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: NDUFAB1

Gene summary for NDUFAB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFAB1

Gene ID

4706

Gene nameNADH:ubiquinone oxidoreductase subunit AB1
Gene AliasACP
Cytomap16p12.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

O14561


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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
4706NDUFAB1GSM4909282HumanBreastIDC3.17e-174.94e-01-0.0288
4706NDUFAB1GSM4909285HumanBreastIDC1.06e-023.32e-010.21
4706NDUFAB1GSM4909290HumanBreastIDC1.47e-053.34e-010.2096
4706NDUFAB1GSM4909291HumanBreastIDC1.02e-022.29e-010.1753
4706NDUFAB1GSM4909293HumanBreastIDC4.66e-053.12e-010.1581
4706NDUFAB1GSM4909294HumanBreastIDC2.35e-082.88e-010.2022
4706NDUFAB1GSM4909296HumanBreastIDC6.52e-131.77e-010.1524
4706NDUFAB1GSM4909297HumanBreastIDC6.05e-11-1.08e-010.1517
4706NDUFAB1GSM4909298HumanBreastIDC2.92e-033.03e-010.1551
4706NDUFAB1GSM4909301HumanBreastIDC1.45e-032.27e-010.1577
4706NDUFAB1GSM4909304HumanBreastIDC7.12e-043.82e-010.1636
4706NDUFAB1GSM4909306HumanBreastIDC4.03e-296.71e-010.1564
4706NDUFAB1GSM4909307HumanBreastIDC1.63e-043.02e-010.1569
4706NDUFAB1GSM4909308HumanBreastIDC1.87e-154.27e-010.158
4706NDUFAB1GSM4909309HumanBreastIDC2.35e-035.61e-020.0483
4706NDUFAB1GSM4909311HumanBreastIDC5.04e-42-1.57e-010.1534
4706NDUFAB1GSM4909312HumanBreastIDC1.46e-112.08e-020.1552
4706NDUFAB1GSM4909316HumanBreastIDC3.55e-072.83e-010.21
4706NDUFAB1GSM4909318HumanBreastIDC6.18e-053.47e-010.2031
4706NDUFAB1GSM4909319HumanBreastIDC5.17e-49-1.40e-010.1563
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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:00460349BreastPrecancerATP metabolic process82/1080277/187231.94e-365.19e-3382
GO:00061199BreastPrecanceroxidative phosphorylation53/1080141/187231.15e-292.04e-2653
GO:00090608BreastPrecanceraerobic respiration58/1080189/187235.69e-277.62e-2458
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00453338BreastPrecancercellular respiration59/1080230/187235.97e-235.32e-2059
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00196468BreastPrecanceraerobic electron transport chain34/108087/187233.95e-202.64e-1734
GO:00427738BreastPrecancerATP synthesis coupled electron transport35/108095/187231.08e-195.76e-1735
GO:00427758BreastPrecancermitochondrial ATP synthesis coupled electron transport35/108095/187231.08e-195.76e-1735
GO:00229048BreastPrecancerrespiratory electron transport chain35/1080114/187238.51e-173.26e-1435
GO:00229008BreastPrecancerelectron transport chain42/1080175/187231.37e-154.59e-1342
GO:00061208BreastPrecancermitochondrial electron transport, NADH to ubiquinone19/108051/187232.05e-112.49e-0919
GO:00102578BreastPrecancerNADH dehydrogenase complex assembly19/108057/187231.93e-101.92e-0819
GO:00329818BreastPrecancermitochondrial respiratory chain complex I assembly19/108057/187231.93e-101.92e-0819
GO:00331088BreastPrecancermitochondrial respiratory chain complex assembly24/108093/187233.39e-103.16e-0824
GO:00463946BreastPrecancercarboxylic acid biosynthetic process32/1080314/187231.30e-031.38e-0232
GO:00723304BreastPrecancermonocarboxylic acid biosynthetic process24/1080214/187231.41e-031.48e-0224
GO:00160536BreastPrecancerorganic acid biosynthetic process32/1080316/187231.44e-031.50e-0232
GO:00066335BreastPrecancerfatty acid biosynthetic process19/1080163/187232.74e-032.42e-0219
GO:00516047BreastPrecancerprotein maturation28/1080294/187236.45e-034.50e-0228
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501471StomachCAGAmyotrophic lateral sclerosis46/368364/84653.68e-111.06e-098.52e-1046
