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: NDUFB2

Gene summary for NDUFB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFB2

Gene ID

4708

Gene nameNADH:ubiquinone oxidoreductase subunit B2
Gene AliasAGGG
Cytomap7q34
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

A4D1T5


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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
4708NDUFB2GSM4909281HumanBreastIDC1.78e-033.57e-010.21
4708NDUFB2GSM4909285HumanBreastIDC1.06e-022.48e-010.21
4708NDUFB2GSM4909286HumanBreastIDC9.73e-072.28e-010.1081
4708NDUFB2GSM4909288HumanBreastIDC1.56e-084.04e-010.0988
4708NDUFB2GSM4909290HumanBreastIDC1.80e-053.19e-010.2096
4708NDUFB2GSM4909291HumanBreastIDC1.36e-124.51e-010.1753
4708NDUFB2GSM4909293HumanBreastIDC2.26e-114.67e-010.1581
4708NDUFB2GSM4909294HumanBreastIDC1.12e-597.40e-010.2022
4708NDUFB2GSM4909296HumanBreastIDC1.57e-173.18e-010.1524
4708NDUFB2GSM4909297HumanBreastIDC1.10e-19-1.28e-010.1517
4708NDUFB2GSM4909298HumanBreastIDC1.81e-021.88e-010.1551
4708NDUFB2GSM4909301HumanBreastIDC3.33e-396.88e-010.1577
4708NDUFB2GSM4909302HumanBreastIDC1.75e-042.13e-010.1545
4708NDUFB2GSM4909304HumanBreastIDC2.50e-063.83e-010.1636
4708NDUFB2GSM4909306HumanBreastIDC3.52e-134.65e-010.1564
4708NDUFB2GSM4909307HumanBreastIDC4.27e-084.05e-010.1569
4708NDUFB2GSM4909308HumanBreastIDC4.59e-335.71e-010.158
4708NDUFB2GSM4909311HumanBreastIDC2.99e-43-1.43e-010.1534
4708NDUFB2GSM4909312HumanBreastIDC3.58e-061.97e-020.1552
4708NDUFB2GSM4909315HumanBreastIDC2.79e-851.06e+000.21
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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:004533311StomachCAG with IMcellular respiration54/1050230/187239.39e-208.34e-1754
GO:001598011StomachCAG with IMenergy derivation by oxidation of organic compounds64/1050318/187231.96e-191.49e-1664
GO:002290011StomachCAG with IMelectron transport chain41/1050175/187232.81e-151.87e-1241
GO:001964611StomachCAG with IMaerobic electron transport chain28/105087/187231.34e-147.93e-1228
GO:002290411StomachCAG with IMrespiratory electron transport chain31/1050114/187239.31e-144.14e-1131
GO:004277311StomachCAG with IMATP synthesis coupled electron transport28/105095/187231.62e-136.16e-1128
GO:004277511StomachCAG with IMmitochondrial ATP synthesis coupled electron transport28/105095/187231.62e-136.16e-1128
GO:000612011StomachCAG with IMmitochondrial electron transport, NADH to ubiquinone17/105051/187231.14e-091.48e-0717
GO:003310811StomachCAG with IMmitochondrial respiratory chain complex assembly22/105093/187236.37e-096.07e-0722
GO:001025711StomachCAG with IMNADH dehydrogenase complex assembly17/105057/187237.82e-097.19e-0717
GO:003298111StomachCAG with IMmitochondrial respiratory chain complex I assembly17/105057/187237.82e-097.19e-0717
GO:004603421StomachCSGATP metabolic process70/1034277/187239.81e-282.60e-2470
GO:000611921StomachCSGoxidative phosphorylation46/1034141/187231.12e-231.97e-2046
GO:000906021StomachCSGaerobic respiration49/1034189/187232.82e-203.12e-1749
GO:000609121StomachCSGgeneration of precursor metabolites and energy83/1034490/187232.95e-203.12e-1783
GO:004533321StomachCSGcellular respiration54/1034230/187234.69e-204.13e-1754
GO:001598021StomachCSGenergy derivation by oxidation of organic compounds63/1034318/187234.03e-193.05e-1663
GO:002290021StomachCSGelectron transport chain41/1034175/187231.66e-151.10e-1241
GO:001964621StomachCSGaerobic electron transport chain28/103487/187239.12e-155.36e-1228
GO:002290421StomachCSGrespiratory electron transport chain31/1034114/187236.18e-142.72e-1131
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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
NDUFB2SNVMissense_Mutationnovelc.130N>Cp.Tyr44Hisp.Y44HO95178protein_codingdeleterious(0.03)benign(0.28)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NDUFB2SNVMissense_Mutationrs779245244c.215G>Ap.Arg72Hisp.R72HO95178protein_codingtolerated(1)benign(0.014)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NDUFB2SNVMissense_Mutationc.121N>Cp.Glu41Glnp.E41QO95178protein_codingtolerated(0.14)benign(0.007)TCGA-35-4122-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
NDUFB2SNVMissense_Mutationnovelc.143N>Tp.Pro48Leup.P48LO95178protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CV-7568-01Oral cavityhead & neck squamous cell carcinomaFemale<65I/IIUnknownUnknownSD
NDUFB2SNVMissense_Mutationnovelc.271C>Gp.Gln91Glup.Q91EO95178protein_codingtolerated(0.3)benign(0.019)TCGA-UF-A718-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownSD
NDUFB2insertionFrame_Shift_Insnovelc.138_139insAAGTTCACAAp.Phe47LysfsTer33p.F47Kfs*33O95178protein_codingTCGA-H7-8502-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapyunknownSD
NDUFB2SNVMissense_Mutationc.199N>Cp.Phe67Leup.F67LO95178protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BR-6852-01Stomachstomach 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
4708NDUFB2ENZYMEinhibitorCHEMBL3545135NV-128
4708NDUFB2ENZYMEinhibitorCHEMBL3545320ME-344
4708NDUFB2ENZYMEinhibitorCHEMBL1703METFORMIN HYDROCHLORIDE
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