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: NDUFB3

Gene summary for NDUFB3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFB3

Gene ID

4709

Gene nameNADH:ubiquinone oxidoreductase subunit B3
Gene AliasB12
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

A0A024R413


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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
4709NDUFB3GSM4909281HumanBreastIDC8.38e-032.71e-010.21
4709NDUFB3GSM4909285HumanBreastIDC1.83e-245.60e-010.21
4709NDUFB3GSM4909287HumanBreastIDC6.84e-042.60e-010.2057
4709NDUFB3GSM4909289HumanBreastIDC7.16e-034.25e-010.1064
4709NDUFB3GSM4909290HumanBreastIDC3.00e-104.32e-010.2096
4709NDUFB3GSM4909294HumanBreastIDC2.14e-061.32e-010.2022
4709NDUFB3GSM4909296HumanBreastIDC1.46e-141.35e-010.1524
4709NDUFB3GSM4909297HumanBreastIDC1.00e-146.34e-020.1517
4709NDUFB3GSM4909301HumanBreastIDC1.02e-092.61e-010.1577
4709NDUFB3GSM4909306HumanBreastIDC3.78e-022.50e-010.1564
4709NDUFB3GSM4909311HumanBreastIDC1.59e-39-1.37e-010.1534
4709NDUFB3GSM4909312HumanBreastIDC1.41e-17-7.15e-020.1552
4709NDUFB3GSM4909316HumanBreastIDC1.69e-063.79e-010.21
4709NDUFB3GSM4909319HumanBreastIDC3.04e-36-1.96e-010.1563
4709NDUFB3GSM4909320HumanBreastIDC1.48e-03-1.12e-010.1575
4709NDUFB3GSM4909321HumanBreastIDC5.59e-18-1.02e-010.1559
4709NDUFB3brca2HumanBreastPrecancer1.76e-134.26e-01-0.024
4709NDUFB3M2HumanBreastIDC6.71e-063.67e-010.21
4709NDUFB3NCCBC11HumanBreastDCIS2.95e-043.33e-010.1232
4709NDUFB3NCCBC14HumanBreastDCIS1.00e-163.22e-010.2021
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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
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:0006119113ThyroidPTCoxidative phosphorylation96/5968141/187231.00e-181.15e-1696
GO:0015980111ThyroidPTCenergy derivation by oxidation of organic compounds176/5968318/187232.67e-182.90e-16176
GO:0042773111ThyroidPTCATP synthesis coupled electron transport69/596895/187233.82e-163.05e-1469
GO:0042775111ThyroidPTCmitochondrial ATP synthesis coupled electron transport69/596895/187233.82e-163.05e-1469
GO:0022904111ThyroidPTCrespiratory electron transport chain76/5968114/187232.34e-141.50e-1276
GO:0022900111ThyroidPTCelectron transport chain104/5968175/187234.68e-142.79e-12104
GO:0019646111ThyroidPTCaerobic electron transport chain62/596887/187235.10e-142.98e-1262
GO:0033108111ThyroidPTCmitochondrial respiratory chain complex assembly65/596893/187235.60e-143.21e-1265
GO:0006120111ThyroidPTCmitochondrial electron transport, NADH to ubiquinone40/596851/187231.02e-114.25e-1040
GO:0010257111ThyroidPTCNADH dehydrogenase complex assembly43/596857/187231.73e-116.81e-1043
GO:0032981111ThyroidPTCmitochondrial respiratory chain complex I assembly43/596857/187231.73e-116.81e-1043
GO:000906033ThyroidATCaerobic respiration126/6293189/187231.21e-202.02e-18126
GO:004603434ThyroidATCATP metabolic process167/6293277/187235.60e-208.64e-18167
GO:000609134ThyroidATCgeneration of precursor metabolites and energy256/6293490/187236.55e-187.69e-16256
GO:004533333ThyroidATCcellular respiration140/6293230/187231.76e-171.89e-15140
GO:000611933ThyroidATCoxidative phosphorylation96/6293141/187235.40e-174.88e-1596
GO:001598034ThyroidATCenergy derivation by oxidation of organic compounds177/6293318/187233.60e-162.92e-14177
GO:004277333ThyroidATCATP synthesis coupled electron transport69/629395/187237.86e-154.78e-1369
GO:004277533ThyroidATCmitochondrial ATP synthesis coupled electron transport69/629395/187237.86e-154.78e-1369
GO:002290034ThyroidATCelectron transport chain106/6293175/187232.20e-131.06e-11106
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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
NDUFB3SNVMissense_Mutationc.280G>Cp.Asp94Hisp.D94HO43676protein_codingtolerated(0.08)possibly_damaging(0.754)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NDUFB3SNVMissense_Mutationrs373095347c.140N>Ap.Arg47Hisp.R47HO43676protein_codingtolerated(0.05)probably_damaging(0.999)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
NDUFB3SNVMissense_Mutationc.31N>Tp.His11Tyrp.H11YO43676protein_codingtolerated(0.14)possibly_damaging(0.598)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
NDUFB3SNVMissense_Mutationrs764285844c.201N>Ap.Phe67Leup.F67LO43676protein_codingtolerated(1)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NDUFB3SNVMissense_Mutationrs764285844c.201N>Ap.Phe67Leup.F67LO43676protein_codingtolerated(1)benign(0)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
NDUFB3SNVMissense_Mutationnovelc.149N>Ap.Ala50Aspp.A50DO43676protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NDUFB3SNVMissense_Mutationnovelc.70N>Gp.Ile24Valp.I24VO43676protein_codingtolerated(0.84)benign(0.182)TCGA-CC-A9FV-01Liverliver hepatocellular carcinomaMale<65III/IVUnknownUnknownSD
NDUFB3SNVMissense_Mutationnovelc.54N>Gp.Asp18Glup.D18EO43676protein_codingdeleterious(0)probably_damaging(0.991)TCGA-CV-5435-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycarboplatinPD
NDUFB3SNVMissense_Mutationrs767171840c.137N>Ap.Gly46Aspp.G46DO43676protein_codingtolerated(0.07)possibly_damaging(0.697)TCGA-BR-8368-01Stomachstomach adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NDUFB3SNVMissense_Mutationrs373095347c.140N>Ap.Arg47Hisp.R47HO43676protein_codingtolerated(0.05)probably_damaging(0.999)TCGA-D7-A4YV-01Stomachstomach adenocarcinomaFemale>=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
4709NDUFB3ENZYMEinhibitorCHEMBL3545320ME-344
4709NDUFB3ENZYMEinhibitorCHEMBL3545135NV-128
4709NDUFB3ENZYMEinhibitorCHEMBL1703METFORMIN HYDROCHLORIDE
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