hsa0501671StomachCAGHuntington disease41/368306/84657.51e-111.97e-091.58e-0941
hsa0502271StomachCAGPathways of neurodegeneration - multiple diseases46/368476/84652.08e-073.75e-063.01e-0646
hsa0471471StomachCAGThermogenesis29/368232/84652.41e-074.10e-063.28e-0629
hsa0501071StomachCAGAlzheimer disease38/368384/84651.45e-062.10e-051.68e-0538
hsa0472371StomachCAGRetrograde endocannabinoid signaling16/368148/84656.75e-045.74e-034.60e-0316
hsa05208101StomachSIMChemical carcinogenesis - reactive oxygen species48/465223/84658.30e-178.41e-156.75e-1548
hsa0501210StomachSIMParkinson disease52/465266/84653.04e-162.31e-141.86e-1452
hsa0493210StomachSIMNon-alcoholic fatty liver disease38/465155/84651.79e-151.09e-138.74e-1438
hsa0502010StomachSIMPrion disease50/465273/84651.83e-149.28e-137.45e-1350
hsa0019010StomachSIMOxidative phosphorylation32/465134/84657.12e-133.09e-112.49e-1132
hsa0501610StomachSIMHuntington disease50/465306/84651.79e-126.79e-115.45e-1150
hsa0541510StomachSIMDiabetic cardiomyopathy38/465203/84651.53e-114.64e-103.72e-1038
hsa0501410StomachSIMAmyotrophic lateral sclerosis53/465364/84653.68e-111.02e-098.16e-1053
hsa0471410StomachSIMThermogenesis36/465232/84651.13e-082.85e-072.29e-0736
hsa0502210StomachSIMPathways of neurodegeneration - multiple diseases55/465476/84658.30e-081.66e-061.34e-0655
hsa0501010StomachSIMAlzheimer disease47/465384/84651.42e-072.40e-061.93e-0647
hsa0472310StomachSIMRetrograde endocannabinoid signaling19/465148/84654.53e-044.05e-033.25e-0319
hsa05208111StomachSIMChemical carcinogenesis - reactive oxygen species48/465223/84658.30e-178.41e-156.75e-1548
hsa0501211StomachSIMParkinson disease52/465266/84653.04e-162.31e-141.86e-1452
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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
NDUFAB1SNVMissense_Mutationc.286G>Ap.Glu96Lysp.E96KO14561protein_codingtolerated(0.06)benign(0.1)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
NDUFAB1SNVMissense_Mutationnovelc.194N>Ap.Cys65Tyrp.C65YO14561protein_codingtolerated(0.15)benign(0.009)TCGA-AR-A0TS-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NDUFAB1SNVMissense_Mutationc.231G>Cp.Glu77Aspp.E77DO14561protein_codingtolerated(0.3)benign(0.005)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NDUFAB1SNVMissense_Mutationnovelc.461T>Cp.Val154Alap.V154AO14561protein_codingdeleterious(0.04)probably_damaging(0.987)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NDUFAB1SNVMissense_Mutationc.136G>Ap.Gly46Argp.G46RO14561protein_codingtolerated(0.26)benign(0.001)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NDUFAB1SNVMissense_Mutationrs776920868c.256N>Ap.Val86Ilep.V86IO14561protein_codingtolerated(0.08)possibly_damaging(0.647)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NDUFAB1SNVMissense_Mutationrs75847980c.301N>Gp.Asn101Aspp.N101DO14561protein_codingtolerated(0.38)benign(0.001)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
NDUFAB1SNVMissense_Mutationnovelc.218N>Ap.Pro73Hisp.P73HO14561protein_codingdeleterious(0)benign(0.336)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
NDUFAB1SNVMissense_Mutationnovelc.212T>Cp.Met71Thrp.M71TO14561protein_codingtolerated(0.48)benign(0)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NDUFAB1SNVMissense_Mutationc.322N>Ap.Leu108Metp.L108MO14561protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid 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
4706NDUFAB1NAinhibitorCHEMBL3545320ME-344
4706NDUFAB1NAinhibitorCHEMBL1703METFORMIN HYDROCHLORIDE
4706NDUFAB1NAinhibitorCHEMBL3545135NV-128
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