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: BCL3

Gene summary for BCL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BCL3

Gene ID

602

Gene nameBCL3 transcription coactivator
Gene AliasBCL4
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0001562

UniProtAcc

P20749


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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
602BCL3LZE4THumanEsophagusESCC1.88e-04-1.19e-010.0811
602BCL3LZE20THumanEsophagusESCC1.18e-033.83e-040.0662
602BCL3LZE24THumanEsophagusESCC9.25e-097.38e-010.0596
602BCL3LZE21THumanEsophagusESCC1.39e-032.35e-010.0655
602BCL3P1T-EHumanEsophagusESCC3.74e-151.63e+000.0875
602BCL3P2T-EHumanEsophagusESCC2.62e-247.37e-010.1177
602BCL3P4T-EHumanEsophagusESCC2.13e-189.32e-010.1323
602BCL3P5T-EHumanEsophagusESCC2.10e-162.81e-010.1327
602BCL3P8T-EHumanEsophagusESCC2.13e-391.79e+000.0889
602BCL3P9T-EHumanEsophagusESCC5.17e-153.98e-010.1131
602BCL3P10T-EHumanEsophagusESCC7.74e-081.02e-010.116
602BCL3P12T-EHumanEsophagusESCC8.88e-171.06e-010.1122
602BCL3P15T-EHumanEsophagusESCC5.18e-084.13e-010.1149
602BCL3P16T-EHumanEsophagusESCC9.03e-15-1.74e-010.1153
602BCL3P20T-EHumanEsophagusESCC7.08e-065.37e-010.1124
602BCL3P21T-EHumanEsophagusESCC1.82e-133.74e-010.1617
602BCL3P22T-EHumanEsophagusESCC6.74e-21-6.77e-030.1236
602BCL3P23T-EHumanEsophagusESCC1.80e-482.08e+000.108
602BCL3P24T-EHumanEsophagusESCC6.81e-061.94e-010.1287
602BCL3P26T-EHumanEsophagusESCC1.16e-247.73e-010.1276
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:005117014EsophagusESCCimport into nucleus111/8552159/187235.69e-101.44e-08111
GO:000660613EsophagusESCCprotein import into nucleus108/8552155/187231.16e-092.77e-08108
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:0042771110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator38/855243/187235.75e-091.18e-0738
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa046259EsophagusESCCC-type lectin receptor signaling pathway73/4205104/84651.57e-057.98e-054.09e-0573
hsa0466817EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0462513EsophagusESCCC-type lectin receptor signaling pathway73/4205104/84651.57e-057.98e-054.09e-0573
hsa046684LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
hsa0466811LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
hsa046689Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa046258Oral cavityOSCCC-type lectin receptor signaling pathway73/3704104/84653.83e-083.12e-071.59e-0773
hsa0466816Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa0462512Oral cavityOSCCC-type lectin receptor signaling pathway73/3704104/84653.83e-083.12e-071.59e-0773
hsa0466822Oral cavityLPTNF signaling pathway49/2418114/84656.51e-043.29e-032.12e-0349
hsa0462521Oral cavityLPC-type lectin receptor signaling pathway43/2418104/84653.33e-031.41e-029.06e-0343
hsa0466832Oral cavityLPTNF signaling pathway49/2418114/84656.51e-043.29e-032.12e-0349
hsa0462531Oral cavityLPC-type lectin receptor signaling pathway43/2418104/84653.33e-031.41e-029.06e-0343
hsa046688ProstateBPHTNF signaling pathway41/1718114/84656.86e-054.35e-042.69e-0441
hsa0466815ProstateBPHTNF signaling pathway41/1718114/84656.86e-054.35e-042.69e-0441
hsa0466821ProstateTumorTNF signaling pathway40/1791114/84653.88e-042.07e-031.29e-0340
hsa0466831ProstateTumorTNF signaling pathway40/1791114/84653.88e-042.07e-031.29e-0340
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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
BCL3KERCervixHealthySLC39A8,MARK4,EREG, etc.2.69e-01The 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.
BCL3ABSColorectumMSSCKB,SLC25A37,ZC3H12A, etc.1.02e-01The 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.
BCL3AT2LungHealthySFTPB,SFTPC,STEAP4, etc.4.82e-01The 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.
BCL3INMONLungAAHRYBP,HPSE,THBS1, etc.9.56e-02The 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.
BCL3INMONLungADJECE1,TSHZ3,S100A8, etc.1.77e-01The 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.
∗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
BCL3SNVMissense_Mutationc.463N>Tp.Val155Phep.V155FP20749protein_codingdeleterious(0)possibly_damaging(0.577)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
BCL3SNVMissense_Mutationnovelc.1252C>Gp.Pro418Alap.P418AP20749protein_codingtolerated_low_confidence(0.1)benign(0.173)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BCL3SNVMissense_Mutationnovelc.1263N>Gp.Phe421Leup.F421LP20749protein_codingdeleterious_low_confidence(0.04)benign(0)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BCL3SNVMissense_Mutationc.647N>Ap.Arg216Hisp.R216HP20749protein_codingtolerated(0.14)benign(0.267)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
BCL3SNVMissense_Mutationc.620N>Tp.Thr207Metp.T207MP20749protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BCL3SNVMissense_Mutationc.1019N>Ap.Cys340Tyrp.C340YP20749protein_codingtolerated(0.76)benign(0.178)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
BCL3SNVMissense_Mutationc.635N>Tp.Ala212Valp.A212VP20749protein_codingdeleterious(0)possibly_damaging(0.79)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
BCL3SNVMissense_Mutationnovelc.319C>Tp.Pro107Serp.P107SP20749protein_codingdeleterious(0.04)benign(0.02)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BCL3SNVMissense_Mutationnovelc.1301T>Cp.Phe434Serp.F434SP20749protein_codingdeleterious_low_confidence(0)benign(0.137)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
BCL3SNVMissense_Mutationc.646N>Tp.Arg216Cysp.R216CP20749protein_codingtolerated(0.05)possibly_damaging(0.523)TCGA-AX-A2HG-01Endometriumuterine corpus endometrioid 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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