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: NDUFAF3

Gene summary for NDUFAF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFAF3

Gene ID

25915

Gene nameNADH:ubiquinone oxidoreductase complex assembly factor 3
Gene Alias2P1
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q9BU61


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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
25915NDUFAF3GSM4909281HumanBreastIDC4.43e-196.00e-010.21
25915NDUFAF3GSM4909291HumanBreastIDC4.49e-034.44e-010.1753
25915NDUFAF3GSM4909296HumanBreastIDC2.64e-053.64e-020.1524
25915NDUFAF3GSM4909297HumanBreastIDC2.65e-10-2.61e-030.1517
25915NDUFAF3GSM4909301HumanBreastIDC1.61e-154.98e-010.1577
25915NDUFAF3GSM4909304HumanBreastIDC5.15e-043.45e-010.1636
25915NDUFAF3GSM4909307HumanBreastIDC2.62e-022.91e-010.1569
25915NDUFAF3GSM4909308HumanBreastIDC7.95e-084.36e-010.158
25915NDUFAF3GSM4909309HumanBreastIDC4.03e-042.78e-010.0483
25915NDUFAF3GSM4909311HumanBreastIDC1.84e-27-4.34e-020.1534
25915NDUFAF3GSM4909312HumanBreastIDC2.62e-09-4.03e-020.1552
25915NDUFAF3GSM4909316HumanBreastIDC2.60e-023.15e-020.21
25915NDUFAF3GSM4909319HumanBreastIDC2.21e-32-7.87e-020.1563
25915NDUFAF3GSM4909320HumanBreastIDC2.18e-104.15e-010.1575
25915NDUFAF3GSM4909321HumanBreastIDC8.20e-224.00e-010.1559
25915NDUFAF3brca2HumanBreastPrecancer5.32e-083.57e-01-0.024
25915NDUFAF3NCCBC14HumanBreastDCIS4.59e-075.10e-020.2021
25915NDUFAF3NCCBC5HumanBreastDCIS2.04e-09-1.38e-040.2046
25915NDUFAF3P1HumanBreastIDC8.60e-18-2.75e-010.1527
25915NDUFAF3DCIS2HumanBreastDCIS1.01e-551.85e-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
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: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: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:0010257ColorectumADNADH dehydrogenase complex assembly34/391857/187232.15e-101.89e-0834
GO:0032981ColorectumADmitochondrial respiratory chain complex I assembly34/391857/187232.15e-101.89e-0834
GO:0033108ColorectumADmitochondrial respiratory chain complex assembly46/391893/187238.95e-106.91e-0846
GO:00102571ColorectumSERNADH dehydrogenase complex assembly30/289757/187237.92e-111.19e-0830
GO:00329811ColorectumSERmitochondrial respiratory chain complex I assembly30/289757/187237.92e-111.19e-0830
GO:00331081ColorectumSERmitochondrial respiratory chain complex assembly39/289793/187238.13e-108.74e-0839
GO:00102572ColorectumMSSNADH dehydrogenase complex assembly33/346757/187234.07e-114.86e-0933
GO:00329812ColorectumMSSmitochondrial respiratory chain complex I assembly33/346757/187234.07e-114.86e-0933
GO:00331082ColorectumMSSmitochondrial respiratory chain complex assembly44/346793/187232.17e-102.09e-0844
GO:00102573ColorectumMSI-HNADH dehydrogenase complex assembly25/131957/187231.40e-143.53e-1225
GO:00329813ColorectumMSI-Hmitochondrial respiratory chain complex I assembly25/131957/187231.40e-143.53e-1225
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471418BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0471419BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0471424BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0471434BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0471443BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa0471453BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa047142ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047143ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047144ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa047145ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa047146ColorectumMSI-HThermogenesis56/797232/84651.79e-114.14e-103.47e-1056
hsa047147ColorectumMSI-HThermogenesis56/797232/84651.79e-114.14e-103.47e-1056
hsa0471426EndometriumAEHThermogenesis85/1197232/84653.44e-189.33e-176.83e-1785
hsa04714111EndometriumAEHThermogenesis85/1197232/84653.44e-189.33e-176.83e-1785
hsa0471427EndometriumEECThermogenesis85/1237232/84652.79e-177.05e-165.26e-1685
hsa0471436EndometriumEECThermogenesis85/1237232/84652.79e-177.05e-165.26e-1685
hsa0471439EsophagusHGINThermogenesis91/1383232/84651.97e-175.36e-164.25e-1691
hsa04714114EsophagusHGINThermogenesis91/1383232/84651.97e-175.36e-164.25e-1691
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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
NDUFAF3SNVMissense_Mutationnovelc.16G>Tp.Ala6Serp.A6SQ9BU61protein_codingtolerated(0.23)benign(0.049)TCGA-5T-A9QA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
NDUFAF3SNVMissense_Mutationc.262N>Gp.Gln88Glup.Q88EQ9BU61protein_codingdeleterious(0.01)possibly_damaging(0.796)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
NDUFAF3SNVMissense_Mutationc.58N>Tp.Pro20Serp.P20SQ9BU61protein_codingtolerated(0.48)benign(0)TCGA-LP-A4AU-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
NDUFAF3SNVMissense_Mutationnovelc.467N>Ap.Leu156Glnp.L156QQ9BU61protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NDUFAF3SNVMissense_Mutationnovelc.295N>Ap.Glu99Lysp.E99KQ9BU61protein_codingdeleterious(0.03)probably_damaging(0.946)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
NDUFAF3SNVMissense_Mutationnovelc.381G>Tp.Gln127Hisp.Q127HQ9BU61protein_codingtolerated(0.41)benign(0.003)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NDUFAF3SNVMissense_Mutationnovelc.505C>Ap.Pro169Thrp.P169TQ9BU61protein_codingdeleterious(0)probably_damaging(1)TCGA-05-4396-01Lunglung adenocarcinomaMale>=65III/IVUnknownUnknownSD
NDUFAF3SNVMissense_Mutationc.292A>Gp.Thr98Alap.T98AQ9BU61protein_codingdeleterious(0.01)possibly_damaging(0.595)TCGA-44-2665-01Lunglung adenocarcinomaFemale<65I/IITargeted Molecular therapybevacizumabSD
NDUFAF3SNVMissense_Mutationnovelc.37N>Tp.Ala13Serp.A13SQ9BU61protein_codingtolerated(0.25)benign(0.01)TCGA-85-7843-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
NDUFAF3SNVMissense_Mutationnovelc.230N>Tp.Gly77Valp.G77VQ9BU61protein_codingdeleterious(0)probably_damaging(1)TCGA-CN-A49A-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycarboplatinPD
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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
25915NDUFAF3NAinhibitorCHEMBL3545320ME-344
25915NDUFAF3NAinhibitorCHEMBL3545135NV-128
25915NDUFAF3NAinhibitorCHEMBL1703METFORMIN HYDROCHLORIDE
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