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: BTC

Gene summary for BTC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTC

Gene ID

685

Gene namebetacellulin
Gene AliasBTC
Cytomap4q13.3
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A0A0S2Z3I5


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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
685BTCHCC1_MengHumanLiverHCC3.86e-052.28e-030.0246
685BTCHCC2_MengHumanLiverHCC3.53e-149.98e-020.0107
685BTCS027HumanLiverHCC5.76e-138.54e-010.2446
685BTCS028HumanLiverHCC2.07e-301.10e+000.2503
685BTCS029HumanLiverHCC2.05e-197.24e-010.2581
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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
∗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:014001411LiverHCCmitotic nuclear division174/7958287/187233.74e-101.23e-08174
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:004578711LiverHCCpositive regulation of cell cycle172/7958313/187235.29e-066.58e-05172
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:003812721LiverHCCERBB signaling pathway73/7958121/187235.65e-055.26e-0473
GO:000717321LiverHCCepidermal growth factor receptor signaling pathway65/7958108/187231.56e-041.25e-0365
GO:0000280LiverHCCnuclear division220/7958439/187236.90e-044.25e-03220
GO:00900683LiverHCCpositive regulation of cell cycle process125/7958236/187237.21e-044.40e-03125
GO:005087822LiverHCCregulation of body fluid levels191/7958379/187231.06e-036.11e-03191
GO:004586021LiverHCCpositive regulation of protein kinase activity194/7958386/187231.16e-036.54e-03194
GO:0007088LiverHCCregulation of mitotic nuclear division63/7958110/187231.24e-036.85e-0363
GO:19011844LiverHCCregulation of ERBB signaling pathway47/795879/187231.71e-038.91e-0347
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:00420584LiverHCCregulation of epidermal growth factor receptor signaling pathway43/795873/187233.43e-031.55e-0243
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040128LiverHCCErbB signaling pathway54/402085/84652.02e-037.07e-033.93e-0354
hsa0401211LiverHCCErbB signaling pathway54/402085/84652.02e-037.07e-033.93e-0354
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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
BTCSNVMissense_Mutationrs375367986c.185G>Ap.Arg62Glnp.R62QP35070protein_codingtolerated(0.28)benign(0.354)TCGA-A8-A0AD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
BTCSNVMissense_Mutationc.315G>Cp.Glu105Aspp.E105DP35070protein_codingtolerated(0.05)benign(0.417)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
BTCSNVMissense_Mutationrs782271380c.445N>Tp.Arg149Cysp.R149CP35070protein_codingdeleterious(0.04)benign(0.049)TCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BTCSNVMissense_Mutationrs782514658c.184N>Tp.Arg62Trpp.R62WP35070protein_codingtolerated(0.17)benign(0.003)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BTCSNVMissense_Mutationnovelc.92C>Tp.Ala31Valp.A31VP35070protein_codingdeleterious(0)possibly_damaging(0.88)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
BTCSNVMissense_Mutationrs782514658c.184C>Tp.Arg62Trpp.R62WP35070protein_codingtolerated(0.17)benign(0.003)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BTCSNVMissense_Mutationnovelc.268N>Gp.Thr90Alap.T90AP35070protein_codingtolerated(0.38)benign(0.057)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BTCSNVMissense_Mutationrs376806249c.436C>Tp.Arg146Trpp.R146WP35070protein_codingdeleterious(0)possibly_damaging(0.799)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
BTCSNVMissense_Mutationnovelc.520G>Ap.Glu174Lysp.E174KP35070protein_codingdeleterious(0)probably_damaging(0.99)TCGA-CV-7433-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownPD
BTCSNVMissense_Mutationnovelc.339A>Tp.Arg113Serp.R113SP35070protein_codingdeleterious(0.01)benign(0.225)TCGA-F7-7848-01Oral cavityhead & neck squamous cell carcinomaMale<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
685BTCDRUGGABLE GENOME, GROWTH FACTORpanitumumabPANITUMUMAB
685BTCDRUGGABLE GENOME, GROWTH FACTORcetuximabCETUXIMAB
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