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: BCKDHA

Gene summary for BCKDHA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BCKDHA

Gene ID

593

Gene namebranched chain keto acid dehydrogenase E1 subunit alpha
Gene AliasBCKDE1A
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A0A024R0K3


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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
593BCKDHAsample3HumanCervixCC8.09e-395.02e-010.1387
593BCKDHAH2HumanCervixHSIL_HPV4.00e-051.12e-010.0632
593BCKDHAT3HumanCervixCC2.68e-365.13e-010.1389
593BCKDHALZE2THumanEsophagusESCC4.73e-034.66e-010.082
593BCKDHALZE4THumanEsophagusESCC1.25e-184.82e-010.0811
593BCKDHALZE7THumanEsophagusESCC8.50e-135.78e-010.0667
593BCKDHALZE8THumanEsophagusESCC8.94e-215.59e-010.067
593BCKDHALZE20THumanEsophagusESCC2.37e-093.02e-010.0662
593BCKDHALZE22D1HumanEsophagusHGIN1.24e-042.19e-010.0595
593BCKDHALZE22THumanEsophagusESCC1.54e-042.52e-010.068
593BCKDHALZE24THumanEsophagusESCC1.12e-551.32e+000.0596
593BCKDHALZE21THumanEsophagusESCC9.73e-052.54e-010.0655
593BCKDHALZE6THumanEsophagusESCC7.17e-113.54e-010.0845
593BCKDHAP1T-EHumanEsophagusESCC4.53e-147.10e-010.0875
593BCKDHAP2T-EHumanEsophagusESCC1.57e-537.20e-010.1177
593BCKDHAP4T-EHumanEsophagusESCC7.53e-295.55e-010.1323
593BCKDHAP5T-EHumanEsophagusESCC3.19e-233.76e-010.1327
593BCKDHAP8T-EHumanEsophagusESCC3.90e-661.05e+000.0889
593BCKDHAP9T-EHumanEsophagusESCC1.69e-184.08e-010.1131
593BCKDHAP10T-EHumanEsophagusESCC3.86e-761.20e+000.116
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00090836EsophagusESCCbranched-chain amino acid catabolic process12/855215/187237.31e-032.63e-0212
GO:00090815EsophagusESCCbranched-chain amino acid metabolic process14/855219/187231.27e-024.21e-0214
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
GO:00463952LiverHCCcarboxylic acid catabolic process149/7958236/187231.11e-103.87e-09149
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:00090632LiverHCCcellular amino acid catabolic process70/7958110/187236.12e-067.52e-0570
GO:00090812LiverHCCbranched-chain amino acid metabolic process16/795819/187232.37e-041.79e-0316
GO:000908321LiverHCCbranched-chain amino acid catabolic process13/795815/187235.67e-043.61e-0313
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa002809EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa0028014EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa0028041LiverHCCValine, leucine and isoleucine degradation41/402048/84654.84e-087.05e-073.92e-0741
hsa0064041LiverHCCPropanoate metabolism24/402032/84651.42e-035.07e-032.82e-0324
hsa00785LiverHCCLipoic acid metabolism14/402019/84651.89e-024.40e-022.45e-0214
hsa0028051LiverHCCValine, leucine and isoleucine degradation41/402048/84654.84e-087.05e-073.92e-0741
hsa0064051LiverHCCPropanoate metabolism24/402032/84651.42e-035.07e-032.82e-0324
hsa007851LiverHCCLipoic acid metabolism14/402019/84651.89e-024.40e-022.45e-0214
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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
BCKDHASNVMissense_Mutationc.750N>Ap.Phe250Leup.F250LP12694protein_codingtolerated(1)benign(0.149)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
BCKDHASNVMissense_Mutationc.506N>Gp.Tyr169Cysp.Y169CP12694protein_codingdeleterious(0)probably_damaging(0.942)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BCKDHAinsertionFrame_Shift_Insnovelc.481_482insCTp.Gly162GlnfsTer4p.G162Qfs*4P12694protein_codingTCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
BCKDHAinsertionNonsense_Mutationnovelc.483_484insGAGAAGGGAAGTGACTTGCCCAAAACCTGACAACTp.Gly162GlufsTer10p.G162Efs*10P12694protein_codingTCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
BCKDHASNVMissense_Mutationc.280N>Cp.Asp94Hisp.D94HP12694protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BCKDHASNVMissense_Mutationrs749876943c.1303N>Ap.Gly435Argp.G435RP12694protein_codingtolerated(0.19)benign(0.036)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BCKDHASNVMissense_Mutationrs768944277c.239N>Ap.Arg80Hisp.R80HP12694protein_codingdeleterious(0)probably_damaging(0.967)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BCKDHASNVMissense_Mutationrs764481217c.169N>Ap.Ala57Thrp.A57TP12694protein_codingtolerated(0.07)benign(0.021)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BCKDHASNVMissense_Mutationrs536540966c.736G>Ap.Ala246Thrp.A246TP12694protein_codingtolerated(0.28)possibly_damaging(0.678)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BCKDHASNVMissense_Mutationc.256G>Tp.Gly86Cysp.G86CP12694protein_codingdeleterious(0)possibly_damaging(0.872)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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