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: NDUFS3

Gene summary for NDUFS3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFS3

Gene ID

4722

Gene nameNADH:ubiquinone oxidoreductase core subunit S3
Gene AliasCI-30
Cytomap11p11.2
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

O75489


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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
4722NDUFS3HTA11_3410_2000001011HumanColorectumAD9.20e-123.28e-010.0155
4722NDUFS3HTA11_2487_2000001011HumanColorectumSER1.09e-145.60e-01-0.1808
4722NDUFS3HTA11_1938_2000001011HumanColorectumAD6.08e-126.49e-01-0.0811
4722NDUFS3HTA11_78_2000001011HumanColorectumAD3.23e-063.99e-01-0.1088
4722NDUFS3HTA11_347_2000001011HumanColorectumAD9.55e-337.29e-01-0.1954
4722NDUFS3HTA11_411_2000001011HumanColorectumSER1.99e-108.04e-01-0.2602
4722NDUFS3HTA11_2112_2000001011HumanColorectumSER1.25e-025.11e-01-0.2196
4722NDUFS3HTA11_3361_2000001011HumanColorectumAD1.26e-095.97e-01-0.1207
4722NDUFS3HTA11_83_2000001011HumanColorectumSER2.40e-116.78e-01-0.1526
4722NDUFS3HTA11_696_2000001011HumanColorectumAD2.65e-407.77e-01-0.1464
4722NDUFS3HTA11_866_2000001011HumanColorectumAD4.44e-123.78e-01-0.1001
4722NDUFS3HTA11_1391_2000001011HumanColorectumAD1.39e-268.41e-01-0.059
4722NDUFS3HTA11_2992_2000001011HumanColorectumSER3.71e-108.82e-01-0.1706
4722NDUFS3HTA11_5212_2000001011HumanColorectumAD4.00e-085.45e-01-0.2061
4722NDUFS3HTA11_5216_2000001011HumanColorectumSER3.56e-086.83e-01-0.1462
4722NDUFS3HTA11_546_2000001011HumanColorectumAD1.54e-126.30e-01-0.0842
4722NDUFS3HTA11_7862_2000001011HumanColorectumAD6.23e-063.93e-01-0.0179
4722NDUFS3HTA11_866_3004761011HumanColorectumAD1.11e-195.70e-010.096
4722NDUFS3HTA11_4255_2000001011HumanColorectumSER1.19e-035.56e-010.0446
4722NDUFS3HTA11_8622_2000001021HumanColorectumSER6.34e-044.01e-010.0528
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:002290418Oral cavityOSCCrespiratory electron transport chain86/7305114/187232.43e-151.63e-1386
GO:001598018Oral cavityOSCCenergy derivation by oxidation of organic compounds190/7305318/187234.10e-142.26e-12190
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:001964618Oral cavityOSCCaerobic electron transport chain68/730587/187239.88e-145.17e-1268
GO:200124320Oral cavityOSCCnegative regulation of intrinsic apoptotic signaling pathway73/730598/187239.33e-134.22e-1173
GO:004603420Oral cavityOSCCATP metabolic process166/7305277/187231.16e-125.12e-11166
GO:000611919Oral cavityOSCCoxidative phosphorylation96/7305141/187232.33e-129.75e-1196
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:000612018Oral cavityOSCCmitochondrial electron transport, NADH to ubiquinone42/730551/187232.63e-107.31e-0942
GO:001025718Oral cavityOSCCNADH dehydrogenase complex assembly45/730557/187238.53e-102.13e-0845
GO:003298118Oral cavityOSCCmitochondrial respiratory chain complex I assembly45/730557/187238.53e-102.13e-0845
GO:00459266Oral cavityOSCCnegative regulation of growth135/7305249/187237.29e-071.03e-05135
GO:00303084Oral cavityOSCCnegative regulation of cell growth101/7305188/187232.85e-052.63e-04101
GO:007259316Oral cavityOSCCreactive oxygen species metabolic process122/7305239/187239.73e-057.34e-04122
GO:002176219Oral cavityOSCCsubstantia nigra development28/730544/187238.15e-044.35e-0328
GO:003090116Oral cavityOSCCmidbrain development46/730590/187231.30e-024.33e-0246
GO:002290019Oral cavityLPelectron transport chain108/4623175/187232.21e-259.90e-23108
GO:000906019Oral cavityLPaerobic respiration111/4623189/187231.68e-235.85e-21111
GO:004277319Oral cavityLPATP synthesis coupled electron transport69/462395/187239.69e-233.04e-2069
GO:004277519Oral cavityLPmitochondrial ATP synthesis coupled electron transport69/462395/187239.69e-233.04e-2069
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05208ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa00190ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa04932ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
hsa05020ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa04723ColorectumADRetrograde endocannabinoid signaling59/2092148/84652.94e-052.73e-041.74e-0459
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa052081ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa001901ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa054151ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa049321ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
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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
NDUFS3SNVMissense_Mutationc.700N>Tp.Asp234Tyrp.D234YO75489protein_codingdeleterious(0)probably_damaging(0.987)TCGA-C8-A12Y-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NDUFS3SNVMissense_Mutationnovelc.146N>Gp.Pro49Argp.P49RO75489protein_codingdeleterious(0.02)benign(0.319)TCGA-C8-A8HR-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
NDUFS3insertionNonsense_Mutationnovelc.307_308insTTCAAGCCCTTAAGTTCTTAGCTTGAGAACCTGGTATp.His103LeufsTer9p.H103Lfs*9O75489protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NDUFS3SNVMissense_Mutationc.247N>Ap.Glu83Lysp.E83KO75489protein_codingdeleterious(0)benign(0.194)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NDUFS3SNVMissense_Mutationrs201457989c.34N>Tp.Arg12Cysp.R12CO75489protein_codingdeleterious(0)benign(0.306)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
NDUFS3SNVMissense_Mutationc.214N>Cp.Tyr72Hisp.Y72HO75489protein_codingdeleterious(0.03)probably_damaging(0.962)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NDUFS3SNVMissense_Mutationnovelc.263T>Ap.Ile88Asnp.I88NO75489protein_codingdeleterious(0)possibly_damaging(0.794)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NDUFS3SNVMissense_Mutationc.11N>Tp.Ala4Valp.A4VO75489protein_codingtolerated(0.07)benign(0)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NDUFS3SNVMissense_Mutationrs747054142c.432G>Cp.Lys144Asnp.K144NO75489protein_codingdeleterious(0)probably_damaging(0.966)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NDUFS3SNVMissense_Mutationnovelc.127N>Gp.Thr43Alap.T43AO75489protein_codingtolerated(0.42)benign(0.005)TCGA-A5-A1OF-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
4722NDUFS3DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL3545135NV-128
4722NDUFS3DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL3545320ME-344
4722NDUFS3DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL1703METFORMIN HYDROCHLORIDE
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