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
4700NDUFA6P107T-EHumanEsophagusESCC5.43e-782.57e+000.171
4700NDUFA6P126T-EHumanEsophagusESCC1.40e-212.09e+000.1125
4700NDUFA6P127T-EHumanEsophagusESCC1.35e-223.50e-010.0826
4700NDUFA6P128T-EHumanEsophagusESCC3.21e-662.60e+000.1241
4700NDUFA6P130T-EHumanEsophagusESCC1.33e-1112.72e+000.1676
4700NDUFA6S41HumanLiverCirrhotic2.39e-03-5.36e-01-0.0343
4700NDUFA6S43HumanLiverCirrhotic3.93e-18-4.84e-01-0.0187
4700NDUFA6HCC1_MengHumanLiverHCC1.15e-703.99e-010.0246
4700NDUFA6HCC2_MengHumanLiverHCC1.47e-42-2.15e-020.0107
4700NDUFA6cirrhotic1HumanLiverCirrhotic1.15e-232.50e-010.0202
4700NDUFA6cirrhotic2HumanLiverCirrhotic3.14e-283.19e-010.0201
4700NDUFA6cirrhotic3HumanLiverCirrhotic2.46e-223.59e-010.0215
4700NDUFA6p6HumanLiverCyst2.39e-03-5.36e-01-0.0218
4700NDUFA6HCC1HumanLiverHCC4.50e-185.70e+000.5336
4700NDUFA6HCC2HumanLiverHCC2.45e-346.41e+000.5341
4700NDUFA6Pt13.aHumanLiverHCC2.19e-082.58e-010.021
4700NDUFA6Pt13.bHumanLiverHCC1.20e-443.87e-010.0251
4700NDUFA6Pt14.aHumanLiverHCC7.58e-053.61e-010.0169
4700NDUFA6Pt14.bHumanLiverHCC5.45e-064.02e-010.018
4700NDUFA6S014HumanLiverHCC5.19e-372.14e+000.2254
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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:00460349BreastPrecancerATP metabolic process82/1080277/187231.94e-365.19e-3382
GO:00061199BreastPrecanceroxidative phosphorylation53/1080141/187231.15e-292.04e-2653
GO:00090608BreastPrecanceraerobic respiration58/1080189/187235.69e-277.62e-2458
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00453338BreastPrecancercellular respiration59/1080230/187235.97e-235.32e-2059
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00196468BreastPrecanceraerobic electron transport chain34/108087/187233.95e-202.64e-1734
GO:00427738BreastPrecancerATP synthesis coupled electron transport35/108095/187231.08e-195.76e-1735
GO:00427758BreastPrecancermitochondrial ATP synthesis coupled electron transport35/108095/187231.08e-195.76e-1735
GO:00229048BreastPrecancerrespiratory electron transport chain35/1080114/187238.51e-173.26e-1435
GO:00229008BreastPrecancerelectron transport chain42/1080175/187231.37e-154.59e-1342
GO:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00061208BreastPrecancermitochondrial electron transport, NADH to ubiquinone19/108051/187232.05e-112.49e-0919
GO:00102578BreastPrecancerNADH dehydrogenase complex assembly19/108057/187231.93e-101.92e-0819
GO:00329818BreastPrecancermitochondrial respiratory chain complex I assembly19/108057/187231.93e-101.92e-0819
GO:00331088BreastPrecancermitochondrial respiratory chain complex assembly24/108093/187233.39e-103.16e-0824
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
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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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