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: BSCL2

Gene summary for BSCL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BSCL2

Gene ID

26580

Gene nameBSCL2 lipid droplet biogenesis associated, seipin
Gene AliasGNG3LG
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

A0A024R540


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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
26580BSCL2HTA11_3410_2000001011HumanColorectumAD3.35e-152.88e-010.0155
26580BSCL2HTA11_2487_2000001011HumanColorectumSER6.13e-194.25e-01-0.1808
26580BSCL2HTA11_2951_2000001011HumanColorectumAD1.51e-115.62e-010.0216
26580BSCL2HTA11_1938_2000001011HumanColorectumAD2.77e-185.63e-01-0.0811
26580BSCL2HTA11_78_2000001011HumanColorectumAD8.38e-102.84e-01-0.1088
26580BSCL2HTA11_347_2000001011HumanColorectumAD3.42e-163.16e-01-0.1954
26580BSCL2HTA11_411_2000001011HumanColorectumSER2.50e-117.18e-01-0.2602
26580BSCL2HTA11_2112_2000001011HumanColorectumSER8.76e-084.80e-01-0.2196
26580BSCL2HTA11_3361_2000001011HumanColorectumAD5.46e-226.31e-01-0.1207
26580BSCL2HTA11_83_2000001011HumanColorectumSER2.70e-124.07e-01-0.1526
26580BSCL2HTA11_696_2000001011HumanColorectumAD3.10e-426.86e-01-0.1464
26580BSCL2HTA11_866_2000001011HumanColorectumAD1.63e-224.25e-01-0.1001
26580BSCL2HTA11_1391_2000001011HumanColorectumAD1.67e-296.25e-01-0.059
26580BSCL2HTA11_2992_2000001011HumanColorectumSER2.14e-073.79e-01-0.1706
26580BSCL2HTA11_5212_2000001011HumanColorectumAD1.00e-073.63e-01-0.2061
26580BSCL2HTA11_5216_2000001011HumanColorectumSER2.17e-094.66e-01-0.1462
26580BSCL2HTA11_546_2000001011HumanColorectumAD1.74e-134.15e-01-0.0842
26580BSCL2HTA11_9341_2000001011HumanColorectumSER5.61e-034.03e-01-0.00410000000000005
26580BSCL2HTA11_7862_2000001011HumanColorectumAD1.12e-062.70e-01-0.0179
26580BSCL2HTA11_866_3004761011HumanColorectumAD4.00e-265.41e-010.096
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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
∗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:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0120162ColorectumADpositive regulation of cold-induced thermogenesis32/391897/187233.74e-032.63e-0232
GO:0106106ColorectumADcold-induced thermogenesis43/3918144/187237.05e-034.31e-0243
GO:0120161ColorectumADregulation of cold-induced thermogenesis43/3918144/187237.05e-034.31e-0243
GO:1990845ColorectumADadaptive thermogenesis46/3918157/187237.97e-034.73e-0246
GO:00098951ColorectumSERnegative regulation of catabolic process84/2897320/187233.93e-072.06e-0584
GO:00160421ColorectumSERlipid catabolic process77/2897320/187233.52e-059.18e-0477
GO:0045444ColorectumSERfat cell differentiation51/2897229/187233.96e-033.26e-0251
GO:00098952ColorectumMSSnegative regulation of catabolic process110/3467320/187237.88e-121.20e-09110
GO:00108761ColorectumMSSlipid localization104/3467448/187236.76e-034.38e-02104
GO:00160422ColorectumMSSlipid catabolic process77/3467320/187237.43e-034.71e-0277
GO:00098953ColorectumMSI-Hnegative regulation of catabolic process46/1319320/187233.00e-061.68e-0446
GO:000989520EsophagusHGINnegative regulation of catabolic process87/2587320/187231.74e-101.68e-0887
GO:005123520EsophagusHGINmaintenance of location73/2587327/187231.73e-054.71e-0473
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00199155EsophagusESCClipid storage58/855287/187236.15e-054.72e-0458
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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
BSCL2SNVMissense_Mutationrs781147014c.511N>Tp.Arg171Cysp.R171CQ96G97protein_codingdeleterious(0)possibly_damaging(0.899)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BSCL2SNVMissense_Mutationc.1183N>Ap.Asp395Asnp.D395NQ96G97protein_codingtolerated(0.07)benign(0.3)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
BSCL2SNVMissense_Mutationc.1078N>Ap.Glu360Lysp.E360KQ96G97protein_codingtolerated(0.64)benign(0)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
BSCL2SNVMissense_Mutationrs142608646c.836N>Ap.Arg279Hisp.R279HQ96G97protein_codingtolerated(0.17)possibly_damaging(0.857)TCGA-C8-A134-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
BSCL2insertionFrame_Shift_Insrs749890533c.974_975insGp.Ile326HisfsTer12p.I326Hfs*12Q96G97protein_codingTCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BSCL2SNVMissense_Mutationrs781147014c.511C>Tp.Arg171Cysp.R171CQ96G97protein_codingdeleterious(0)possibly_damaging(0.899)TCGA-EA-A5FO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BSCL2SNVMissense_Mutationrs879253900c.409N>Ap.Asp137Asnp.D137NQ96G97protein_codingdeleterious(0.01)probably_damaging(0.975)TCGA-EK-A2RM-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BSCL2insertionIn_Frame_Insnovelc.124_125insCACp.Trp41_Arg42insProp.W41_R42insPQ96G97protein_codingTCGA-ZJ-A8QO-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
BSCL2SNVMissense_Mutationrs878855171c.505C>Tp.Pro169Serp.P169SQ96G97protein_codingtolerated(0.05)possibly_damaging(0.743)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
BSCL2SNVMissense_Mutationc.445N>Tp.Pro149Serp.P149SQ96G97protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=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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