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: NDUFB8

Gene summary for NDUFB8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFB8

Gene ID

4714

Gene nameNADH:ubiquinone oxidoreductase subunit B8
Gene AliasASHI
Cytomap10q24.31
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

O95169


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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
4714NDUFB8CA_HPV_1HumanCervixCC7.50e-20-2.22e-010.0264
4714NDUFB8CA_HPV_2HumanCervixCC7.42e-04-2.13e-010.0391
4714NDUFB8N_HPV_1HumanCervixN_HPV3.12e-04-1.83e-010.0079
4714NDUFB8CCI_1HumanCervixCC1.57e-15-8.33e-010.528
4714NDUFB8CCI_2HumanCervixCC2.38e-14-8.33e-010.5249
4714NDUFB8CCI_3HumanCervixCC2.96e-20-8.33e-010.516
4714NDUFB8CCII_1HumanCervixCC1.96e-27-8.33e-010.3249
4714NDUFB8sample3HumanCervixCC1.40e-02-1.92e-010.1387
4714NDUFB8H2HumanCervixHSIL_HPV1.42e-05-2.52e-010.0632
4714NDUFB8L1HumanCervixCC2.46e-11-2.20e-010.0802
4714NDUFB8T1HumanCervixCC2.94e-02-3.24e-010.0918
4714NDUFB8T3HumanCervixCC1.46e-05-1.82e-010.1389
4714NDUFB8HTA11_3410_2000001011HumanColorectumAD9.84e-061.39e-010.0155
4714NDUFB8HTA11_2487_2000001011HumanColorectumSER1.16e-133.79e-01-0.1808
4714NDUFB8HTA11_2951_2000001011HumanColorectumAD3.40e-022.22e-010.0216
4714NDUFB8HTA11_1938_2000001011HumanColorectumAD3.41e-164.89e-01-0.0811
4714NDUFB8HTA11_78_2000001011HumanColorectumAD2.48e-071.91e-01-0.1088
4714NDUFB8HTA11_347_2000001011HumanColorectumAD4.67e-295.29e-01-0.1954
4714NDUFB8HTA11_411_2000001011HumanColorectumSER4.42e-106.90e-01-0.2602
4714NDUFB8HTA11_2112_2000001011HumanColorectumSER3.88e-116.59e-01-0.2196
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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
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
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:004603410CervixCCATP metabolic process90/2311277/187237.90e-192.36e-1590
GO:000611910CervixCCoxidative phosphorylation55/2311141/187237.12e-161.42e-1255
GO:00090609CervixCCaerobic respiration60/2311189/187231.59e-126.36e-1060
GO:00427739CervixCCATP synthesis coupled electron transport38/231195/187238.45e-122.66e-0938
GO:00427759CervixCCmitochondrial ATP synthesis coupled electron transport38/231195/187238.45e-122.66e-0938
GO:00196469CervixCCaerobic electron transport chain36/231187/187239.15e-122.74e-0936
GO:00229049CervixCCrespiratory electron transport chain42/2311114/187231.67e-114.77e-0942
GO:00453339CervixCCcellular respiration66/2311230/187232.07e-115.39e-0966
GO:00229009CervixCCelectron transport chain53/2311175/187232.23e-103.43e-0853
GO:00060919CervixCCgeneration of precursor metabolites and energy105/2311490/187237.40e-096.61e-07105
GO:00159809CervixCCenergy derivation by oxidation of organic compounds74/2311318/187233.83e-082.53e-0674
GO:00061209CervixCCmitochondrial electron transport, NADH to ubiquinone22/231151/187234.01e-082.54e-0622
GO:00102579CervixCCNADH dehydrogenase complex assembly22/231157/187234.28e-071.67e-0522
GO:00329819CervixCCmitochondrial respiratory chain complex I assembly22/231157/187234.28e-071.67e-0522
GO:00331089CervixCCmitochondrial respiratory chain complex assembly26/231193/187233.97e-056.18e-0426
GO:004603415CervixHSIL_HPVATP metabolic process36/737277/187233.06e-107.02e-0836
GO:000611914CervixHSIL_HPVoxidative phosphorylation23/737141/187236.76e-098.80e-0723
GO:001964614CervixHSIL_HPVaerobic electron transport chain15/73787/187231.38e-066.26e-0515
GO:000906014CervixHSIL_HPVaerobic respiration23/737189/187231.59e-066.90e-0523
GO:004277314CervixHSIL_HPVATP synthesis coupled electron transport15/73795/187234.31e-061.70e-0415
