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: BCL2L10

Gene summary for BCL2L10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BCL2L10

Gene ID

10017

Gene nameBCL2 like 10
Gene AliasBCL-B
Cytomap15q21.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

H0YMD5


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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
10017BCL2L10P4T-EHumanEsophagusESCC8.71e-143.06e-010.1323
10017BCL2L10P9T-EHumanEsophagusESCC9.29e-041.26e-010.1131
10017BCL2L10P15T-EHumanEsophagusESCC1.28e-031.13e-010.1149
10017BCL2L10P20T-EHumanEsophagusESCC3.13e-112.58e-010.1124
10017BCL2L10P21T-EHumanEsophagusESCC8.84e-051.14e-010.1617
10017BCL2L10P23T-EHumanEsophagusESCC2.58e-031.39e-010.108
10017BCL2L10P24T-EHumanEsophagusESCC9.20e-061.72e-010.1287
10017BCL2L10P28T-EHumanEsophagusESCC4.41e-071.38e-010.1149
10017BCL2L10P31T-EHumanEsophagusESCC9.53e-091.90e-010.1251
10017BCL2L10P37T-EHumanEsophagusESCC1.03e-051.94e-010.1371
10017BCL2L10P49T-EHumanEsophagusESCC3.34e-078.89e-010.1768
10017BCL2L10P74T-EHumanEsophagusESCC1.36e-112.48e-010.1479
10017BCL2L10P82T-EHumanEsophagusESCC7.46e-031.58e-010.1072
10017BCL2L10P89T-EHumanEsophagusESCC3.33e-042.63e-010.1752
10017BCL2L10P107T-EHumanEsophagusESCC1.35e-081.54e-010.171
10017BCL2L10P127T-EHumanEsophagusESCC5.70e-111.55e-010.0826
10017BCL2L10P128T-EHumanEsophagusESCC1.74e-021.49e-010.1241
10017BCL2L10P130T-EHumanEsophagusESCC1.51e-641.27e+000.1676
10017BCL2L10S014HumanLiverHCC7.56e-231.12e+000.2254
10017BCL2L10S015HumanLiverHCC2.19e-271.24e+000.2375
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:2001243111EsophagusESCCnegative regulation of intrinsic apoptotic signaling pathway78/855298/187235.50e-122.10e-1078
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:0043281111EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic process143/8552209/187232.12e-117.31e-10143
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:0010950111EsophagusESCCpositive regulation of endopeptidase activity116/8552179/187231.77e-072.79e-06116
GO:00380347EsophagusESCCsignal transduction in absence of ligand48/855265/187233.63e-063.97e-0548
GO:00971927EsophagusESCCextrinsic apoptotic signaling pathway in absence of ligand48/855265/187233.63e-063.97e-0548
GO:0043280110EsophagusESCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process84/8552129/187236.38e-066.55e-0584
GO:2001056110EsophagusESCCpositive regulation of cysteine-type endopeptidase activity94/8552148/187238.87e-068.59e-0594
GO:000691915EsophagusESCCactivation of cysteine-type endopeptidase activity involved in apoptotic process54/855278/187232.17e-051.87e-0454
GO:200123322LiverHCCregulation of apoptotic signaling pathway226/7958356/187237.26e-165.68e-14226
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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
BCL2L10SNVMissense_Mutationnovelc.709N>Ap.Leu237Ilep.L237Iprotein_codingpossibly_damaging(0.578)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
BCL2L10SNVMissense_Mutationnovelc.177N>Gp.Ile59Metp.I59Mprotein_codingtolerated(0.24)benign(0.052)TCGA-AA-3529-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
BCL2L10SNVMissense_Mutationc.235G>Ap.Ala79Thrp.A79Tprotein_codingtolerated(0.2)benign(0.047)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
BCL2L10insertionFrame_Shift_Insnovelc.569_570insAGTTGp.Ser191ValfsTer40p.S191Vfs*40protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BCL2L10SNVMissense_Mutationnovelc.679N>Tp.Ile227Phep.I227Fprotein_codingbenign(0.412)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BCL2L10SNVMissense_Mutationnovelc.679N>Tp.Ile227Phep.I227Fprotein_codingbenign(0.412)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BCL2L10SNVMissense_Mutationrs142737063c.589C>Ap.Leu197Ilep.L197Iprotein_codingpossibly_damaging(0.578)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
BCL2L10SNVMissense_Mutationc.192N>Ap.Phe64Leup.F64Lprotein_codingtolerated(0.31)probably_damaging(0.969)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
BCL2L10SNVMissense_Mutationnovelc.695N>Tp.Thr232Ilep.T232Iprotein_codingbenign(0)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BCL2L10SNVMissense_Mutationc.233N>Cp.Val78Alap.V78Aprotein_codingtolerated(0.09)benign(0.043)TCGA-MP-A4T6-01Lunglung 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
10017BCL2L10DRUGGABLE GENOMEinhibitorCHEMBL2107358OBATOCLAX MESYLATE
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