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:000611917ProstateBPHoxidative phosphorylation77/3107141/187235.53e-251.14e-2177
GO:000906016ProstateBPHaerobic respiration86/3107189/187239.81e-211.01e-1786
GO:004277316ProstateBPHATP synthesis coupled electron transport55/310795/187237.64e-205.25e-1755
GO:004277516ProstateBPHmitochondrial ATP synthesis coupled electron transport55/310795/187237.64e-205.25e-1755
GO:001964616ProstateBPHaerobic electron transport chain52/310787/187231.06e-195.98e-1752
GO:000609116ProstateBPHgeneration of precursor metabolites and energy161/3107490/187233.05e-191.45e-16161
GO:002290416ProstateBPHrespiratory electron transport chain59/3107114/187235.71e-181.68e-1559
GO:001598016ProstateBPHenergy derivation by oxidation of organic compounds115/3107318/187231.55e-174.36e-15115
GO:004533316ProstateBPHcellular respiration92/3107230/187231.67e-174.49e-1592
GO:002290016ProstateBPHelectron transport chain75/3107175/187231.80e-163.85e-1475
GO:000612016ProstateBPHmitochondrial electron transport, NADH to ubiquinone33/310751/187231.93e-142.34e-1233
GO:003310816ProstateBPHmitochondrial respiratory chain complex assembly45/310793/187231.08e-129.32e-1145
GO:001025716ProstateBPHNADH dehydrogenase complex assembly31/310757/187237.85e-114.81e-0931
GO:003298116ProstateBPHmitochondrial respiratory chain complex I assembly31/310757/187237.85e-114.81e-0931
GO:00516049ProstateBPHprotein maturation80/3107294/187232.64e-064.23e-0580
GO:00182055ProstateBPHpeptidyl-lysine modification96/3107376/187235.70e-068.39e-0596
GO:004603419ProstateTumorATP metabolic process122/3246277/187231.71e-255.33e-22122
GO:000611918ProstateTumoroxidative phosphorylation77/3246141/187239.55e-241.98e-2077
GO:000906017ProstateTumoraerobic respiration87/3246189/187234.34e-203.37e-1787
GO:000609117ProstateTumorgeneration of precursor metabolites and energy166/3246490/187232.38e-191.23e-16166
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0019016BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520818BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0471418BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0541518BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0493216BreastPrecancerNon-alcoholic fatty liver disease48/684155/84656.16e-171.50e-151.15e-1548
hsa0472316BreastPrecancerRetrograde endocannabinoid signaling25/684148/84653.05e-042.47e-031.89e-0325
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0019017BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520819BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
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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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