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: NDUFA6

Gene summary for NDUFA6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFA6

Gene ID

4700

Gene nameNADH:ubiquinone oxidoreductase subunit A6
Gene AliasB14
Cytomap22q13.2
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

P56556


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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
4700NDUFA6GSM4909281HumanBreastIDC1.08e-215.27e-010.21
4700NDUFA6GSM4909282HumanBreastIDC1.34e-376.27e-01-0.0288
4700NDUFA6GSM4909287HumanBreastIDC4.49e-043.36e-010.2057
4700NDUFA6GSM4909288HumanBreastIDC2.79e-041.15e-010.0988
4700NDUFA6GSM4909290HumanBreastIDC2.75e-327.94e-010.2096
4700NDUFA6GSM4909294HumanBreastIDC6.59e-091.50e-010.2022
4700NDUFA6GSM4909296HumanBreastIDC2.34e-253.29e-010.1524
4700NDUFA6GSM4909297HumanBreastIDC3.10e-14-5.71e-020.1517
4700NDUFA6GSM4909307HumanBreastIDC1.59e-032.12e-010.1569
4700NDUFA6GSM4909311HumanBreastIDC2.20e-37-1.55e-010.1534
4700NDUFA6GSM4909312HumanBreastIDC4.19e-14-1.05e-020.1552
4700NDUFA6GSM4909313HumanBreastIDC8.85e-05-1.67e-010.0391
4700NDUFA6GSM4909315HumanBreastIDC1.70e-124.53e-010.21
4700NDUFA6GSM4909316HumanBreastIDC2.76e-156.12e-010.21
4700NDUFA6GSM4909319HumanBreastIDC1.01e-38-2.41e-010.1563
4700NDUFA6GSM4909320HumanBreastIDC1.67e-05-7.19e-020.1575
4700NDUFA6GSM4909321HumanBreastIDC4.22e-17-1.21e-010.1559
4700NDUFA6brca1HumanBreastPrecancer6.93e-053.36e-01-0.0338
4700NDUFA6brca2HumanBreastPrecancer1.58e-123.57e-01-0.024
4700NDUFA6brca3HumanBreastPrecancer1.11e-042.91e-01-0.0263
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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
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:004533317ProstateTumorcellular respiration93/3246230/187238.89e-172.22e-1493
GO:001598017ProstateTumorenergy derivation by oxidation of organic compounds116/3246318/187231.54e-163.54e-14116
GO:002290017ProstateTumorelectron transport chain76/3246175/187235.59e-161.09e-1376
GO:000697919ProstateTumorresponse to oxidative stress144/3246446/187235.75e-158.52e-13144
GO:000612017ProstateTumormitochondrial electron transport, NADH to ubiquinone33/324651/187237.04e-148.26e-1233
GO:003310817ProstateTumormitochondrial respiratory chain complex assembly47/324693/187232.28e-132.49e-1147
GO:001025717ProstateTumorNADH dehydrogenase complex assembly31/324657/187232.46e-101.39e-0831
GO:003298117ProstateTumormitochondrial respiratory chain complex I assembly31/324657/187232.46e-101.39e-0831
GO:0009060111SkincSCCaerobic respiration118/4864189/187233.71e-261.22e-23118
GO:0045333111SkincSCCcellular respiration131/4864230/187231.57e-233.39e-21131
GO:0006091111SkincSCCgeneration of precursor metabolites and energy224/4864490/187231.13e-212.21e-19224
GO:002290026SkincSCCelectron transport chain104/4864175/187237.28e-211.23e-18104
GO:0006119112SkincSCCoxidative phosphorylation89/4864141/187231.56e-202.49e-1889
GO:004277326SkincSCCATP synthesis coupled electron transport68/486495/187231.59e-202.49e-1868
GO:004277526SkincSCCmitochondrial ATP synthesis coupled electron transport68/486495/187231.59e-202.49e-1868
GO:0046034112SkincSCCATP metabolic process142/4864277/187231.38e-191.96e-17142
GO:002290426SkincSCCrespiratory electron transport chain74/4864114/187232.52e-183.29e-1674
GO:001598026SkincSCCenergy derivation by oxidation of organic compounds154/4864318/187234.19e-185.15e-16154
GO:003310824SkincSCCmitochondrial respiratory chain complex assembly64/486493/187235.48e-186.58e-1664
GO:001964626SkincSCCaerobic electron transport chain61/486487/187237.73e-188.97e-1661
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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
NDUFA6SNVMissense_Mutationrs8139803c.256N>Tp.Arg86Trpp.R86WP56556protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
NDUFA6SNVMissense_Mutationrs776731051c.413N>Tp.Ala138Valp.A138VP56556protein_codingtolerated(0.26)benign(0.001)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NDUFA6SNVMissense_Mutationc.325N>Tp.Val109Phep.V109FP56556protein_codingdeleterious(0)probably_damaging(0.973)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NDUFA6SNVMissense_Mutationrs535753197c.377G>Ap.Arg126Glnp.R126QP56556protein_codingtolerated(0.09)benign(0.421)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NDUFA6SNVMissense_Mutationnovelc.316G>Ap.Asp106Asnp.D106NP56556protein_codingdeleterious(0)probably_damaging(1)TCGA-EY-A549-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NDUFA6SNVMissense_Mutationnovelc.284N>Gp.Lys95Argp.K95RP56556protein_codingtolerated(0.34)benign(0.039)TCGA-60-2715-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapydocetaxelPD
NDUFA6deletionFrame_Shift_Delc.69delNp.Phe24LeufsTer20p.F24Lfs*20P56556protein_codingTCGA-55-7283-01Lunglung adenocarcinomaFemale>=65III/IVChemotherapycarboplatinPR
NDUFA6insertionIn_Frame_Insnovelc.42_43insGTTTGGAAAATAGAGAAAAGAGGAATGGAAp.Cys14_Lys15insValTrpLysIleGluLysArgGlyMetGlup.C14_K15insVWKIEKRGMEP56556protein_codingTCGA-46-6025-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapycisplatinSD
NDUFA6SNVMissense_Mutationc.359N>Ap.Ile120Asnp.I120NP56556protein_codingtolerated(0.06)benign(0.062)TCGA-BR-4361-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NDUFA6deletionFrame_Shift_Delrs768463498c.359_362delNNNNp.Ile120LysfsTer44p.I120Kfs*44P56556protein_codingTCGA-DJ-A2PY-01Thyroidthyroid carcinomaFemale<65III/IVUnknownUnknownSD
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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
4700NDUFA6ENZYMEinhibitorCHEMBL3545320ME-344
4700NDUFA6ENZYMEinhibitorCHEMBL3545135NV-128
4700NDUFA6ENZYMEinhibitorCHEMBL1703METFORMIN HYDROCHLORIDE
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