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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: NDUFA2

Gene summary for NDUFA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFA2

Gene ID

4695

Gene nameNADH:ubiquinone oxidoreductase subunit A2
Gene AliasB8
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0001701

UniProtAcc

O43678


Top

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
4695NDUFA2GSM4909285HumanBreastIDC1.81e-02-1.49e-010.21
4695NDUFA2GSM4909291HumanBreastIDC3.73e-094.34e-010.1753
4695NDUFA2GSM4909293HumanBreastIDC3.91e-022.71e-010.1581
4695NDUFA2GSM4909294HumanBreastIDC8.76e-102.70e-010.2022
4695NDUFA2GSM4909296HumanBreastIDC7.01e-141.64e-010.1524
4695NDUFA2GSM4909297HumanBreastIDC2.43e-22-4.79e-020.1517
4695NDUFA2GSM4909298HumanBreastIDC2.61e-225.90e-010.1551
4695NDUFA2GSM4909301HumanBreastIDC6.91e-296.13e-010.1577
4695NDUFA2GSM4909302HumanBreastIDC1.67e-031.90e-010.1545
4695NDUFA2GSM4909307HumanBreastIDC1.16e-063.60e-010.1569
4695NDUFA2GSM4909308HumanBreastIDC2.35e-144.38e-010.158
4695NDUFA2GSM4909309HumanBreastIDC7.92e-091.92e-010.0483
4695NDUFA2GSM4909311HumanBreastIDC1.49e-35-1.14e-020.1534
4695NDUFA2GSM4909312HumanBreastIDC9.97e-143.92e-020.1552
4695NDUFA2GSM4909313HumanBreastIDC5.98e-053.86e-020.0391
4695NDUFA2GSM4909316HumanBreastIDC1.45e-061.97e-010.21
4695NDUFA2GSM4909318HumanBreastIDC1.37e-042.41e-010.2031
4695NDUFA2GSM4909319HumanBreastIDC4.16e-55-1.80e-020.1563
4695NDUFA2GSM4909320HumanBreastIDC9.61e-122.13e-010.1575
4695NDUFA2GSM4909321HumanBreastIDC1.13e-253.71e-010.1559
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 

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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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:000170113BreastIDCin utero embryonic development42/1434367/187235.85e-034.24e-0242
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
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501041StomachCSGAlzheimer disease71/633384/84653.27e-137.94e-125.71e-1271
hsa0472341StomachCSGRetrograde endocannabinoid signaling25/633148/84659.04e-059.37e-046.74e-0425
hsa0501251StomachCSGParkinson disease72/633266/84654.09e-234.31e-213.10e-2172
hsa0520851StomachCSGChemical carcinogenesis - reactive oxygen species65/633223/84657.42e-235.86e-214.22e-2165
hsa0019051StomachCSGOxidative phosphorylation49/633134/84653.19e-222.01e-201.45e-2049
hsa0502051StomachCSGPrion disease67/633273/84654.88e-192.57e-171.85e-1767
hsa0541551StomachCSGDiabetic cardiomyopathy56/633203/84651.44e-186.51e-174.68e-1756
hsa0501651StomachCSGHuntington disease68/633306/84657.35e-172.90e-152.09e-1568
hsa0501451StomachCSGAmyotrophic lateral sclerosis75/633364/84651.46e-165.13e-153.69e-1575
hsa0471451StomachCSGThermogenesis55/633232/84654.36e-151.38e-139.91e-1455
hsa0502251StomachCSGPathways of neurodegeneration - multiple diseases82/633476/84652.32e-136.67e-124.80e-1282
hsa0493251StomachCSGNon-alcoholic fatty liver disease41/633155/84653.23e-137.94e-125.71e-1241
hsa0501051StomachCSGAlzheimer disease71/633384/84653.27e-137.94e-125.71e-1271
hsa0472351StomachCSGRetrograde endocannabinoid signaling25/633148/84659.04e-059.37e-046.74e-0425
hsa0501261StomachCAGParkinson disease44/368266/84657.32e-157.05e-135.65e-1344
hsa0493261StomachCAGNon-alcoholic fatty liver disease33/368155/84651.26e-149.09e-137.28e-1333
hsa0520861StomachCAGChemical carcinogenesis - reactive oxygen species38/368223/84652.20e-131.27e-111.02e-1138
hsa0502061StomachCAGPrion disease42/368273/84654.09e-131.97e-111.58e-1142
hsa0019061StomachCAGOxidative phosphorylation27/368134/84651.40e-115.06e-104.06e-1027
hsa0541561StomachCAGDiabetic cardiomyopathy33/368203/84653.45e-111.06e-098.52e-1033
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
NDUFA2SNVMissense_Mutationc.224N>Gp.Thr75Argp.T75RO43678protein_codingtolerated(0.2)benign(0)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
NDUFA2SNVMissense_Mutationc.8N>Tp.Ala3Valp.A3VO43678protein_codingdeleterious(0.05)benign(0.007)TCGA-BG-A0VZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinCR
NDUFA2SNVMissense_Mutationc.266N>Cp.Arg89Thrp.R89TO43678protein_codingtolerated(0.13)benign(0)TCGA-BS-A0TJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NDUFA2SNVMissense_Mutationrs370015250c.10N>Ap.Ala4Thrp.A4TO43678protein_codingdeleterious(0.02)benign(0.003)TCGA-XR-A8TF-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
NDUFA2SNVMissense_Mutationnovelc.145N>Tp.Pro49Serp.P49SO43678protein_codingdeleterious(0.01)probably_damaging(0.943)TCGA-85-8276-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycisplatinPD
NDUFA2SNVMissense_Mutationc.148N>Ap.Asp50Asnp.D50NO43678protein_codingtolerated(0.41)benign(0.001)TCGA-CN-4723-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
Page: 1 

Top

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
4695NDUFA2ENZYMEinhibitorCHEMBL3545135NV-128
4695NDUFA2ENZYMEinhibitorCHEMBL3545320ME-344
4695NDUFA2ENZYMEinhibitorCHEMBL1703METFORMIN HYDROCHLORIDE
Page: 1