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
8801SUCLG2P130T-EHumanEsophagusESCC1.77e-266.11e-010.1676
8801SUCLG2NAFLD1HumanLiverNAFLD4.91e-131.16e+00-0.04
8801SUCLG2S43HumanLiverCirrhotic1.62e-08-1.54e-01-0.0187
8801SUCLG2HCC1_MengHumanLiverHCC1.59e-74-1.50e-010.0246
8801SUCLG2HCC2_MengHumanLiverHCC3.75e-32-1.65e-010.0107
8801SUCLG2cirrhotic1HumanLiverCirrhotic1.31e-06-2.44e-010.0202
8801SUCLG2cirrhotic2HumanLiverCirrhotic8.21e-146.57e-020.0201
8801SUCLG2cirrhotic3HumanLiverCirrhotic7.78e-07-1.82e-010.0215
8801SUCLG2HCC1HumanLiverHCC5.93e-072.97e+000.5336
8801SUCLG2HCC2HumanLiverHCC7.06e-153.18e+000.5341
8801SUCLG2Pt13.aHumanLiverHCC4.30e-02-2.12e-010.021
8801SUCLG2Pt13.bHumanLiverHCC5.22e-20-7.89e-030.0251
8801SUCLG2Pt14.bHumanLiverHCC4.19e-101.72e-010.018
8801SUCLG2S027HumanLiverHCC2.40e-048.57e-010.2446
8801SUCLG2S028HumanLiverHCC2.02e-241.44e+000.2503
8801SUCLG2S029HumanLiverHCC8.09e-241.66e+000.2581
8801SUCLG2RNA-P10T2-P10T2-3HumanLungAAH3.69e-021.62e-01-0.1408
8801SUCLG2RNA-P25T1-P25T1-1HumanLungAIS1.33e-136.44e-01-0.2116
8801SUCLG2RNA-P25T1-P25T1-2HumanLungAIS4.73e-075.13e-01-0.1941
8801SUCLG2RNA-P25T1-P25T1-3HumanLungAIS1.01e-033.62e-01-0.2107
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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: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:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0006099ColorectumADtricarboxylic acid cycle19/391830/187235.82e-072.09e-0519
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0043648ColorectumADdicarboxylic acid metabolic process34/391896/187237.22e-047.28e-0334
GO:0033865ColorectumADnucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0033875ColorectumADribonucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0034032ColorectumADpurine nucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:00090602ColorectumMSSaerobic respiration98/3467189/187233.35e-251.05e-2198
GO:00060912ColorectumMSSgeneration of precursor metabolites and energy186/3467490/187231.14e-242.15e-21186
GO:00453332ColorectumMSScellular respiration107/3467230/187231.64e-222.05e-19107
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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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