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: SUCLA2

Gene summary for SUCLA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUCLA2

Gene ID

8803

Gene namesuccinate-CoA ligase ADP-forming subunit beta
Gene AliasA-BETA
Cytomap13q14.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

E5KS60


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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
8803SUCLA2LZE2THumanEsophagusESCC2.56e-026.13e-010.082
8803SUCLA2LZE4THumanEsophagusESCC1.08e-052.03e-010.0811
8803SUCLA2LZE8THumanEsophagusESCC7.82e-073.19e-010.067
8803SUCLA2LZE20THumanEsophagusESCC2.59e-021.37e-010.0662
8803SUCLA2LZE24THumanEsophagusESCC1.12e-162.91e-010.0596
8803SUCLA2LZE6THumanEsophagusESCC9.73e-031.12e-010.0845
8803SUCLA2P1T-EHumanEsophagusESCC6.01e-031.72e-010.0875
8803SUCLA2P2T-EHumanEsophagusESCC1.37e-232.99e-010.1177
8803SUCLA2P4T-EHumanEsophagusESCC1.50e-051.30e-010.1323
8803SUCLA2P5T-EHumanEsophagusESCC1.68e-131.70e-010.1327
8803SUCLA2P8T-EHumanEsophagusESCC1.61e-294.64e-010.0889
8803SUCLA2P9T-EHumanEsophagusESCC3.10e-162.15e-010.1131
8803SUCLA2P10T-EHumanEsophagusESCC4.35e-193.62e-010.116
8803SUCLA2P11T-EHumanEsophagusESCC6.40e-051.70e-010.1426
8803SUCLA2P12T-EHumanEsophagusESCC5.99e-214.74e-010.1122
8803SUCLA2P15T-EHumanEsophagusESCC8.32e-164.29e-010.1149
8803SUCLA2P16T-EHumanEsophagusESCC7.11e-274.59e-010.1153
8803SUCLA2P17T-EHumanEsophagusESCC2.76e-022.06e-010.1278
8803SUCLA2P19T-EHumanEsophagusESCC1.72e-024.74e-010.1662
8803SUCLA2P20T-EHumanEsophagusESCC4.35e-183.29e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0009060110EsophagusESCCaerobic respiration145/8552189/187232.16e-182.21e-16145
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:00060997EsophagusESCCtricarboxylic acid cycle27/855230/187234.54e-076.15e-0627
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:00338655EsophagusESCCnucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
GO:00338755EsophagusESCCribonucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
GO:00340325EsophagusESCCpurine nucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
GO:00067791EsophagusESCCporphyrin-containing compound biosynthetic process23/855231/187231.20e-035.88e-0323
GO:00330141EsophagusESCCtetrapyrrole biosynthetic process23/855231/187231.20e-035.88e-0323
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0002014EsophagusESCCCitrate cycle (TCA cycle)27/420530/84653.48e-061.94e-059.95e-0627
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0002015EsophagusESCCCitrate cycle (TCA cycle)27/420530/84653.48e-061.94e-059.95e-0627
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0064010LiverNAFLDPropanoate metabolism12/104332/84652.44e-044.45e-033.58e-0312
hsa0120010LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa0064011LiverNAFLDPropanoate metabolism12/104332/84652.44e-044.45e-033.58e-0312
hsa0120011LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa0120021LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa0002010LiverCirrhoticCitrate cycle (TCA cycle)21/253030/84656.56e-066.24e-053.84e-0521
hsa0064021LiverCirrhoticPropanoate metabolism18/253032/84651.66e-038.01e-034.94e-0318
hsa0120031LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa0002011LiverCirrhoticCitrate cycle (TCA cycle)21/253030/84656.56e-066.24e-053.84e-0521
hsa0064031LiverCirrhoticPropanoate metabolism18/253032/84651.66e-038.01e-034.94e-0318
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0002021LiverHCCCitrate cycle (TCA cycle)28/402030/84651.08e-071.44e-068.02e-0728
hsa0064041LiverHCCPropanoate metabolism24/402032/84651.42e-035.07e-032.82e-0324
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0002031LiverHCCCitrate cycle (TCA cycle)28/402030/84651.08e-071.44e-068.02e-0728
hsa0064051LiverHCCPropanoate metabolism24/402032/84651.42e-035.07e-032.82e-0324
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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
SUCLA2SNVMissense_Mutationc.1043T>Gp.Val348Glyp.V348GQ9P2R7protein_codingdeleterious(0.03)possibly_damaging(0.521)TCGA-A2-A0SW-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
SUCLA2SNVMissense_Mutationnovelc.1195N>Ap.Glu399Lysp.E399KQ9P2R7protein_codingtolerated(0.21)benign(0.006)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUCLA2SNVMissense_Mutationc.388G>Ap.Ala130Thrp.A130TQ9P2R7protein_codingtolerated(0.28)benign(0.015)TCGA-BH-A0BF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SUCLA2insertionFrame_Shift_Insnovelc.1182_1183insAGAAAACACTp.Val395ArgfsTer10p.V395Rfs*10Q9P2R7protein_codingTCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
SUCLA2SNVMissense_Mutationnovelc.259G>Ap.Ala87Thrp.A87TQ9P2R7protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUCLA2SNVMissense_Mutationc.196G>Ap.Glu66Lysp.E66KQ9P2R7protein_codingtolerated(0.56)benign(0.034)TCGA-A6-2684-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SUCLA2SNVMissense_Mutationc.988N>Ap.Ala330Thrp.A330TQ9P2R7protein_codingdeleterious(0)probably_damaging(0.956)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SUCLA2SNVMissense_Mutationc.1035N>Gp.Phe345Leup.F345LQ9P2R7protein_codingdeleterious(0)probably_damaging(0.966)TCGA-AA-3506-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SUCLA2SNVMissense_Mutationnovelc.1219N>Tp.Arg407Trpp.R407WQ9P2R7protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SUCLA2SNVMissense_Mutationrs370898100c.479G>Ap.Arg160Glnp.R160QQ9P2R7protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AA-3848-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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