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: NEBL

Gene summary for NEBL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEBL

Gene ID

10529

Gene namenebulette
Gene AliasC10orf113
Cytomap10p12.31
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

O76041


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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
10529NEBLHTA12-29-1HumanPancreasPDAC1.35e-841.47e+000.3722
10529NEBLHTA12-32-1HumanPancreasPDAC8.94e-031.07e+000.3624
10529NEBLHTA12-9-1HumanPancreasPDAC1.08e-035.46e-010.1532
10529NEBLGSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH2.52e-053.08e-01-0.1833
10529NEBL047563_1562-all-cellsHumanProstateBPH5.22e-114.05e-010.0791
10529NEBL048752_1579-all-cellsHumanProstateBPH3.07e-246.32e-010.1008
10529NEBL052095_1628-all-cellsHumanProstateBPH1.33e-114.59e-010.1032
10529NEBL052097_1595-all-cellsHumanProstateBPH5.90e-307.74e-010.0972
10529NEBL052099_1652-all-cellsHumanProstateBPH2.27e-165.77e-010.1038
10529NEBLDong_P1HumanProstateTumor1.08e-121.05e-010.035
10529NEBLDong_P5HumanProstateTumor1.69e-281.97e-010.053
10529NEBLGSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor4.74e-034.19e-010.1633
10529NEBLGSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor1.06e-033.94e-010.1608
10529NEBLGSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor1.55e-024.63e-010.1604
10529NEBLP1_S1_AKHumanSkinAK1.99e-165.14e-01-0.3399
10529NEBLP2_S3_AKHumanSkinAK2.19e-245.95e-01-0.3287
10529NEBLP2_S4_SCCISHumanSkinSCCIS1.16e-053.55e-01-0.3043
10529NEBLP3_S6_AKHumanSkinAK9.44e-297.79e-01-0.3256
10529NEBLP4_S8_cSCCHumanSkincSCC4.97e-174.95e-01-0.3095
10529NEBLP5_S10_cSCCHumanSkincSCC6.48e-031.77e-01-0.299
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:00605375CervixCCmuscle tissue development76/2311403/187239.76e-051.27e-0376
GO:00310329CervixCCactomyosin structure organization43/2311196/187231.11e-041.40e-0343
GO:00147064CervixCCstriated muscle tissue development72/2311384/187231.76e-042.07e-0372
GO:00426924CervixCCmuscle cell differentiation69/2311384/187238.12e-047.09e-0369
GO:00511464CervixCCstriated muscle cell differentiation50/2311283/187235.53e-033.19e-0250
GO:000701525CervixN_HPVactin filament organization29/534442/187233.00e-058.02e-0429
GO:006053722CervixN_HPVmuscle tissue development21/534403/187236.10e-034.21e-0221
GO:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:0031032ColorectumADactomyosin structure organization65/3918196/187234.17e-057.37e-0465
GO:00070151ColorectumSERactin filament organization134/2897442/187231.39e-155.70e-13134
GO:00310321ColorectumSERactomyosin structure organization45/2897196/187233.60e-033.03e-0245
GO:00070152ColorectumMSSactin filament organization146/3467442/187231.16e-132.67e-11146
GO:00310322ColorectumMSSactomyosin structure organization53/3467196/187232.04e-031.75e-0253
GO:00070153ColorectumMSI-Hactin filament organization50/1319442/187236.19e-041.21e-0250
GO:00070154ColorectumFAPactin filament organization125/2622442/187231.97e-153.03e-12125
GO:00310323ColorectumFAPactomyosin structure organization51/2622196/187235.89e-061.88e-0451
GO:0055006ColorectumFAPcardiac cell development22/262291/187236.44e-034.01e-0222
GO:00070155ColorectumCRCactin filament organization104/2078442/187234.75e-147.12e-11104
GO:00310324ColorectumCRCactomyosin structure organization45/2078196/187231.49e-068.14e-0545
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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
NEBLSNVMissense_Mutationc.842C>Tp.Ser281Leup.S281LO76041protein_codingdeleterious(0.01)benign(0.143)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEBLSNVMissense_Mutationc.54N>Gp.Ile18Metp.I18MO76041protein_codingtolerated_low_confidence(0.12)benign(0.066)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NEBLSNVMissense_Mutationc.584N>Ap.Ala195Glup.A195EO76041protein_codingdeleterious(0)possibly_damaging(0.806)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEBLSNVMissense_Mutationc.1138G>Cp.Glu380Glnp.E380QO76041protein_codingdeleterious(0)probably_damaging(0.972)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NEBLSNVMissense_Mutationc.40G>Ap.Glu14Lysp.E14KO76041protein_codingtolerated_low_confidence(0.12)possibly_damaging(0.893)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
NEBLSNVMissense_Mutationnovelc.316N>Gp.Pro106Alap.P106AO76041protein_codingtolerated(0.08)possibly_damaging(0.517)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
NEBLinsertionFrame_Shift_Insnovelc.2182_2183insTGAATCGTTGTTTAAATGAATATAATTTTAACCTAAGp.Thr728MetfsTer19p.T728Mfs*19O76041protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEBLSNVMissense_Mutationnovelc.1131N>Tp.Glu377Aspp.E377DO76041protein_codingdeleterious(0)benign(0.088)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
NEBLSNVMissense_Mutationc.272N>Cp.Gly91Alap.G91AO76041protein_codingtolerated(0.33)benign(0.009)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NEBLSNVMissense_Mutationc.1115A>Gp.Glu372Glyp.E372GO76041protein_codingtolerated(0.26)possibly_damaging(0.626)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
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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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