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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: NSF

Gene summary for NSF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NSF

Gene ID

4905

Gene nameN-ethylmaleimide sensitive factor, vesicle fusing ATPase
Gene AliasDEE96
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0001881

UniProtAcc

P46459


Top

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
4905NSFCCI_1HumanCervixCC3.87e-025.67e-010.528
4905NSFCCI_2HumanCervixCC7.92e-036.12e-010.5249
4905NSFCCI_3HumanCervixCC4.32e-251.34e+000.516
4905NSFHTA11_3410_2000001011HumanColorectumAD4.90e-15-5.16e-010.0155
4905NSFHTA11_696_2000001011HumanColorectumAD2.93e-03-2.79e-01-0.1464
4905NSFHTA11_2992_2000001011HumanColorectumSER7.52e-04-5.06e-01-0.1706
4905NSFHTA11_866_3004761011HumanColorectumAD2.03e-02-3.30e-010.096
4905NSFHTA11_10711_2000001011HumanColorectumAD1.04e-05-4.66e-010.0338
4905NSFHTA11_7696_3000711011HumanColorectumAD4.03e-03-3.10e-010.0674
4905NSFHTA11_6818_2000001021HumanColorectumAD7.23e-04-5.07e-010.0588
4905NSFHTA11_99999974143_84620HumanColorectumMSS1.61e-18-4.94e-010.3005
4905NSFA002-C-010HumanColorectumFAP2.66e-02-1.69e-010.242
4905NSFA001-C-207HumanColorectumFAP1.60e-06-3.83e-010.1278
4905NSFA015-C-203HumanColorectumFAP2.41e-30-4.75e-01-0.1294
4905NSFA015-C-204HumanColorectumFAP3.02e-05-2.30e-01-0.0228
4905NSFA014-C-040HumanColorectumFAP8.72e-08-5.77e-01-0.1184
4905NSFA002-C-201HumanColorectumFAP2.48e-23-5.76e-010.0324
4905NSFA002-C-203HumanColorectumFAP1.07e-08-3.52e-010.2786
4905NSFA001-C-119HumanColorectumFAP3.36e-13-5.77e-01-0.1557
4905NSFA001-C-108HumanColorectumFAP1.17e-24-5.03e-01-0.0272
Page: 1 2 3 4 5 6 7 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00988764ColorectumCRCvesicle-mediated transport to the plasma membrane36/2078136/187234.65e-073.40e-0536
GO:00068933ColorectumCRCGolgi to plasma membrane transport20/207860/187233.80e-061.61e-0420
GO:00481935ColorectumCRCGolgi vesicle transport59/2078296/187235.47e-062.17e-0459
GO:00329845ColorectumCRCprotein-containing complex disassembly46/2078224/187232.61e-057.18e-0446
GO:00457325ColorectumCRCpositive regulation of protein catabolic process47/2078231/187232.75e-057.49e-0447
GO:00901505ColorectumCRCestablishment of protein localization to membrane51/2078260/187233.59e-059.05e-0451
GO:00430014ColorectumCRCGolgi to plasma membrane protein transport14/207840/187235.81e-051.31e-0314
GO:00431123ColorectumCRCreceptor metabolic process36/2078166/187235.86e-051.31e-0336
GO:00224115ColorectumCRCcellular component disassembly75/2078443/187231.26e-042.42e-0375
GO:00224064ColorectumCRCmembrane docking20/207886/187239.78e-041.17e-0220
GO:01400564ColorectumCRCorganelle localization by membrane tethering17/207877/187234.05e-033.35e-0217
GO:00171573ColorectumCRCregulation of exocytosis35/2078202/187235.03e-033.86e-0235
GO:00068872ColorectumCRCexocytosis55/2078352/187235.62e-034.24e-0255
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04962ColorectumADVasopressin-regulated water reabsorption19/209244/84655.48e-032.48e-021.58e-0219
hsa049621ColorectumADVasopressin-regulated water reabsorption19/209244/84655.48e-032.48e-021.58e-0219
hsa049622ColorectumMSSVasopressin-regulated water reabsorption17/187544/84659.76e-033.55e-022.18e-0217
hsa049623ColorectumMSSVasopressin-regulated water reabsorption17/187544/84659.76e-033.55e-022.18e-0217
hsa0496223EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa0496233EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa049624LiverHCCVasopressin-regulated water reabsorption30/402044/84654.41e-031.32e-027.34e-0330
hsa0496211LiverHCCVasopressin-regulated water reabsorption30/402044/84654.41e-031.32e-027.34e-0330
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
NSFSNVMissense_Mutationc.1732G>Ap.Glu578Lysp.E578KP46459protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NSFSNVMissense_Mutationc.1558G>Ap.Asp520Asnp.D520NP46459protein_codingtolerated(0.05)possibly_damaging(0.633)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NSFSNVMissense_Mutationnovelc.1498G>Ap.Ala500Thrp.A500TP46459protein_codingtolerated(0.22)benign(0)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
NSFSNVMissense_Mutationnovelc.1917G>Tp.Lys639Asnp.K639NP46459protein_codingdeleterious(0)probably_damaging(0.942)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
NSFSNVMissense_Mutationc.1934C>Tp.Thr645Ilep.T645IP46459protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NSFSNVMissense_Mutationc.1598G>Ap.Arg533Hisp.R533HP46459protein_codingtolerated(0.08)benign(0.003)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NSFSNVMissense_Mutationnovelc.953C>Ap.Ala318Aspp.A318DP46459protein_codingtolerated(1)benign(0.048)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
NSFSNVMissense_Mutationrs747396788c.1031N>Tp.Thr344Metp.T344MP46459protein_codingdeleterious(0)probably_damaging(0.989)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NSFSNVMissense_Mutationc.1448N>Ap.Ser483Tyrp.S483YP46459protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NSFSNVMissense_Mutationnovelc.1766N>Gp.Phe589Cysp.F589CP46459protein_codingdeleterious(0)probably_damaging(1)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 

Top

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
Page: 1