.228)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NSG1SNVMissense_Mutationnovelc.128N>Cp.Lys43Thrp.K43TP42857protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NSG1SNVMissense_Mutationrs766912597c.167N>Ap.Arg56Hisp.R56HP42857protein_codingtolerated(0.07)benign(0.007)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
NSG1insertionFrame_Shift_Insnovelc.381_385dupCTTGGp.Glu129AlafsTer21p.E129Afs*21P42857protein_codingTCGA-G5-6641-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
NSG1SNVMissense_Mutationnovelc.254T>Cp.Val85Alap.V85AP42857protein_codingtolerated(0.06)possibly_damaging(0.634)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NSG1SNVMissense_Mutationc.387G>Tp.Glu129Aspp.E129DP42857protein_codingtolerated(0.21)benign(0.007)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NSG1SNVMissense_Mutationrs199877139c.268N>Ap.Ala90Thrp.A90TP42857protein_codingtolerated(0.48)probably_damaging(0.994)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NSG1SNVMissense_Mutationnovelc.67N>Ap.Asp23Asnp.D23NP42857protein_codingtolerated(0.05)possibly_damaging(0.811)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NSG1SNVMissense_Mutationnovelc.253G>Ap.Val85Metp.V85MP42857protein_codingtolerated(0.12)possibly_damaging(0.866)TCGA-AJ-A3OL-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
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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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