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: BCL2L13

Gene summary for BCL2L13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BCL2L13

Gene ID

23786

Gene nameBCL2 like 13
Gene AliasBCL-RAMBO
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A0A087WX97


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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
23786BCL2L13HTA11_3410_2000001011HumanColorectumAD1.55e-03-1.42e-010.0155
23786BCL2L13HTA11_347_2000001011HumanColorectumAD5.77e-065.08e-01-0.1954
23786BCL2L13F007HumanColorectumFAP4.37e-04-3.54e-010.1176
23786BCL2L13A001-C-207HumanColorectumFAP2.71e-03-2.93e-010.1278
23786BCL2L13A015-C-203HumanColorectumFAP4.47e-18-3.77e-01-0.1294
23786BCL2L13A015-C-204HumanColorectumFAP1.68e-06-3.65e-01-0.0228
23786BCL2L13A014-C-040HumanColorectumFAP1.16e-04-5.12e-01-0.1184
23786BCL2L13A002-C-201HumanColorectumFAP1.48e-14-4.10e-010.0324
23786BCL2L13A001-C-119HumanColorectumFAP6.75e-05-2.97e-01-0.1557
23786BCL2L13A001-C-108HumanColorectumFAP4.63e-10-2.81e-01-0.0272
23786BCL2L13A002-C-205HumanColorectumFAP3.63e-13-2.36e-01-0.1236
23786BCL2L13A015-C-006HumanColorectumFAP5.62e-12-4.34e-01-0.0994
23786BCL2L13A015-C-106HumanColorectumFAP1.35e-08-2.48e-01-0.0511
23786BCL2L13A002-C-114HumanColorectumFAP3.08e-13-3.80e-01-0.1561
23786BCL2L13A015-C-104HumanColorectumFAP4.69e-16-2.22e-01-0.1899
23786BCL2L13A001-C-014HumanColorectumFAP1.25e-10-3.07e-010.0135
23786BCL2L13A002-C-016HumanColorectumFAP1.12e-15-3.68e-010.0521
23786BCL2L13A015-C-002HumanColorectumFAP9.24e-09-3.25e-01-0.0763
23786BCL2L13A001-C-203HumanColorectumFAP2.45e-05-2.14e-01-0.0481
23786BCL2L13A002-C-116HumanColorectumFAP4.27e-17-3.21e-01-0.0452
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:004586222LiverHCCpositive regulation of proteolysis232/7958372/187235.66e-153.98e-13232
GO:004328112LiverHCCregulation of cysteine-type endopeptidase activity involved in apoptotic process125/7958209/187233.12e-075.42e-06125
GO:200011612LiverHCCregulation of cysteine-type endopeptidase activity137/7958235/187236.91e-071.08e-05137
GO:005254722LiverHCCregulation of peptidase activity247/7958461/187238.28e-071.27e-05247
GO:005254822LiverHCCregulation of endopeptidase activity230/7958432/187233.58e-064.68e-05230
GO:001095212LiverHCCpositive regulation of peptidase activity110/7958197/187231.04e-048.98e-04110
GO:001095012LiverHCCpositive regulation of endopeptidase activity96/7958179/187231.68e-038.79e-0396
GO:004328012LiverHCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process70/7958129/187234.58e-031.97e-0270
GO:200105612LiverHCCpositive regulation of cysteine-type endopeptidase activity79/7958148/187234.82e-032.03e-0279
GO:004586220Oral cavityOSCCpositive regulation of proteolysis236/7305372/187236.53e-221.38e-19236
GO:200011620Oral cavityOSCCregulation of cysteine-type endopeptidase activity152/7305235/187231.14e-158.13e-14152
GO:004328120Oral cavityOSCCregulation of cysteine-type endopeptidase activity involved in apoptotic process137/7305209/187235.94e-153.80e-13137
GO:005254720Oral cavityOSCCregulation of peptidase activity255/7305461/187235.78e-132.75e-11255
GO:001095220Oral cavityOSCCpositive regulation of peptidase activity123/7305197/187232.12e-117.21e-10123
GO:005254820Oral cavityOSCCregulation of endopeptidase activity235/7305432/187234.35e-111.40e-09235
GO:001095019Oral cavityOSCCpositive regulation of endopeptidase activity107/7305179/187231.38e-082.78e-07107
GO:200105618Oral cavityOSCCpositive regulation of cysteine-type endopeptidase activity88/7305148/187233.59e-075.40e-0688
GO:004328018Oral cavityOSCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process78/7305129/187236.35e-079.03e-0678
GO:00069196Oral cavityOSCCactivation of cysteine-type endopeptidase activity involved in apoptotic process47/730578/187231.16e-048.42e-0447
GO:0045862110Oral cavityLPpositive regulation of proteolysis165/4623372/187235.40e-178.46e-15165
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041371ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041378ColorectumFAPMitophagy - animal20/140472/84651.14e-023.92e-022.38e-0220
hsa041379ColorectumFAPMitophagy - animal20/140472/84651.14e-023.92e-022.38e-0220
hsa0413710ColorectumCRCMitophagy - animal17/109172/84658.74e-034.00e-022.71e-0217
hsa0413711ColorectumCRCMitophagy - animal17/109172/84658.74e-034.00e-022.71e-0217
hsa04137210EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0513428EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0413738EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0513436EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0413712LiverNAFLDMitophagy - animal18/104372/84652.27e-032.46e-021.99e-0218
hsa0413713LiverNAFLDMitophagy - animal18/104372/84652.27e-032.46e-021.99e-0218
hsa0413721LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa0513412LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa0413731LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa0513413LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa0413741LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0413751LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0413728Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa0513425Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
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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
BCL2L13SNVMissense_Mutationrs770528843c.581N>Ap.Arg194Hisp.R194Hprotein_codingdeleterious(0.02)probably_damaging(0.919)TCGA-A2-A0YT-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
BCL2L13SNVMissense_Mutationrs746105939c.523A>Gp.Asn175Aspp.N175Dprotein_codingdeleterious(0.03)benign(0.044)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
BCL2L13SNVMissense_Mutationc.1153N>Cp.Asp385Hisp.D385Hprotein_codingtolerated_low_confidence(0.09)benign(0.011)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BCL2L13SNVMissense_Mutationnovelc.256N>Ap.Glu86Lysp.E86Kprotein_codingdeleterious(0.04)probably_damaging(0.96)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
BCL2L13SNVMissense_Mutationrs746105939c.523N>Gp.Asn175Aspp.N175Dprotein_codingdeleterious(0.03)benign(0.044)TCGA-BH-A1F2-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
BCL2L13SNVMissense_Mutationnovelc.467C>Tp.Thr156Ilep.T156Iprotein_codingdeleterious(0.02)probably_damaging(0.974)TCGA-VS-A8QC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelPD
BCL2L13SNVMissense_Mutationrs568678964c.291N>Cp.Glu97Aspp.E97Dprotein_codingdeleterious(0.03)probably_damaging(0.956)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BCL2L13SNVMissense_Mutationc.694T>Cp.Ser232Prop.S232Pprotein_codingtolerated(0.15)benign(0.061)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BCL2L13SNVMissense_Mutationrs559607869c.1064N>Tp.Ala355Valp.A355Vprotein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.491)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BCL2L13SNVMissense_Mutationrs749474060c.641C>Tp.Ser214Leup.S214Lprotein_codingtolerated(0.09)benign(0.294)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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