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: NDUFB5

Gene summary for NDUFB5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFB5

Gene ID

4711

Gene nameNADH:ubiquinone oxidoreductase subunit B5
Gene AliasCISGDH
Cytomap3q26.33
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

O43674


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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
4711NDUFB5GSM4909281HumanBreastIDC9.51e-165.63e-010.21
4711NDUFB5GSM4909282HumanBreastIDC7.14e-063.94e-01-0.0288
4711NDUFB5GSM4909285HumanBreastIDC1.91e-609.66e-010.21
4711NDUFB5GSM4909293HumanBreastIDC4.10e-033.18e-010.1581
4711NDUFB5GSM4909294HumanBreastIDC4.74e-02-5.54e-020.2022
4711NDUFB5GSM4909296HumanBreastIDC2.44e-07-8.42e-020.1524
4711NDUFB5GSM4909297HumanBreastIDC8.94e-12-8.44e-020.1517
4711NDUFB5GSM4909301HumanBreastIDC1.96e-09-2.46e-010.1577
4711NDUFB5GSM4909308HumanBreastIDC3.61e-124.77e-010.158
4711NDUFB5GSM4909311HumanBreastIDC8.06e-22-3.29e-010.1534
4711NDUFB5GSM4909312HumanBreastIDC1.44e-07-1.27e-020.1552
4711NDUFB5GSM4909316HumanBreastIDC5.07e-063.90e-010.21
4711NDUFB5GSM4909319HumanBreastIDC1.14e-29-3.16e-010.1563
4711NDUFB5GSM4909320HumanBreastIDC1.25e-04-2.88e-010.1575
4711NDUFB5GSM4909321HumanBreastIDC2.86e-103.40e-020.1559
4711NDUFB5NCCBC14HumanBreastDCIS1.72e-058.35e-020.2021
4711NDUFB5NCCBC5HumanBreastDCIS1.31e-084.92e-020.2046
4711NDUFB5P1HumanBreastIDC5.40e-12-2.23e-010.1527
4711NDUFB5P2HumanBreastIDC3.47e-073.94e-010.21
4711NDUFB5DCIS2HumanBreastDCIS2.77e-501.66e-010.0085
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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
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:004603414BreastIDCATP metabolic process85/1434277/187236.42e-301.82e-2685
GO:000611913BreastIDCoxidative phosphorylation56/1434141/187231.87e-263.53e-2356
GO:000906013BreastIDCaerobic respiration61/1434189/187234.42e-236.27e-2061
GO:000609113BreastIDCgeneration of precursor metabolites and energy103/1434490/187231.53e-211.74e-18103
GO:004533313BreastIDCcellular respiration62/1434230/187235.98e-194.25e-1662
GO:004277313BreastIDCATP synthesis coupled electron transport38/143495/187231.65e-189.36e-1638
GO:004277513BreastIDCmitochondrial ATP synthesis coupled electron transport38/143495/187231.65e-189.36e-1638
GO:001964613BreastIDCaerobic electron transport chain36/143487/187233.48e-181.80e-1536
GO:001598013BreastIDCenergy derivation by oxidation of organic compounds73/1434318/187238.70e-183.80e-1573
GO:002290013BreastIDCelectron transport chain51/1434175/187232.23e-178.43e-1551
GO:002290413BreastIDCrespiratory electron transport chain38/1434114/187232.08e-156.94e-1338
GO:000612013BreastIDCmitochondrial electron transport, NADH to ubiquinone21/143451/187233.92e-116.02e-0921
GO:001025713BreastIDCNADH dehydrogenase complex assembly22/143457/187236.20e-118.80e-0922
GO:003298113BreastIDCmitochondrial respiratory chain complex I assembly22/143457/187236.20e-118.80e-0922
GO:003310813BreastIDCmitochondrial respiratory chain complex assembly28/143493/187231.54e-101.83e-0828
GO:004603424BreastDCISATP metabolic process85/1390277/187236.79e-311.92e-2785
GO:000611923BreastDCISoxidative phosphorylation56/1390141/187233.89e-277.34e-2456
GO:000906023BreastDCISaerobic respiration61/1390189/187238.72e-241.23e-2061
GO:000609123BreastDCISgeneration of precursor metabolites and energy103/1390490/187231.46e-221.65e-19103
GO:004533323BreastDCIScellular respiration62/1390230/187231.26e-191.02e-1662