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520820CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa0501220CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa0019018CervixCCOxidative phosphorylation64/1267134/84651.25e-198.07e-184.77e-1864
hsa0502018CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa0541520CervixCCDiabetic cardiomyopathy76/1267203/84651.40e-156.46e-143.82e-1476
hsa0501018CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0501618CervixCCHuntington disease94/1267306/84658.49e-133.06e-111.81e-1194
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0493218CervixCCNon-alcoholic fatty liver disease58/1267155/84653.58e-121.05e-106.23e-1158
hsa0471420CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa0501418CervixCCAmyotrophic lateral sclerosis103/1267364/84651.79e-114.47e-102.64e-10103
hsa0472318CervixCCRetrograde endocannabinoid signaling42/1267148/84651.79e-051.42e-048.40e-0542
hsa05208110CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa05012110CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa0019019CervixCCOxidative phosphorylation64/1267134/84651.25e-198.07e-184.77e-1864
hsa0502019CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa05415110CervixCCDiabetic cardiomyopathy76/1267203/84651.40e-156.46e-143.82e-1476
hsa0501019CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0501619CervixCCHuntington disease94/1267306/84658.49e-133.06e-111.81e-1194
hsa0502219CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
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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
NDUFB8SNVMissense_Mutationrs200080913c.347G>Ap.Arg116Hisp.R116HO95169protein_codingdeleterious(0)benign(0.391)TCGA-B6-A0I1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NDUFB8SNVMissense_Mutationnovelc.491N>Cp.Asn164Thrp.N164TO95169protein_codingdeleterious(0.03)benign(0.159)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NDUFB8SNVMissense_Mutationrs371166959c.169A>Cp.Met57Leup.M57LO95169protein_codingtolerated(0.64)benign(0.058)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NDUFB8insertionIn_Frame_Insnovelc.154_156dupGCCp.Ala52dupp.A52dupO95169protein_codingTCGA-CM-6677-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NDUFB8SNVMissense_Mutationrs150699698c.346N>Tp.Arg116Cysp.R116CO95169protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
NDUFB8SNVMissense_Mutationc.443N>Gp.Asp148Glyp.D148GO95169protein_codingdeleterious(0.05)benign(0.167)TCGA-BK-A0C9-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NDUFB8SNVMissense_Mutationrs775076125c.538C>Tp.Arg180Trpp.R180WO95169protein_codingdeleterious(0.01)benign(0.05)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NDUFB8SNVMissense_Mutationrs375681068c.241N>Tp.Arg81Cysp.R81CO95169protein_codingtolerated(0.09)benign(0.125)TCGA-D1-A101-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NDUFB8SNVMissense_Mutationnovelc.70N>Ap.Leu24Metp.L24MO95169protein_codingtolerated(0.09)possibly_damaging(0.849)TCGA-EO-A3AV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
NDUFB8SNVMissense_Mutationnovelc.374N>Ap.Ser125Tyrp.S125YO95169protein_codingtolerated(0.09)possibly_damaging(0.879)TCGA-EO-A3AY-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
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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
4714NDUFB8ENZYMEinhibitorCHEMBL3545320ME-344
4714NDUFB8ENZYMEinhibitorCHEMBL1703METFORMIN HYDROCHLORIDE
4714NDUFB8ENZYMEinhibitorCHEMBL3545135NV-128
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