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: BTD

Gene summary for BTD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTD

Gene ID

686

Gene namebiotinidase
Gene AliasBTD
Cytomap3p25.1
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

P43251


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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
686BTDHCC1_MengHumanLiverHCC3.64e-371.25e-020.0246
686BTDcirrhotic1HumanLiverCirrhotic3.78e-031.55e-010.0202
686BTDHCC1HumanLiverHCC5.50e-042.91e+000.5336
686BTDHCC2HumanLiverHCC6.73e-082.64e+000.5341
686BTDS014HumanLiverHCC6.00e-165.86e-010.2254
686BTDS015HumanLiverHCC2.54e-177.28e-010.2375
686BTDS016HumanLiverHCC4.10e-206.14e-010.2243
686BTDS028HumanLiverHCC5.35e-144.28e-010.2503
686BTDS029HumanLiverHCC5.44e-124.19e-010.2581
686BTDRNA-P10T2-P10T2-1HumanLungAAH4.60e-027.41e-01-0.1271
686BTDRNA-P10T2-P10T2-3HumanLungAAH2.11e-036.95e-01-0.1408
686BTDRNA-P17T-P17T-4HumanLungIAC4.45e-025.20e-010.343
686BTDRNA-P17T-P17T-6HumanLungIAC1.52e-056.28e-010.3385
686BTDRNA-P17T-P17T-8HumanLungIAC2.71e-034.47e-010.3329
686BTDRNA-P25T1-P25T1-4HumanLungAIS7.83e-053.91e-01-0.2119
686BTDRNA-P6T2-P6T2-2HumanLungIAC6.25e-052.55e-01-0.0132
686BTDRNA-P6T2-P6T2-3HumanLungIAC1.63e-052.13e-01-0.013
686BTDRNA-P6T2-P6T2-4HumanLungIAC1.11e-032.43e-01-0.0121
686BTDRNA-P7T1-P7T1-1HumanLungAIS3.07e-044.95e-01-0.0961
686BTDRNA-P7T1-P7T1-2HumanLungAIS5.94e-076.35e-01-0.0876
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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
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
∗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:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:000679011LiverCirrhoticsulfur compound metabolic process129/4634339/187233.06e-081.04e-06129
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:0006767LiverHCCwater-soluble vitamin metabolic process39/795859/187232.14e-041.63e-0339
GO:0006766LiverHCCvitamin metabolic process57/7958106/187231.25e-024.53e-0257
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
BTDSNVMissense_Mutationnovelc.1572G>Tp.Arg524Serp.R524SP43251protein_codingtolerated(1)benign(0.003)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
BTDSNVMissense_Mutationc.1015N>Ap.Val339Metp.V339MP43251protein_codingdeleterious(0.02)probably_damaging(0.919)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
BTDSNVMissense_Mutationc.226N>Gp.Leu76Valp.L76VP43251protein_codingtolerated(0.28)benign(0.268)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
BTDSNVMissense_Mutationc.1402N>Gp.Leu468Valp.L468VP43251protein_codingtolerated(0.29)benign(0.049)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BTDSNVMissense_Mutationrs397514340c.196G>Ap.Glu66Lysp.E66KP43251protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
BTDSNVMissense_Mutationrs397514419c.1358G>Ap.Gly453Aspp.G453DP43251protein_codingdeleterious(0.02)possibly_damaging(0.601)TCGA-E9-A5FL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BTDSNVMissense_Mutationrs397514418c.1345N>Tp.His449Tyrp.H449YP43251protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
BTDSNVMissense_Mutationc.1402N>Gp.Leu468Valp.L468VP43251protein_codingtolerated(0.29)benign(0.049)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
BTDSNVMissense_Mutationnovelc.43N>Gp.Leu15Valp.L15VP43251protein_codingtolerated_low_confidence(0.36)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BTDSNVMissense_Mutationc.986N>Cp.Asn329Thrp.N329TP43251protein_codingtolerated(1)benign(0.001)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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