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: BET1L

Gene summary for BET1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BET1L

Gene ID

51272

Gene nameBet1 golgi vesicular membrane trafficking protein like
Gene AliasBET1L1
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9NYM9


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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
51272BET1LHTA11_2487_2000001011HumanColorectumSER5.04e-042.58e-01-0.1808
51272BET1LHTA11_1938_2000001011HumanColorectumAD8.25e-032.10e-01-0.0811
51272BET1LHTA11_78_2000001011HumanColorectumAD1.34e-093.64e-01-0.1088
51272BET1LHTA11_347_2000001011HumanColorectumAD1.63e-153.57e-01-0.1954
51272BET1LHTA11_411_2000001011HumanColorectumSER7.42e-034.71e-01-0.2602
51272BET1LHTA11_83_2000001011HumanColorectumSER2.47e-032.18e-01-0.1526
51272BET1LHTA11_696_2000001011HumanColorectumAD4.79e-103.49e-01-0.1464
51272BET1LHTA11_1391_2000001011HumanColorectumAD1.69e-164.92e-01-0.059
51272BET1LHTA11_7862_2000001011HumanColorectumAD9.71e-032.73e-01-0.0179
51272BET1LHTA11_866_3004761011HumanColorectumAD6.89e-092.79e-010.096
51272BET1LHTA11_4255_2000001011HumanColorectumSER2.89e-023.49e-010.0446
51272BET1LHTA11_8622_2000001021HumanColorectumSER1.67e-032.80e-010.0528
51272BET1LHTA11_7663_2000001011HumanColorectumSER1.45e-022.68e-010.0131
51272BET1LHTA11_10711_2000001011HumanColorectumAD1.96e-022.27e-010.0338
51272BET1LHTA11_7696_3000711011HumanColorectumAD4.33e-092.85e-010.0674
51272BET1LHTA11_99999970781_79442HumanColorectumMSS1.07e-072.82e-010.294
51272BET1LHTA11_99999965104_69814HumanColorectumMSS4.22e-083.62e-010.281
51272BET1LHTA11_99999971662_82457HumanColorectumMSS1.12e-225.99e-010.3859
51272BET1LHTA11_99999973899_84307HumanColorectumMSS2.45e-063.81e-010.2585
51272BET1LHTA11_99999974143_84620HumanColorectumMSS1.15e-083.05e-010.3005
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0006890ColorectumADretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum27/391852/187237.67e-072.70e-0527
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00161971ColorectumSERendosomal transport61/2897230/187231.03e-053.35e-0461
GO:00068901ColorectumSERretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum20/289752/187234.80e-051.18e-0320
GO:00164821ColorectumSERcytosolic transport46/2897168/187235.20e-051.25e-0346
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:00164822ColorectumMSScytosolic transport59/3467168/187232.29e-079.79e-0659
GO:00068902ColorectumMSSretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum26/346752/187232.66e-071.10e-0526
GO:00421471ColorectumMSSretrograde transport, endosome to Golgi33/346791/187234.78e-058.71e-0433
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
GO:00610254EsophagusESCCmembrane fusion98/8552163/187231.39e-049.41e-0498
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041305EsophagusESCCSNARE interactions in vesicular transport28/420533/84652.75e-051.32e-046.75e-0528
hsa0413012EsophagusESCCSNARE interactions in vesicular transport28/420533/84652.75e-051.32e-046.75e-0528
hsa041302LiverHCCSNARE interactions in vesicular transport25/402033/84658.78e-043.38e-031.88e-0325
hsa041303LiverHCCSNARE interactions in vesicular transport25/402033/84658.78e-043.38e-031.88e-0325
hsa041304Oral cavityOSCCSNARE interactions in vesicular transport28/370433/84651.31e-067.18e-063.66e-0628
hsa0413011Oral cavityOSCCSNARE interactions in vesicular transport28/370433/84651.31e-067.18e-063.66e-0628
hsa0413021Oral cavityLPSNARE interactions in vesicular transport22/241833/84656.00e-064.76e-053.07e-0522
hsa0413031Oral cavityLPSNARE interactions in vesicular transport22/241833/84656.00e-064.76e-053.07e-0522
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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
BET1LSNVMissense_Mutationrs201986208c.241N>Ap.Gly81Argp.G81RQ9NYM9protein_codingdeleterious(0.04)possibly_damaging(0.659)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
BET1LSNVMissense_Mutationnovelc.112N>Tp.Leu38Phep.L38FQ9NYM9protein_codingdeleterious(0.03)possibly_damaging(0.754)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
BET1LSNVMissense_Mutationrs537981172c.127G>Ap.Asp43Asnp.D43NQ9NYM9protein_codingtolerated(0.06)possibly_damaging(0.837)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
BET1LSNVMissense_Mutationrs779024831c.253C>Tp.Arg85Trpp.R85WQ9NYM9protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BET1LSNVMissense_Mutationnovelc.247N>Tp.Asp83Tyrp.D83YQ9NYM9protein_codingdeleterious(0.02)possibly_damaging(0.453)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BET1LSNVMissense_Mutationc.231N>Tp.Met77Ilep.M77IQ9NYM9protein_codingtolerated(0.06)benign(0.021)TCGA-49-AAR2-01Lunglung adenocarcinomaMale<65I/IIChemotherapytaxolCR
BET1LSNVMissense_Mutationrs373427261c.217C>Tp.Arg73Cysp.R73CQ9NYM9protein_codingdeleterious(0)probably_damaging(1)TCGA-HU-A4H3-01Stomachstomach adenocarcinomaFemale<65III/IVChemotherapyts-1PD
BET1LSNVMissense_Mutationnovelc.56G>Tp.Arg19Leup.R19LQ9NYM9protein_codingtolerated(0.3)benign(0.007)TCGA-E8-A2EA-01Thyroidthyroid carcinomaFemale<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
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