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: DBT

Gene summary for DBT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DBT

Gene ID

1629

Gene namedihydrolipoamide branched chain transacylase E2
Gene AliasBCATE2
Cytomap1p21.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

P11182


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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
1629DBTHCC1_MengHumanLiverHCC1.16e-432.56e-020.0246
1629DBTHCC2_MengHumanLiverHCC1.16e-182.68e-020.0107
1629DBTHCC1HumanLiverHCC2.56e-262.94e+000.5336
1629DBTHCC2HumanLiverHCC7.01e-413.29e+000.5341
1629DBTHCC5HumanLiverHCC7.83e-302.02e+000.4932
1629DBTS015HumanLiverHCC2.05e-042.20e-010.2375
1629DBTS027HumanLiverHCC1.35e-023.19e-010.2446
1629DBTS028HumanLiverHCC1.29e-063.20e-010.2503
1629DBTS029HumanLiverHCC4.20e-063.45e-010.2581
1629DBTC21HumanOral cavityOSCC3.10e-114.01e-010.2678
1629DBTC30HumanOral cavityOSCC1.12e-105.06e-010.3055
1629DBTC43HumanOral cavityOSCC2.13e-072.42e-010.1704
1629DBTC46HumanOral cavityOSCC1.60e-051.81e-010.1673
1629DBTC51HumanOral cavityOSCC1.44e-023.65e-010.2674
1629DBTC57HumanOral cavityOSCC3.88e-051.66e-010.1679
1629DBTLN22HumanOral cavityOSCC1.00e-035.59e-010.1733
1629DBTSYSMH2HumanOral cavityOSCC2.62e-041.87e-010.2326
1629DBTSYSMH3HumanOral cavityOSCC8.62e-103.25e-010.2442
1629DBTSYSMH6HumanOral cavityOSCC1.67e-041.54e-010.1275
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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
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
hsa002807ProstateTumorValine, leucine and isoleucine degradation20/179148/84651.03e-034.59e-032.84e-0320
hsa0028012ProstateTumorValine, leucine and isoleucine degradation20/179148/84651.03e-034.59e-032.84e-0320
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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
DBTSNVMissense_Mutationnovelc.868C>Ap.Leu290Ilep.L290IP11182protein_codingtolerated(0.07)benign(0.1)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DBTSNVMissense_Mutationc.268G>Cp.Asp90Hisp.D90HP11182protein_codingdeleterious(0)probably_damaging(0.998)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DBTSNVMissense_Mutationc.771A>Cp.Lys257Asnp.K257NP11182protein_codingdeleterious(0.02)benign(0.024)TCGA-A6-2681-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DBTSNVMissense_Mutationc.713N>Ap.Pro238Hisp.P238HP11182protein_codingdeleterious(0.01)possibly_damaging(0.646)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DBTSNVMissense_Mutationrs766629953c.536G>Ap.Arg179Hisp.R179HP11182protein_codingdeleterious(0.02)possibly_damaging(0.599)TCGA-AD-6890-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DBTSNVMissense_Mutationc.584G>Tp.Gly195Valp.G195VP11182protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DBTSNVMissense_Mutationc.1163C>Tp.Thr388Ilep.T388IP11182protein_codingtolerated(0.19)benign(0.038)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
DBTSNVMissense_Mutationc.272C>Tp.Thr91Ilep.T91IP11182protein_codingtolerated(0.12)benign(0.02)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
DBTSNVMissense_Mutationc.886N>Ap.Pro296Thrp.P296TP11182protein_codingtolerated(0.17)benign(0.015)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DBTSNVMissense_Mutationc.350T>Cp.Val117Alap.V117AP11182protein_codingtolerated(0.05)benign(0.301)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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