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: SUGCT

Gene summary for SUGCT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUGCT

Gene ID

79783

Gene namesuccinyl-CoA:glutarate-CoA transferase
Gene AliasC7orf10
Cytomap7p14.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9HAC7


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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
79783SUGCTHTA11_3410_2000001011HumanColorectumAD1.83e-10-4.70e-010.0155
79783SUGCTHTA11_347_2000001011HumanColorectumAD1.16e-065.73e-01-0.1954
79783SUGCTHTA11_866_3004761011HumanColorectumAD1.06e-09-4.67e-010.096
79783SUGCTHTA11_7696_3000711011HumanColorectumAD2.54e-14-4.70e-010.0674
79783SUGCTHTA11_99999970781_79442HumanColorectumMSS1.70e-06-3.20e-010.294
79783SUGCTHTA11_99999974143_84620HumanColorectumMSS5.66e-15-4.86e-010.3005
79783SUGCTF007HumanColorectumFAP8.61e-05-4.57e-010.1176
79783SUGCTA002-C-010HumanColorectumFAP1.72e-13-4.87e-010.242
79783SUGCTA001-C-207HumanColorectumFAP2.86e-07-4.33e-010.1278
79783SUGCTA015-C-203HumanColorectumFAP1.11e-14-4.10e-01-0.1294
79783SUGCTA015-C-204HumanColorectumFAP1.14e-04-3.60e-01-0.0228
79783SUGCTA002-C-201HumanColorectumFAP1.04e-16-5.13e-010.0324
79783SUGCTA002-C-203HumanColorectumFAP7.93e-14-4.63e-010.2786
79783SUGCTA001-C-119HumanColorectumFAP2.67e-07-4.91e-01-0.1557
79783SUGCTA001-C-108HumanColorectumFAP8.70e-13-4.57e-01-0.0272
79783SUGCTA002-C-205HumanColorectumFAP7.61e-16-4.89e-01-0.1236
79783SUGCTA001-C-104HumanColorectumFAP1.90e-09-4.08e-010.0184
79783SUGCTA015-C-005HumanColorectumFAP2.40e-07-4.23e-01-0.0336
79783SUGCTA015-C-006HumanColorectumFAP8.77e-10-4.64e-01-0.0994
79783SUGCTA015-C-106HumanColorectumFAP9.64e-13-3.80e-01-0.0511
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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
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
SUGCTSNVMissense_Mutationnovelc.554T>Cp.Val185Alap.V185AQ9HAC7protein_codingdeleterious(0)benign(0.384)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUGCTSNVMissense_Mutationc.1133N>Cp.Ser378Thrp.S378TQ9HAC7protein_codingtolerated(0.94)benign(0.003)TCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
SUGCTSNVMissense_Mutationc.1039N>Cp.Tyr347Hisp.Y347HQ9HAC7protein_codingtolerated(0.13)benign(0)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUGCTSNVMissense_Mutationc.160C>Gp.Leu54Valp.L54VQ9HAC7protein_codingtolerated(0.12)possibly_damaging(0.591)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
SUGCTSNVMissense_Mutationrs747138567c.613N>Tp.Arg205Cysp.R205CQ9HAC7protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SUGCTSNVMissense_Mutationc.890N>Tp.Gln297Leup.Q297LQ9HAC7protein_codingtolerated(1)benign(0.056)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SUGCTSNVMissense_Mutationrs759909394c.1246N>Ap.Val416Ilep.V416IQ9HAC7protein_codingtolerated(0.19)benign(0.007)TCGA-D5-6531-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SUGCTSNVMissense_Mutationc.154N>Cp.Lys52Glnp.K52QQ9HAC7protein_codingdeleterious(0)possibly_damaging(0.49)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SUGCTSNVMissense_Mutationrs376341860c.323N>Ap.Arg108Glnp.R108QQ9HAC7protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
SUGCTSNVMissense_Mutationnovelc.696N>Cp.Lys232Asnp.K232NQ9HAC7protein_codingdeleterious(0.04)possibly_damaging(0.809)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
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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
79783SUGCTENZYMEhormonal contraceptives for systemic use28750087
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