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: BCL2L1

Gene summary for BCL2L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BCL2L1

Gene ID

598

Gene nameBCL2 like 1
Gene AliasBCL-XL/S
Cytomap20q11.21
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q07817


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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
598BCL2L1HTA11_866_3004761011HumanColorectumAD1.14e-023.13e-010.096
598BCL2L1HTA11_99999971662_82457HumanColorectumMSS3.51e-117.07e-010.3859
598BCL2L1HTA11_99999974143_84620HumanColorectumMSS4.13e-095.86e-010.3005
598BCL2L1A015-C-203HumanColorectumFAP2.91e-09-1.27e-01-0.1294
598BCL2L1A001-C-108HumanColorectumFAP4.14e-03-3.21e-02-0.0272
598BCL2L1A002-C-205HumanColorectumFAP3.02e-04-4.65e-02-0.1236
598BCL2L1A015-C-006HumanColorectumFAP3.38e-02-1.21e-01-0.0994
598BCL2L1A015-C-106HumanColorectumFAP1.75e-03-4.90e-02-0.0511
598BCL2L1A002-C-114HumanColorectumFAP3.42e-02-1.21e-01-0.1561
598BCL2L1A015-C-104HumanColorectumFAP1.14e-08-1.21e-01-0.1899
598BCL2L1A001-C-014HumanColorectumFAP1.29e-02-5.96e-030.0135
598BCL2L1A002-C-016HumanColorectumFAP2.01e-05-6.27e-020.0521
598BCL2L1A001-C-007HumanColorectumCRC2.97e-086.90e-010.1899
598BCL2L1A001-C-203HumanColorectumFAP6.58e-035.11e-02-0.0481
598BCL2L1A002-C-116HumanColorectumFAP7.36e-12-1.16e-01-0.0452
598BCL2L1A018-E-020HumanColorectumFAP5.22e-04-2.21e-01-0.2034
598BCL2L1F034HumanColorectumFAP1.55e-06-1.08e-01-0.0665
598BCL2L1CRC-1-8810HumanColorectumCRC2.20e-052.75e-010.6257
598BCL2L1CRC-3-11773HumanColorectumCRC1.12e-052.81e-010.2564
598BCL2L1LZE4THumanEsophagusESCC4.12e-073.14e-010.0811
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:19054763LiverCirrhoticnegative regulation of protein localization to membrane17/463432/187235.24e-044.14e-0317
GO:00432002LiverCirrhoticresponse to amino acid45/4634116/187235.54e-044.36e-0345
GO:00009105LiverCirrhoticcytokinesis62/4634173/187237.13e-045.33e-0362
GO:200102011LiverCirrhoticregulation of response to DNA damage stimulus75/4634219/187239.75e-046.89e-0375
GO:19020424LiverCirrhoticnegative regulation of extrinsic apoptotic signaling pathway via death domain receptors16/463431/187231.15e-037.83e-0316
GO:19043764LiverCirrhoticnegative regulation of protein localization to cell periphery14/463426/187231.37e-039.14e-0314
GO:009728411LiverCirrhotichepatocyte apoptotic process10/463416/187231.51e-039.91e-0310
GO:1903317LiverCirrhoticregulation of protein maturation28/463467/187231.60e-031.04e-0228
GO:00108236LiverCirrhoticnegative regulation of mitochondrion organization22/463449/187231.64e-031.05e-0222
GO:001021211LiverCirrhoticresponse to ionizing radiation53/4634148/187231.70e-031.08e-0253
GO:00518815LiverCirrhoticregulation of mitochondrial membrane potential30/463474/187231.97e-031.23e-0230
GO:00614585LiverCirrhoticreproductive system development132/4634427/187232.07e-031.28e-02132
GO:00486085LiverCirrhoticreproductive structure development131/4634424/187232.19e-031.34e-02131
GO:00069191LiverCirrhoticactivation of cysteine-type endopeptidase activity involved in apoptotic process31/463478/187232.43e-031.46e-0231
GO:19040191LiverCirrhoticepithelial cell apoptotic process44/4634121/187232.86e-031.65e-0244
GO:00435242LiverCirrhoticnegative regulation of neuron apoptotic process51/4634145/187233.15e-031.78e-0251
GO:19022367LiverCirrhoticnegative regulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway11/463420/187233.61e-031.99e-0211
GO:0071229LiverCirrhoticcellular response to acid chemical31/463480/187233.83e-032.10e-0231
GO:0070613LiverCirrhoticregulation of protein processing26/463465/187234.73e-032.48e-0226
GO:00018366LiverCirrhoticrelease of cytochrome c from mitochondria24/463459/187235.06e-032.62e-0224
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa05417ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
hsa05170ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa05220ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa05166ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa01521ColorectumADEGFR tyrosine kinase inhibitor resistance29/209279/84651.15e-024.24e-022.71e-0229
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa054171ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
hsa051701ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa052201ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa052251ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa041371ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa051661ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa015211ColorectumADEGFR tyrosine kinase inhibitor resistance29/209279/84651.15e-024.24e-022.71e-0229
hsa050124ColorectumMSSParkinson disease140/1875266/84652.32e-287.79e-264.77e-26140
hsa050224ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa050144ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa051314ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
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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
BCL2L1SNVMissense_Mutationc.72N>Cp.Trp24Cysp.W24CQ07817protein_codingtolerated(0.18)benign(0.18)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
BCL2L1SNVMissense_Mutationc.292G>Ap.Glu98Lysp.E98KQ07817protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BCL2L1SNVMissense_Mutationnovelc.132N>Tp.Glu44Aspp.E44DQ07817protein_codingtolerated(0.41)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BCL2L1insertionFrame_Shift_Insnovelc.537_538insAAAACTGTAGCCTATGTGTTCATTAAGTCCCAAAp.Pro180LysfsTer70p.P180Kfs*70Q07817protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
BCL2L1insertionNonsense_Mutationnovelc.441_442insAGTGTATTGTAAATCTTGGCGATAATGTp.Gly148SerfsTer4p.G148Sfs*4Q07817protein_codingTCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BCL2L1SNVMissense_Mutationnovelc.106N>Cp.Glu36Glnp.E36QQ07817protein_codingtolerated(0.33)benign(0.245)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
BCL2L1SNVMissense_Mutationnovelc.647N>Tp.Thr216Metp.T216MQ07817protein_codingtolerated(0.29)possibly_damaging(0.622)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
BCL2L1SNVMissense_Mutationnovelc.205N>Cp.Thr69Prop.T69PQ07817protein_codingtolerated(0.45)benign(0)TCGA-AA-A01C-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
BCL2L1SNVMissense_Mutationnovelc.325A>Gp.Thr109Alap.T109AQ07817protein_codingtolerated(0.21)benign(0.018)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
BCL2L1SNVMissense_Mutationc.362A>Cp.Gln121Prop.Q121PQ07817protein_codingdeleterious(0)benign(0.159)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=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
598BCL2L1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEIndole-based analog 2
598BCL2L1CLINICALLY ACTIONABLE, DRUGGABLE GENOMENAVITOCLAX, ABT-263
598BCL2L1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEantagonist252166532ABT 737
598BCL2L1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEPMID27744724-Compound-26
598BCL2L1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEGOSSYPOLGOSSYPOL19555126
598BCL2L1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEantagonist252166530VENETOCLAX
598BCL2L1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEAPG-1252
598BCL2L1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEABT-737ABT 73722386982,22747598
598BCL2L1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEABT-263NAVITOCLAX
598BCL2L1CLINICALLY ACTIONABLE, DRUGGABLE GENOMEinhibitorCHEMBL443684NAVITOCLAX
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