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: SUCLG2

Gene summary for SUCLG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUCLG2

Gene ID

8801

Gene namesuccinate-CoA ligase GDP-forming subunit beta
Gene AliasG-SCS
Cytomap3p14.1
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q96I99


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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
8801SUCLG2HTA11_3410_2000001011HumanColorectumAD9.31e-17-6.16e-010.0155
8801SUCLG2HTA11_2951_2000001011HumanColorectumAD3.66e-03-8.11e-010.0216
8801SUCLG2HTA11_347_2000001011HumanColorectumAD1.13e-209.72e-01-0.1954
8801SUCLG2HTA11_3361_2000001011HumanColorectumAD3.60e-09-6.07e-01-0.1207
8801SUCLG2HTA11_866_3004761011HumanColorectumAD2.73e-07-5.70e-010.096
8801SUCLG2HTA11_9408_2000001011HumanColorectumAD1.10e-05-1.08e+000.0451
8801SUCLG2HTA11_6818_2000001021HumanColorectumAD2.17e-04-5.11e-010.0588
8801SUCLG2HTA11_99999965104_69814HumanColorectumMSS3.38e-023.26e-010.281
8801SUCLG2HTA11_99999971662_82457HumanColorectumMSS7.37e-03-2.96e-010.3859
8801SUCLG2HTA11_99999973899_84307HumanColorectumMSS4.77e-16-1.01e+000.2585
8801SUCLG2HTA11_99999974143_84620HumanColorectumMSS2.76e-43-9.30e-010.3005
8801SUCLG2F007HumanColorectumFAP1.11e-03-4.01e-010.1176
8801SUCLG2A001-C-207HumanColorectumFAP5.46e-05-3.74e-010.1278
8801SUCLG2A015-C-203HumanColorectumFAP2.34e-39-6.14e-01-0.1294
8801SUCLG2A015-C-204HumanColorectumFAP8.29e-07-4.09e-01-0.0228
8801SUCLG2A014-C-040HumanColorectumFAP6.02e-07-5.81e-01-0.1184
8801SUCLG2A002-C-201HumanColorectumFAP8.03e-22-5.95e-010.0324
8801SUCLG2A002-C-203HumanColorectumFAP1.40e-05-2.85e-010.2786
8801SUCLG2A001-C-119HumanColorectumFAP7.25e-24-9.03e-01-0.1557
8801SUCLG2A001-C-108HumanColorectumFAP3.10e-27-5.70e-01-0.0272
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:0045333112ThyroidPTCcellular respiration140/5968230/187239.60e-201.26e-17140
GO:0015980111ThyroidPTCenergy derivation by oxidation of organic compounds176/5968318/187232.67e-182.90e-16176
GO:001969327ThyroidPTCribose phosphate metabolic process176/5968396/187238.28e-081.70e-06176
GO:000915028ThyroidPTCpurine ribonucleotide metabolic process165/5968368/187231.03e-072.05e-06165
GO:007252127ThyroidPTCpurine-containing compound metabolic process182/5968416/187231.92e-073.51e-06182
GO:000925927ThyroidPTCribonucleotide metabolic process170/5968385/187232.32e-074.08e-06170
GO:000616327ThyroidPTCpurine nucleotide metabolic process170/5968396/187232.02e-062.75e-05170
GO:000675325ThyroidPTCnucleoside phosphate metabolic process205/5968497/187235.24e-066.35e-05205
GO:000911725ThyroidPTCnucleotide metabolic process202/5968489/187235.46e-066.60e-05202
GO:00060999ThyroidPTCtricarboxylic acid cycle21/596830/187232.04e-052.06e-0421
GO:000906033ThyroidATCaerobic respiration126/6293189/187231.21e-202.02e-18126
GO:000609134ThyroidATCgeneration of precursor metabolites and energy256/6293490/187236.55e-187.69e-16256
GO:004533333ThyroidATCcellular respiration140/6293230/187231.76e-171.89e-15140
GO:001598034ThyroidATCenergy derivation by oxidation of organic compounds177/6293318/187233.60e-162.92e-14177
GO:001969328ThyroidATCribose phosphate metabolic process184/6293396/187235.87e-081.05e-06184
GO:000915029ThyroidATCpurine ribonucleotide metabolic process172/6293368/187239.58e-081.64e-06172
GO:000925928ThyroidATCribonucleotide metabolic process178/6293385/187231.47e-072.39e-06178
GO:007252128ThyroidATCpurine-containing compound metabolic process189/6293416/187232.83e-074.29e-06189
