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
4722NDUFS3C30HumanOral cavityOSCC2.26e-392.51e+000.3055
4722NDUFS3C38HumanOral cavityOSCC1.90e-192.23e+000.172
4722NDUFS3C43HumanOral cavityOSCC1.12e-851.49e+000.1704
4722NDUFS3C46HumanOral cavityOSCC2.76e-481.31e+000.1673
4722NDUFS3C51HumanOral cavityOSCC4.08e-181.43e+000.2674
4722NDUFS3C57HumanOral cavityOSCC1.25e-261.32e+000.1679
4722NDUFS3C06HumanOral cavityOSCC1.41e-041.42e+000.2699
4722NDUFS3C08HumanOral cavityOSCC2.08e-551.24e+000.1919
4722NDUFS3C09HumanOral cavityOSCC1.08e-064.13e-010.1431
4722NDUFS3LN22HumanOral cavityOSCC8.74e-071.29e+000.1733
4722NDUFS3LN38HumanOral cavityOSCC6.21e-131.88e+000.168
4722NDUFS3LN46HumanOral cavityOSCC1.97e-181.09e+000.1666
4722NDUFS3LP15HumanOral cavityLP1.98e-101.73e+000.2174
4722NDUFS3LP17HumanOral cavityLP7.46e-071.23e+000.2349
4722NDUFS3SYSMH1HumanOral cavityOSCC4.58e-186.27e-010.1127
4722NDUFS3SYSMH2HumanOral cavityOSCC3.99e-291.21e+000.2326
4722NDUFS3SYSMH3HumanOral cavityOSCC4.97e-401.28e+000.2442
4722NDUFS3SYSMH4HumanOral cavityOSCC8.79e-092.67e-010.1226
4722NDUFS3SYSMH5HumanOral cavityOSCC5.83e-145.72e-010.0647
4722NDUFS3SYSMH6HumanOral cavityOSCC4.25e-177.10e-010.1275
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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:0046034ColorectumADATP metabolic process142/3918277/187232.64e-298.26e-26142
GO:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0009060ColorectumADaerobic respiration108/3918189/187239.14e-281.43e-24108
GO:0045333ColorectumADcellular respiration119/3918230/187233.21e-254.02e-22119
GO:0006119ColorectumADoxidative phosphorylation83/3918141/187237.95e-238.30e-2083
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0022900ColorectumADelectron transport chain89/3918175/187231.42e-188.91e-1689
GO:0019646ColorectumADaerobic electron transport chain53/391887/187235.58e-162.16e-1353
GO:0042773ColorectumADATP synthesis coupled electron transport56/391895/187236.76e-162.22e-1356
GO:0042775ColorectumADmitochondrial ATP synthesis coupled electron transport56/391895/187236.76e-162.22e-1356
GO:0022904ColorectumADrespiratory electron transport chain63/3918114/187238.23e-162.45e-1363
GO:0097193ColorectumADintrinsic apoptotic signaling pathway108/3918288/187236.25e-116.41e-09108
GO:0006120ColorectumADmitochondrial electron transport, NADH to ubiquinone32/391851/187231.12e-101.11e-0832
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:2001242ColorectumADregulation of intrinsic apoptotic signaling pathway67/3918164/187234.94e-093.16e-0767
GO:2001233ColorectumADregulation of apoptotic signaling pathway119/3918356/187232.14e-081.21e-06119
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
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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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