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: NEB

Gene summary for NEB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEB

Gene ID

4703

Gene namenebulin
Gene AliasAMC6
Cytomap2q23.3
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

P20929


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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
4703NEBHCC1_MengHumanLiverHCC2.18e-198.18e-020.0246
4703NEBHCC1HumanLiverHCC3.11e-043.86e+000.5336
4703NEBHCC2HumanLiverHCC5.69e-122.46e+000.5341
4703NEBS027HumanLiverHCC5.88e-044.49e-010.2446
4703NEBS028HumanLiverHCC5.12e-114.92e-010.2503
4703NEBS029HumanLiverHCC6.27e-042.96e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:005114616SkinSCCISstriated muscle cell differentiation25/919283/187233.38e-033.01e-0225
GO:000701529SkincSCCactin filament organization156/4864442/187237.37e-061.02e-04156
GO:006053718ThyroidHTmuscle tissue development62/1272403/187231.10e-091.20e-0762
GO:001470610ThyroidHTstriated muscle tissue development55/1272384/187231.16e-076.59e-0655
GO:00426929ThyroidHTmuscle cell differentiation49/1272384/187231.52e-053.78e-0449
GO:00511469ThyroidHTstriated muscle cell differentiation39/1272283/187231.95e-054.58e-0439
GO:000701530ThyroidHTactin filament organization50/1272442/187232.71e-043.73e-0350
GO:00487385ThyroidHTcardiac muscle tissue development31/1272236/187233.19e-044.19e-0331
GO:00550015ThyroidHTmuscle cell development24/1272184/187231.59e-031.47e-0224
GO:00302391ThyroidHTmyofibril assembly11/127263/187233.19e-032.54e-0211
GO:00550063ThyroidHTcardiac cell development14/127291/187233.23e-032.55e-0214
GO:00550021ThyroidHTstriated muscle cell development11/127264/187233.62e-032.74e-0211
GO:003103225ThyroidHTactomyosin structure organization24/1272196/187233.67e-032.75e-0224
GO:00350514ThyroidHTcardiocyte differentiation20/1272156/187234.54e-033.23e-0220
GO:0055013ThyroidHTcardiac muscle cell development13/127285/187234.69e-033.28e-0213
GO:0007015112ThyroidPTCactin filament organization225/5968442/187233.76e-173.44e-15225
GO:0031032110ThyroidPTCactomyosin structure organization91/5968196/187231.35e-051.45e-0491
GO:006053719ThyroidPTCmuscle tissue development156/5968403/187231.98e-031.06e-02156
GO:001470617ThyroidPTCstriated muscle tissue development144/5968384/187231.05e-024.22e-02144
GO:0007015210ThyroidATCactin filament organization227/6293442/187235.96e-153.85e-13227
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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
NEBSNVMissense_Mutationnovelc.8357N>Ap.Arg2786Lysp.R2786Kprotein_codingtolerated(0.07)possibly_damaging(0.826)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NEBSNVMissense_Mutationnovelc.24651G>Cp.Gln8217Hisp.Q8217Hprotein_codingdeleterious(0.01)probably_damaging(0.917)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NEBSNVMissense_Mutationnovelc.16443T>Gp.Cys5481Trpp.C5481Wprotein_codingtolerated(0.06)probably_damaging(0.938)TCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NEBSNVMissense_Mutationrs778455036c.21581N>Ap.Thr7194Asnp.T7194Nprotein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NEBSNVMissense_Mutationnovelc.21077N>Ap.Arg7026Glnp.R7026Qprotein_codingtolerated(0.06)benign(0.154)TCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEBSNVMissense_Mutationnovelc.22572N>Cp.Lys7524Asnp.K7524Nprotein_codingtolerated(0.1)possibly_damaging(0.696)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NEBSNVMissense_Mutationc.11968N>Cp.Asp3990Hisp.D3990Hprotein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NEBSNVMissense_Mutationrs778455036c.21581N>Ap.Thr7194Asnp.T7194Nprotein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
NEBSNVMissense_Mutationnovelc.11092N>Tp.Ala3698Serp.A3698Sprotein_codingtolerated(0.06)possibly_damaging(0.655)TCGA-A2-A25C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
NEBSNVMissense_Mutationnovelc.10363N>Tp.Ala3455Serp.A3455Sprotein_codingtolerated(0.09)probably_damaging(0.99)TCGA-A2-A25C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
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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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