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0501623BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0019023BreastIDCOxidative phosphorylation62/867134/84654.78e-272.59e-251.94e-2562
hsa0501023BreastIDCAlzheimer disease107/867384/84651.70e-237.88e-225.90e-22107
hsa0501423BreastIDCAmyotrophic lateral sclerosis102/867364/84651.29e-225.22e-213.91e-21102
hsa0471424BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0502223BreastIDCPathways of neurodegeneration - multiple diseases116/867476/84653.63e-201.18e-188.82e-19116
hsa0520824BreastIDCChemical carcinogenesis - reactive oxygen species71/867223/84652.55e-197.53e-185.63e-1871
hsa0541523BreastIDCDiabetic cardiomyopathy67/867203/84653.17e-198.59e-186.43e-1867
hsa0493223BreastIDCNon-alcoholic fatty liver disease50/867155/84653.48e-148.08e-136.05e-1350
hsa0472323BreastIDCRetrograde endocannabinoid signaling31/867148/84657.62e-057.50e-045.61e-0431
hsa0501234BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0502033BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0501633BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0019033BreastIDCOxidative phosphorylation62/867134/84654.78e-272.59e-251.94e-2562
hsa0501033BreastIDCAlzheimer disease107/867384/84651.70e-237.88e-225.90e-22107
hsa0501433BreastIDCAmyotrophic lateral sclerosis102/867364/84651.29e-225.22e-213.91e-21102
hsa0471434BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0502233BreastIDCPathways of neurodegeneration - multiple diseases116/867476/84653.63e-201.18e-188.82e-19116
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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
NDUFB5SNVMissense_Mutationrs373322203c.76N>Tp.Arg26Cysp.R26CO43674protein_codingtolerated(0.12)possibly_damaging(0.663)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
NDUFB5SNVMissense_Mutationnovelc.20N>Gp.Leu7Trpp.L7WO43674protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EW-A1OZ-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
NDUFB5SNVMissense_Mutationc.289N>Ap.Glu97Lysp.E97KO43674protein_codingtolerated(0.12)possibly_damaging(0.836)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NDUFB5SNVMissense_Mutationc.345N>Gp.His115Glnp.H115QO43674protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
NDUFB5SNVMissense_Mutationc.122C>Ap.Ala41Aspp.A41DO43674protein_codingtolerated(0.64)benign(0)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
NDUFB5SNVMissense_Mutationnovelc.356N>Tp.Arg119Ilep.R119IO43674protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NDUFB5SNVMissense_Mutationrs757736171c.197G>Ap.Arg66Hisp.R66HO43674protein_codingdeleterious(0.01)probably_damaging(0.959)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NDUFB5SNVMissense_Mutationnovelc.533N>Gp.Leu178Argp.L178RO43674protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
NDUFB5SNVMissense_Mutationnovelc.186N>Ap.Phe62Leup.F62LO43674protein_codingdeleterious(0.01)possibly_damaging(0.755)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
NDUFB5SNVMissense_Mutationnovelc.125N>Ap.Ala42Aspp.A42DO43674protein_codingtolerated(0.08)possibly_damaging(0.698)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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
4711NDUFB5ENZYMEinhibitorCHEMBL3545320ME-344
4711NDUFB5ENZYMEinhibitorCHEMBL3545135NV-128
4711NDUFB5ENZYMEinhibitorCHEMBL1703METFORMIN HYDROCHLORIDE
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