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: NDUFAF6

Gene summary for NDUFAF6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFAF6

Gene ID

137682

Gene nameNADH:ubiquinone oxidoreductase complex assembly factor 6
Gene AliasC8orf38
Cytomap8q22.1
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

A0A075B6P0


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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
137682NDUFAF6GSM4909281HumanBreastIDC1.27e-082.97e-010.21
137682NDUFAF6GSM4909282HumanBreastIDC1.22e-062.16e-01-0.0288
137682NDUFAF6GSM4909286HumanBreastIDC1.12e-042.39e-010.1081
137682NDUFAF6GSM4909293HumanBreastIDC3.20e-021.48e-010.1581
137682NDUFAF6GSM4909304HumanBreastIDC4.64e-315.70e-010.1636
137682NDUFAF6GSM4909305HumanBreastIDC4.74e-022.01e-010.0436
137682NDUFAF6GSM4909306HumanBreastIDC9.96e-042.21e-010.1564
137682NDUFAF6GSM4909307HumanBreastIDC3.56e-032.33e-010.1569
137682NDUFAF6GSM4909308HumanBreastIDC4.17e-123.48e-010.158
137682NDUFAF6GSM4909312HumanBreastIDC5.37e-031.69e-010.1552
137682NDUFAF6GSM4909317HumanBreastIDC1.79e-031.98e-010.1355
137682NDUFAF6GSM4909319HumanBreastIDC7.23e-081.43e-020.1563
137682NDUFAF6GSM4909321HumanBreastIDC5.29e-052.19e-010.1559
137682NDUFAF6M1HumanBreastIDC1.75e-052.77e-010.1577
137682NDUFAF6DCIS2HumanBreastDCIS1.55e-142.42e-020.0085
137682NDUFAF6CCI_1HumanCervixCC6.72e-035.06e-010.528
137682NDUFAF6CCI_2HumanCervixCC1.14e-161.62e+000.5249
137682NDUFAF6CCI_3HumanCervixCC4.36e-056.99e-010.516
137682NDUFAF6LZE2THumanEsophagusESCC1.05e-036.50e-010.082
137682NDUFAF6LZE4THumanEsophagusESCC1.06e-073.08e-010.0811
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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
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
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: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:001025723BreastDCISNADH dehydrogenase complex assembly22/139057/187233.38e-115.17e-0922
GO:003298123BreastDCISmitochondrial respiratory chain complex I assembly22/139057/187233.38e-115.17e-0922
GO:003310823BreastDCISmitochondrial respiratory chain complex assembly28/139093/187237.50e-119.43e-0928
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:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
GO:0010257110EsophagusESCCNADH dehydrogenase complex assembly50/855257/187233.78e-111.24e-0950
GO:0032981110EsophagusESCCmitochondrial respiratory chain complex I assembly50/855257/187233.78e-111.24e-0950
GO:00331087LiverCirrhoticmitochondrial respiratory chain complex assembly64/463493/187233.85e-197.79e-1764
GO:00102577LiverCirrhoticNADH dehydrogenase complex assembly42/463457/187231.06e-141.06e-1242
GO:00329817LiverCirrhoticmitochondrial respiratory chain complex I assembly42/463457/187231.06e-141.06e-1242
GO:003310812LiverHCCmitochondrial respiratory chain complex assembly80/795893/187233.47e-184.15e-1680
GO:001025712LiverHCCNADH dehydrogenase complex assembly50/795857/187231.50e-127.20e-1150
GO:003298112LiverHCCmitochondrial respiratory chain complex I assembly50/795857/187231.50e-127.20e-1150
GO:003310818Oral cavityOSCCmitochondrial respiratory chain complex assembly75/730593/187232.17e-161.68e-1475
GO:001025718Oral cavityOSCCNADH dehydrogenase complex assembly45/730557/187238.53e-102.13e-0845
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471424BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0471434BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0471420CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa04714110CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0471414LiverCirrhoticThermogenesis121/2530232/84655.70e-131.36e-118.36e-12121
hsa0471415LiverCirrhoticThermogenesis121/2530232/84655.70e-131.36e-118.36e-12121
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0471432LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0471430Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa04714113Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa04714210Oral cavityLPThermogenesis105/2418232/84653.14e-084.98e-073.21e-07105
hsa0471438Oral cavityLPThermogenesis105/2418232/84653.14e-084.98e-073.21e-07105
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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
NDUFAF6SNVMissense_Mutationc.644N>Tp.Thr215Ilep.T215IQ330K2protein_codingdeleterious(0)possibly_damaging(0.566)TCGA-D8-A1X9-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycin+cyclophosphamideSD
NDUFAF6SNVMissense_Mutationc.646N>Gp.Cys216Glyp.C216GQ330K2protein_codingdeleterious(0.01)benign(0.112)TCGA-D8-A1X9-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycin+cyclophosphamideSD
NDUFAF6SNVMissense_Mutationnovelc.932N>Tp.Pro311Leup.P311LQ330K2protein_codingdeleterious(0.01)possibly_damaging(0.619)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NDUFAF6SNVMissense_Mutationnovelc.472N>Ap.Glu158Lysp.E158KQ330K2protein_codingtolerated(0.15)benign(0.149)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
NDUFAF6SNVMissense_Mutationnovelc.338N>Ap.Arg113Glnp.R113QQ330K2protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NDUFAF6SNVMissense_Mutationc.937N>Ap.Leu313Ilep.L313IQ330K2protein_codingdeleterious(0.02)possibly_damaging(0.781)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NDUFAF6SNVMissense_Mutationnovelc.860C>Tp.Ala287Valp.A287VQ330K2protein_codingtolerated(0.35)benign(0.241)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NDUFAF6SNVMissense_Mutationnovelc.556N>Ap.Leu186Ilep.L186IQ330K2protein_codingtolerated(0.11)benign(0.445)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NDUFAF6SNVMissense_Mutationnovelc.705T>Gp.Ile235Metp.I235MQ330K2protein_codingdeleterious(0)possibly_damaging(0.863)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NDUFAF6SNVMissense_Mutationc.970N>Gp.Leu324Valp.L324VQ330K2protein_codingdeleterious(0.01)benign(0.033)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<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
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