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: BTRC

Gene summary for BTRC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTRC

Gene ID

8945

Gene namebeta-transducin repeat containing E3 ubiquitin protein ligase
Gene AliasBETA-TRCP
Cytomap10q24.32
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

B2R8L3


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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
8945BTRCCCI_1HumanCervixCC1.48e-046.83e-010.528
8945BTRCCCI_2HumanCervixCC3.58e-098.71e-010.5249
8945BTRCHTA11_3410_2000001011HumanColorectumAD7.10e-05-3.95e-010.0155
8945BTRCHTA11_696_2000001011HumanColorectumAD3.22e-03-2.50e-01-0.1464
8945BTRCHTA11_866_2000001011HumanColorectumAD1.14e-05-2.78e-01-0.1001
8945BTRCHTA11_866_3004761011HumanColorectumAD2.53e-02-3.22e-010.096
8945BTRCHTA11_7696_3000711011HumanColorectumAD1.58e-06-2.78e-010.0674
8945BTRCHTA11_99999970781_79442HumanColorectumMSS1.49e-03-3.00e-010.294
8945BTRCHTA11_99999971662_82457HumanColorectumMSS3.70e-02-1.81e-010.3859
8945BTRCHTA11_99999974143_84620HumanColorectumMSS8.33e-10-3.53e-010.3005
8945BTRCA015-C-203HumanColorectumFAP2.07e-25-4.04e-01-0.1294
8945BTRCA015-C-204HumanColorectumFAP2.09e-05-3.64e-01-0.0228
8945BTRCA002-C-201HumanColorectumFAP6.99e-08-3.28e-010.0324
8945BTRCA001-C-119HumanColorectumFAP3.97e-03-3.40e-01-0.1557
8945BTRCA001-C-108HumanColorectumFAP1.03e-11-2.20e-01-0.0272
8945BTRCA002-C-205HumanColorectumFAP3.45e-14-3.78e-01-0.1236
8945BTRCA001-C-104HumanColorectumFAP1.37e-06-2.65e-010.0184
8945BTRCA015-C-005HumanColorectumFAP4.33e-03-2.90e-01-0.0336
8945BTRCA015-C-006HumanColorectumFAP4.33e-10-3.91e-01-0.0994
8945BTRCA015-C-106HumanColorectumFAP1.38e-12-3.32e-01-0.0511
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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:003139813EndometriumEECpositive regulation of protein ubiquitination29/2168119/187237.05e-051.04e-0329
GO:00487541EndometriumEECbranching morphogenesis of an epithelial tube33/2168151/187232.23e-042.67e-0333
GO:000020913EndometriumEECprotein polyubiquitination46/2168236/187232.65e-043.04e-0346
GO:005109013EndometriumEECregulation of DNA-binding transcription factor activity75/2168440/187233.71e-043.97e-0375
GO:190466616EndometriumEECregulation of ubiquitin protein ligase activity9/216823/187236.58e-046.37e-039
GO:005143816EndometriumEECregulation of ubiquitin-protein transferase activity15/216853/187237.36e-047.01e-0315
GO:000647013EndometriumEECprotein dephosphorylation51/2168281/187237.38e-047.01e-0351
GO:003164812EndometriumEECprotein destabilization13/216846/187231.65e-031.29e-0213
GO:006044311EndometriumEECmammary gland morphogenesis12/216843/187232.77e-031.97e-0212
GO:006118011EndometriumEECmammary gland epithelium development16/216867/187233.48e-032.35e-0216
GO:00606031EndometriumEECmammary gland duct morphogenesis9/216830/187235.44e-033.32e-029
GO:004275213EndometriumEECregulation of circadian rhythm24/2168121/187235.69e-033.42e-0224
GO:003359812EndometriumEECmammary gland epithelial cell proliferation8/216826/187237.31e-034.15e-028
GO:003087912EndometriumEECmammary gland development26/2168137/187237.50e-034.20e-0226
GO:00421768LungIACregulation of protein catabolic process97/2061391/187236.32e-151.25e-1197
GO:19033208LungIACregulation of protein modification by small protein conjugation or removal64/2061242/187231.38e-114.83e-0964
GO:00160556LungIACWnt signaling pathway95/2061444/187231.13e-102.80e-0895
GO:01987386LungIACcell-cell signaling by wnt95/2061446/187231.46e-103.48e-0895
GO:19033628LungIACregulation of cellular protein catabolic process63/2061255/187234.30e-109.45e-0863
GO:00301116LungIACregulation of Wnt signaling pathway74/2061328/187231.14e-092.05e-0774
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412014CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0517016CervixCCHuman immunodeficiency virus 1 infection55/1267212/84651.80e-051.42e-048.40e-0555
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0412015CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa05131110CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0421815CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0517017CervixCCHuman immunodeficiency virus 1 infection55/1267212/84651.80e-051.42e-048.40e-0555
hsa0431012CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa04120ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa05170ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa04218ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa041201ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa051701ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
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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
BTRCSNVMissense_Mutationnovelc.226N>Gp.Leu76Valp.L76VQ9Y297protein_codingtolerated_low_confidence(0.19)possibly_damaging(0.745)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
BTRCSNVMissense_Mutationnovelc.1141C>Tp.His381Tyrp.H381YQ9Y297protein_codingdeleterious(0.05)probably_damaging(0.998)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BTRCSNVMissense_Mutationc.934N>Ap.Asp312Asnp.D312NQ9Y297protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BTRCSNVMissense_Mutationc.580N>Cp.Glu194Glnp.E194QQ9Y297protein_codingtolerated(0.08)probably_damaging(0.999)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BTRCSNVMissense_Mutationnovelc.1379N>Cp.Arg460Thrp.R460TQ9Y297protein_codingdeleterious(0)probably_damaging(0.96)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
BTRCSNVMissense_Mutationc.113N>Ap.Arg38Glnp.R38QQ9Y297protein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-LL-A5YL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
BTRCinsertionFrame_Shift_Insrs774921343c.1773_1774insCp.Arg594ProfsTer27p.R594Pfs*27Q9Y297protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BTRCdeletionFrame_Shift_Delnovelc.1781_1790delGTTCCCCTTCp.Arg594LeufsTer11p.R594Lfs*11Q9Y297protein_codingTCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
BTRCSNVMissense_Mutationc.83C>Gp.Ser28Cysp.S28CQ9Y297protein_codingdeleterious_low_confidence(0)probably_damaging(0.923)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
BTRCSNVMissense_Mutationnovelc.350N>Tp.Ser117Ilep.S117IQ9Y297protein_codingtolerated_low_confidence(0.13)benign(0.096)TCGA-EA-A4BA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinCR
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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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