GO:0006753111ThyroidATCnucleoside phosphate metabolic process219/6293497/187235.92e-078.29e-06219
GO:0009117112ThyroidATCnucleotide metabolic process215/6293489/187239.09e-071.20e-05215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00020ColorectumADCitrate cycle (TCA cycle)20/209230/84651.43e-061.77e-051.13e-0520
hsa00640ColorectumADPropanoate metabolism18/209232/84651.33e-041.11e-037.08e-0418
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa000201ColorectumADCitrate cycle (TCA cycle)20/209230/84651.43e-061.77e-051.13e-0520
hsa006401ColorectumADPropanoate metabolism18/209232/84651.33e-041.11e-037.08e-0418
hsa012004ColorectumMSSCarbon metabolism43/1875115/84651.37e-041.17e-037.19e-0443
hsa000204ColorectumMSSCitrate cycle (TCA cycle)16/187530/84651.84e-041.47e-039.00e-0416
hsa006404ColorectumMSSPropanoate metabolism15/187532/84651.68e-039.05e-035.55e-0315
hsa012005ColorectumMSSCarbon metabolism43/1875115/84651.37e-041.17e-037.19e-0443
hsa000205ColorectumMSSCitrate cycle (TCA cycle)16/187530/84651.84e-041.47e-039.00e-0416
hsa006405ColorectumMSSPropanoate metabolism15/187532/84651.68e-039.05e-035.55e-0315
hsa012006ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
hsa006406ColorectumFAPPropanoate metabolism15/140432/84656.21e-056.10e-043.71e-0415
hsa000206ColorectumFAPCitrate cycle (TCA cycle)14/140430/84651.16e-041.02e-036.21e-0414
hsa012007ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
hsa006407ColorectumFAPPropanoate metabolism15/140432/84656.21e-056.10e-043.71e-0415
hsa000207ColorectumFAPCitrate cycle (TCA cycle)14/140430/84651.16e-041.02e-036.21e-0414
hsa012008ColorectumCRCCarbon metabolism28/1091115/84655.43e-045.48e-033.72e-0328
hsa000208ColorectumCRCCitrate cycle (TCA cycle)11/109130/84658.16e-046.99e-034.74e-0311
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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
SUCLG2SNVMissense_Mutationnovelc.806N>Ap.Arg269Glnp.R269QQ96I99protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SUCLG2deletionFrame_Shift_Delnovelc.503_519delNNNNNNNNNNNNNNNNNp.Val168GlyfsTer5p.V168Gfs*5Q96I99protein_codingTCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUCLG2deletionFrame_Shift_Delnovelc.279delNp.Gly94ValfsTer7p.G94Vfs*7Q96I99protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SUCLG2SNVMissense_Mutationc.616C>Tp.Arg206Trpp.R206WQ96I99protein_codingdeleterious(0.02)benign(0.031)TCGA-MA-AA3W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUCLG2SNVMissense_Mutationc.494C>Tp.Pro165Leup.P165LQ96I99protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AA-3488-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
SUCLG2SNVMissense_Mutationnovelc.905N>Cp.Asn302Thrp.N302TQ96I99protein_codingtolerated(0.09)possibly_damaging(0.854)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SUCLG2SNVMissense_Mutationc.1007N>Ap.Gly336Aspp.G336DQ96I99protein_codingdeleterious(0)possibly_damaging(0.76)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
SUCLG2SNVMissense_Mutationrs149334981c.208N>Ap.Glu70Lysp.E70KQ96I99protein_codingtolerated(0.62)benign(0.009)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SUCLG2SNVMissense_Mutationnovelc.824N>Ap.Ala275Aspp.A275DQ96I99protein_codingtolerated(0.25)benign(0.007)TCGA-A5-AB3J-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
SUCLG2SNVMissense_Mutationc.407N>Gp.Lys136Argp.K136RQ96I99protein_codingtolerated(0.32)benign(0.005)TCGA-AP-A051-01Endometriumuterine 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
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