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: NBAS

Gene summary for NBAS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NBAS

Gene ID

51594

Gene nameNBAS subunit of NRZ tethering complex
Gene AliasILFS2
Cytomap2p24.3
Gene Typeprotein-coding
GO ID

GO:0000184

UniProtAcc

A2RRP1


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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
51594NBASCCI_2HumanCervixCC4.52e-024.95e-010.5249
51594NBASCCI_3HumanCervixCC4.33e-076.08e-010.516
51594NBASHTA11_3410_2000001011HumanColorectumAD6.61e-11-3.48e-010.0155
51594NBASHTA11_866_2000001011HumanColorectumAD6.98e-04-2.37e-01-0.1001
51594NBASHTA11_8622_2000001021HumanColorectumSER3.17e-03-3.23e-010.0528
51594NBASHTA11_10711_2000001011HumanColorectumAD1.37e-03-3.27e-010.0338
51594NBASHTA11_7696_3000711011HumanColorectumAD8.51e-03-3.11e-010.0674
51594NBASHTA11_99999970781_79442HumanColorectumMSS1.12e-02-2.61e-010.294
51594NBASHTA11_99999974143_84620HumanColorectumMSS4.27e-04-3.30e-010.3005
51594NBASA001-C-207HumanColorectumFAP5.76e-07-2.17e-010.1278
51594NBASA015-C-203HumanColorectumFAP2.79e-30-3.72e-01-0.1294
51594NBASA015-C-204HumanColorectumFAP5.83e-11-4.14e-01-0.0228
51594NBASA014-C-040HumanColorectumFAP2.28e-04-2.12e-01-0.1184
51594NBASA002-C-201HumanColorectumFAP9.17e-21-3.28e-010.0324
51594NBASA002-C-203HumanColorectumFAP4.24e-02-1.44e-010.2786
51594NBASA001-C-119HumanColorectumFAP6.07e-12-5.04e-01-0.1557
51594NBASA001-C-108HumanColorectumFAP4.25e-18-2.62e-01-0.0272
51594NBASA002-C-205HumanColorectumFAP3.10e-29-3.82e-01-0.1236
51594NBASA001-C-104HumanColorectumFAP6.92e-07-2.56e-010.0184
51594NBASA015-C-005HumanColorectumFAP5.11e-07-2.16e-01-0.0336
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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
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.

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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:004670017EsophagusHGINheterocycle catabolic process103/2587445/187235.44e-082.99e-06103
GO:004427018EsophagusHGINcellular nitrogen compound catabolic process103/2587451/187231.10e-075.56e-06103
GO:001943917EsophagusHGINaromatic compound catabolic process105/2587467/187231.89e-079.31e-06105
GO:190136117EsophagusHGINorganic cyclic compound catabolic process106/2587495/187231.94e-067.13e-05106
GO:190331226EsophagusHGINnegative regulation of mRNA metabolic process29/258792/187231.01e-052.92e-0429
GO:006101318EsophagusHGINregulation of mRNA catabolic process43/2587166/187232.48e-056.53e-0443
GO:000689016EsophagusHGINretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum19/258752/187233.44e-058.67e-0419
GO:00001846EsophagusHGINnuclear-transcribed mRNA catabolic process, nonsense-mediated decay15/258737/187235.66e-051.33e-0315
GO:190236915EsophagusHGINnegative regulation of RNA catabolic process21/258775/187239.58e-041.21e-0221
GO:190237314EsophagusHGINnegative regulation of mRNA catabolic process17/258763/187234.29e-033.82e-0217
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:000095618EsophagusESCCnuclear-transcribed mRNA catabolic process88/8552112/187239.41e-134.14e-1188
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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
NBASSNVMissense_Mutationc.6169N>Tp.Gly2057Trpp.G2057WA2RRP1protein_codingdeleterious(0.05)possibly_damaging(0.598)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NBASSNVMissense_Mutationrs758776096c.6114G>Cp.Gln2038Hisp.Q2038HA2RRP1protein_codingtolerated(0.24)benign(0)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NBASSNVMissense_Mutationrs773223545c.5830N>Ap.Ala1944Thrp.A1944TA2RRP1protein_codingtolerated(0.29)benign(0.001)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
NBASSNVMissense_Mutationnovelc.3172N>Ap.Pro1058Thrp.P1058TA2RRP1protein_codingtolerated(0.37)possibly_damaging(0.899)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
NBASSNVMissense_Mutationnovelc.6051N>Ap.Met2017Ilep.M2017IA2RRP1protein_codingtolerated(0.08)benign(0.035)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NBASSNVMissense_Mutationc.6094N>Ap.Ser2032Thrp.S2032TA2RRP1protein_codingtolerated(0.19)benign(0.019)TCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NBASSNVMissense_Mutationc.4618G>Ap.Asp1540Asnp.D1540NA2RRP1protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NBASSNVMissense_Mutationc.1391N>Tp.Gly464Valp.G464VA2RRP1protein_codingtolerated(0.12)benign(0.36)TCGA-AR-A24W-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
NBASSNVMissense_Mutationc.1018G>Ap.Gly340Argp.G340RA2RRP1protein_codingdeleterious(0)probably_damaging(0.988)TCGA-C8-A12V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NBASSNVMissense_Mutationc.4990N>Ap.Asp1664Asnp.D1664NA2RRP1protein_codingtolerated(0.45)benign(0.003)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
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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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