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: SDHC

Gene summary for SDHC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SDHC

Gene ID

6391

Gene namesuccinate dehydrogenase complex subunit C
Gene AliasCYB560
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

Q99643


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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
6391SDHCGSM4909281HumanBreastIDC5.98e-184.72e-010.21
6391SDHCGSM4909282HumanBreastIDC1.54e-256.11e-01-0.0288
6391SDHCGSM4909285HumanBreastIDC5.85e-376.11e-010.21
6391SDHCGSM4909286HumanBreastIDC3.09e-026.55e-020.1081
6391SDHCGSM4909288HumanBreastIDC1.17e-03-1.75e-020.0988
6391SDHCGSM4909291HumanBreastIDC1.51e-033.58e-010.1753
6391SDHCGSM4909293HumanBreastIDC2.75e-143.45e-010.1581
6391SDHCGSM4909296HumanBreastIDC1.75e-081.97e-010.1524
6391SDHCGSM4909297HumanBreastIDC2.87e-08-4.99e-030.1517
6391SDHCGSM4909298HumanBreastIDC6.09e-124.07e-010.1551
6391SDHCGSM4909301HumanBreastIDC8.93e-04-2.80e-010.1577
6391SDHCGSM4909302HumanBreastIDC3.22e-053.14e-010.1545
6391SDHCGSM4909306HumanBreastIDC1.36e-174.71e-010.1564
6391SDHCGSM4909307HumanBreastIDC7.50e-164.53e-010.1569
6391SDHCGSM4909308HumanBreastIDC4.55e-337.17e-010.158
6391SDHCGSM4909309HumanBreastIDC3.75e-021.12e-010.0483
6391SDHCGSM4909311HumanBreastIDC1.77e-16-2.41e-010.1534
6391SDHCGSM4909312HumanBreastIDC2.63e-112.61e-010.1552
6391SDHCGSM4909313HumanBreastIDC3.96e-082.73e-010.0391
6391SDHCGSM4909316HumanBreastIDC3.26e-084.84e-010.21
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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:00460349BreastPrecancerATP metabolic process82/1080277/187231.94e-365.19e-3382
GO:00061199BreastPrecanceroxidative phosphorylation53/1080141/187231.15e-292.04e-2653
GO:00090608BreastPrecanceraerobic respiration58/1080189/187235.69e-277.62e-2458
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00453338BreastPrecancercellular respiration59/1080230/187235.97e-235.32e-2059
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00196468BreastPrecanceraerobic electron transport chain34/108087/187233.95e-202.64e-1734
GO:00427738BreastPrecancerATP synthesis coupled electron transport35/108095/187231.08e-195.76e-1735
GO:00427758BreastPrecancermitochondrial ATP synthesis coupled electron transport35/108095/187231.08e-195.76e-1735
GO:00229048BreastPrecancerrespiratory electron transport chain35/1080114/187238.51e-173.26e-1435
GO:00229008BreastPrecancerelectron transport chain42/1080175/187231.37e-154.59e-1342
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471427EndometriumEECThermogenesis85/1237232/84652.79e-177.05e-165.26e-1685
hsa0501236EndometriumEECParkinson disease117/1237266/84655.97e-329.82e-307.32e-30117
hsa0501635EndometriumEECHuntington disease120/1237306/84653.86e-274.23e-253.15e-25120
hsa0502035EndometriumEECPrion disease111/1237273/84651.01e-268.27e-256.16e-25111
hsa0019035EndometriumEECOxidative phosphorylation70/1237134/84656.33e-253.47e-232.59e-2370
hsa0520836EndometriumEECChemical carcinogenesis - reactive oxygen species94/1237223/84654.11e-241.93e-221.44e-2294
hsa0501435EndometriumEECAmyotrophic lateral sclerosis128/1237364/84659.83e-244.04e-223.01e-22128
hsa0541535EndometriumEECDiabetic cardiomyopathy86/1237203/84652.59e-229.46e-217.05e-2186
hsa0501035EndometriumEECAlzheimer disease126/1237384/84652.25e-207.40e-195.52e-19126
hsa0493235EndometriumEECNon-alcoholic fatty liver disease67/1237155/84653.53e-181.06e-167.87e-1767
hsa0502235EndometriumEECPathways of neurodegeneration - multiple diseases140/1237476/84659.49e-182.60e-161.94e-16140
hsa0471436EndometriumEECThermogenesis85/1237232/84652.79e-177.05e-165.26e-1685
hsa0501239EsophagusHGINParkinson disease124/1383266/84655.95e-329.70e-307.70e-30124
hsa0501630EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa0502030EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa0501430EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa0502230EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa0501030EsophagusHGINAlzheimer disease130/1383384/84655.26e-181.71e-161.36e-16130
hsa05012114EsophagusHGINParkinson disease124/1383266/84655.95e-329.70e-307.70e-30124
hsa05016113EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
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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
SDHCSNVMissense_Mutationc.436N>Tp.Pro146Serp.P146SQ99643protein_codingtolerated(0.2)benign(0.014)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SDHCSNVMissense_Mutationrs769177037c.149N>Ap.Arg50Hisp.R50HQ99643protein_codingtolerated(0.06)benign(0.382)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SDHCSNVMissense_Mutationrs749402669c.265G>Ap.Ala89Thrp.A89TQ99643protein_codingtolerated(0.13)benign(0.236)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
SDHCSNVMissense_Mutationnovelc.140G>Ap.Gly47Aspp.G47DQ99643protein_codingtolerated(0.17)benign(0)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
SDHCSNVMissense_Mutationnovelc.275N>Cp.Leu92Prop.L92PQ99643protein_codingdeleterious(0)possibly_damaging(0.772)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SDHCSNVMissense_Mutationnovelc.352N>Cp.Phe118Leup.F118LQ99643protein_codingdeleterious(0.01)benign(0.171)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
SDHCdeletionFrame_Shift_Delnovelc.423delAp.Gly142AlafsTer2p.G142Afs*2Q99643protein_codingTCGA-EY-A5W2-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SDHCSNVMissense_Mutationnovelc.312N>Cp.Lys104Asnp.K104NQ99643protein_codingdeleterious(0.01)possibly_damaging(0.837)TCGA-43-7656-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
SDHCinsertionIn_Frame_Insnovelc.179_179+1insTTGGTCTCTTCCCATp.Pro64_Met65insIleTrpSerLeuProp.P64_M65insIWSLPQ99643protein_codingTCGA-D6-A6EP-01Oral cavityhead & neck squamous cell carcinomaMale<65III/IVUnknownUnknownSD
SDHCSNVMissense_Mutationc.242N>Ap.Gly81Glup.G81EQ99643protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-EJ-8472-01Prostateprostate adenocarcinomaMale<658UnknownUnknownPD
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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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