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: NCF1

Gene summary for NCF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCF1

Gene ID

653361

Gene nameneutrophil cytosolic factor 1
Gene AliasCGD1
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P14598


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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
653361NCF1LZE4THumanEsophagusESCC6.35e-031.21e-010.0811
653361NCF1LZE7THumanEsophagusESCC6.13e-073.01e-010.0667
653361NCF1LZE20THumanEsophagusESCC1.20e-053.32e-010.0662
653361NCF1LZE21D1HumanEsophagusHGIN4.41e-042.97e-010.0632
653361NCF1LZE22THumanEsophagusESCC1.40e-064.90e-010.068
653361NCF1LZE24THumanEsophagusESCC5.13e-031.21e-010.0596
653361NCF1LZE21THumanEsophagusESCC6.52e-032.54e-010.0655
653361NCF1P1T-EHumanEsophagusESCC3.50e-136.56e-010.0875
653361NCF1P4T-EHumanEsophagusESCC1.26e-163.87e-010.1323
653361NCF1P5T-EHumanEsophagusESCC1.35e-234.01e-010.1327
653361NCF1P8T-EHumanEsophagusESCC3.75e-031.08e-010.0889
653361NCF1P9T-EHumanEsophagusESCC2.41e-061.69e-010.1131
653361NCF1P12T-EHumanEsophagusESCC1.25e-264.60e-010.1122
653361NCF1P15T-EHumanEsophagusESCC3.26e-029.31e-020.1149
653361NCF1P21T-EHumanEsophagusESCC4.41e-071.63e-010.1617
653361NCF1P22T-EHumanEsophagusESCC1.88e-041.11e-010.1236
653361NCF1P23T-EHumanEsophagusESCC9.87e-031.03e-010.108
653361NCF1P27T-EHumanEsophagusESCC6.56e-152.72e-010.1055
653361NCF1P28T-EHumanEsophagusESCC3.89e-122.92e-010.1149
653361NCF1P31T-EHumanEsophagusESCC2.06e-082.00e-010.1251
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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
∗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:000609120EsophagusHGINgeneration of precursor metabolites and energy145/2587490/187233.41e-202.04e-17145
GO:002290020EsophagusHGINelectron transport chain66/2587175/187232.21e-154.73e-1366
GO:000697927EsophagusHGINresponse to oxidative stress107/2587446/187233.91e-092.76e-07107
GO:000660525EsophagusHGINprotein targeting78/2587314/187231.08e-075.47e-0678
GO:009015020EsophagusHGINestablishment of protein localization to membrane67/2587260/187231.96e-079.57e-0667
GO:006219727EsophagusHGINcellular response to chemical stress76/2587337/187238.00e-062.41e-0476
GO:003459926EsophagusHGINcellular response to oxidative stress65/2587288/187233.42e-058.66e-0465
GO:000030226EsophagusHGINresponse to reactive oxygen species52/2587222/187237.30e-051.66e-0352
GO:004668618EsophagusHGINresponse to cadmium ion20/258768/187236.35e-048.73e-0320
GO:003812717EsophagusHGINERBB signaling pathway29/2587121/187231.83e-031.97e-0229
GO:19011848EsophagusHGINregulation of ERBB signaling pathway20/258779/187234.56e-033.96e-0220
GO:00071762EsophagusHGINregulation of epidermal growth factor-activated receptor activity10/258730/187235.36e-034.40e-0210
GO:000717317EsophagusHGINepidermal growth factor receptor signaling pathway25/2587108/187235.87e-034.77e-0225
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0022900110EsophagusESCCelectron transport chain133/8552175/187232.18e-161.67e-14133
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502030EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa0520839EsophagusHGINChemical carcinogenesis - reactive oxygen species92/1383223/84652.41e-199.83e-187.80e-1892
hsa0541530EsophagusHGINDiabetic cardiomyopathy80/1383203/84651.35e-153.38e-142.69e-1480
hsa0541839EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
hsa0541739EsophagusHGINLipid and atherosclerosis51/1383215/84652.95e-032.41e-021.91e-0251
hsa05020113EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa05208115EsophagusHGINChemical carcinogenesis - reactive oxygen species92/1383223/84652.41e-199.83e-187.80e-1892
hsa05415114EsophagusHGINDiabetic cardiomyopathy80/1383203/84651.35e-153.38e-142.69e-1480
hsa05418115EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
hsa05417114EsophagusHGINLipid and atherosclerosis51/1383215/84652.95e-032.41e-021.91e-0251
hsa05208211EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa05020210EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa05415211EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa05417211EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0466620EsophagusESCCFc gamma R-mediated phagocytosis63/420597/84651.63e-034.89e-032.50e-0363
hsa05208310EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa0502038EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa05418310EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
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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
NCF1SNVMissense_Mutationnovelc.286N>Ap.Glu96Lysp.E96KP14598protein_codingdeleterious(0.01)benign(0.04)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCF1SNVMissense_Mutationrs367985113c.487N>Ap.Ala163Thrp.A163TP14598protein_codingdeleterious(0.01)benign(0.294)TCGA-E2-A1LL-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydocetaxelPD
NCF1SNVMissense_Mutationnovelc.176N>Tp.Pro59Leup.P59LP14598protein_codingdeleterious(0.03)possibly_damaging(0.904)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
NCF1SNVMissense_Mutationnovelc.230N>Gp.Ala77Glyp.A77GP14598protein_codingtolerated(0.42)benign(0.027)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCF1SNVMissense_Mutationc.556N>Ap.Val186Ilep.V186IP14598protein_codingtolerated(0.22)possibly_damaging(0.551)TCGA-A6-6654-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
NCF1SNVMissense_Mutationrs782730949c.484C>Tp.Arg162Cysp.R162CP14598protein_codingtolerated(0.09)possibly_damaging(0.602)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NCF1SNVMissense_Mutationc.107N>Tp.Ser36Leup.S36LP14598protein_codingdeleterious(0.02)possibly_damaging(0.893)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NCF1SNVMissense_Mutationc.1009C>Tp.Arg337Cysp.R337CP14598protein_codingdeleterious(0.01)possibly_damaging(0.571)TCGA-AF-A56K-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownPD
NCF1SNVMissense_Mutationnovelc.145G>Ap.Glu49Lysp.E49KP14598protein_codingtolerated(0.05)possibly_damaging(0.699)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NCF1SNVMissense_Mutationrs782730949c.484C>Tp.Arg162Cysp.R162CP14598protein_codingtolerated(0.09)possibly_damaging(0.602)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
653361NCF1ENZYMEHYDROGEN PEROXIDE15840036
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