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: BCL6

Gene summary for BCL6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BCL6

Gene ID

604

Gene nameBCL6 transcription repressor
Gene AliasBCL5
Cytomap3q27.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P41182


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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
604BCL6LZE4THumanEsophagusESCC2.81e-125.25e-010.0811
604BCL6LZE8THumanEsophagusESCC1.95e-054.04e-020.067
604BCL6LZE20THumanEsophagusESCC2.01e-101.93e-010.0662
604BCL6LZE24THumanEsophagusESCC2.27e-145.40e-010.0596
604BCL6P1T-EHumanEsophagusESCC2.28e-055.48e-010.0875
604BCL6P2T-EHumanEsophagusESCC1.04e-253.72e-010.1177
604BCL6P4T-EHumanEsophagusESCC5.98e-092.72e-010.1323
604BCL6P5T-EHumanEsophagusESCC2.21e-025.12e-020.1327
604BCL6P8T-EHumanEsophagusESCC5.72e-306.83e-010.0889
604BCL6P9T-EHumanEsophagusESCC1.03e-123.77e-010.1131
604BCL6P10T-EHumanEsophagusESCC1.51e-172.26e-010.116
604BCL6P11T-EHumanEsophagusESCC4.84e-052.66e-010.1426
604BCL6P12T-EHumanEsophagusESCC1.83e-234.41e-010.1122
604BCL6P15T-EHumanEsophagusESCC1.65e-279.17e-010.1149
604BCL6P16T-EHumanEsophagusESCC1.50e-122.64e-010.1153
604BCL6P20T-EHumanEsophagusESCC1.39e-102.89e-010.1124
604BCL6P21T-EHumanEsophagusESCC6.85e-066.74e-020.1617
604BCL6P22T-EHumanEsophagusESCC2.29e-162.16e-010.1236
604BCL6P23T-EHumanEsophagusESCC1.76e-103.19e-010.108
604BCL6P24T-EHumanEsophagusESCC1.88e-051.30e-010.1287
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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
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
∗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:00508636LungIACregulation of T cell activation54/2061329/187231.77e-031.82e-0254
GO:19031311LungIACmononuclear cell differentiation66/2061426/187232.63e-032.44e-0266
GO:19030376LungIACregulation of leukocyte cell-cell adhesion54/2061336/187232.82e-032.55e-0254
GO:00085932LungIACregulation of Notch signaling pathway20/206195/187233.15e-032.75e-0220
GO:00903112LungIACregulation of protein deacetylation12/206148/187234.87e-033.77e-0212
GO:0090398LungIACcellular senescence19/206193/187235.56e-034.12e-0219
GO:0090342LungIACregulation of cell aging14/206161/187235.64e-034.14e-0214
GO:00465803LungIACnegative regulation of Ras protein signal transduction12/206149/187235.82e-034.23e-0212
GO:0010812LungIACnegative regulation of cell-substrate adhesion15/206168/187236.28e-034.49e-0215
GO:00510527LungIACregulation of DNA metabolic process55/2061359/187237.12e-034.87e-0255
GO:19037068LungIACregulation of hemopoiesis56/2061367/187237.23e-034.94e-0256
GO:000716012LungAIScell-matrix adhesion60/1849233/187232.19e-122.55e-0960
GO:003158913LungAIScell-substrate adhesion80/1849363/187233.80e-123.16e-0980
GO:001081013LungAISregulation of cell-substrate adhesion55/1849221/187237.48e-112.49e-0855
GO:000195212LungAISregulation of cell-matrix adhesion38/1849128/187232.93e-107.42e-0838
GO:005105611LungAISregulation of small GTPase mediated signal transduction66/1849302/187234.26e-109.53e-0866
GO:001657012LungAIShistone modification81/1849463/187232.30e-072.16e-0581
GO:001604912LungAIScell growth83/1849482/187233.26e-072.79e-0583
GO:004308711LungAISregulation of GTPase activity65/1849348/187233.35e-072.83e-0565
GO:004578513LungAISpositive regulation of cell adhesion77/1849437/187233.40e-072.83e-0577
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa04068LiverNAFLDFoxO signaling pathway30/1043131/84654.91e-048.05e-036.49e-0330
hsa040681LiverNAFLDFoxO signaling pathway30/1043131/84654.91e-048.05e-036.49e-0330
hsa040684LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa040685LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa052026LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa040686LungIACFoxO signaling pathway29/1053131/84651.25e-038.24e-035.47e-0329
hsa0520211LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa0406811LungIACFoxO signaling pathway29/1053131/84651.25e-038.24e-035.47e-0329
hsa052022LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa0406821LungAISFoxO signaling pathway25/961131/84656.07e-032.94e-021.88e-0225
hsa052023LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa0406831LungAISFoxO signaling pathway25/961131/84656.07e-032.94e-021.88e-0225
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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
BCL6CD8TEXINTBreastADJLPP,SSH1,C11orf54, etc.8.23e-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.
BCL6GCBreastDCISLPP,SSH1,C11orf54, etc.2.50e-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.
BCL6GCBreastIDCLPP,SSH1,C11orf54, etc.1.81e-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.
BCL6CTColorectumCRCAC023590.1,TSC22D3,DNAJA1, etc.2.75e-03The 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.
BCL6CTColorectumFAPAC023590.1,TSC22D3,DNAJA1, etc.5.77e-03The 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.
BCL6EEColorectumFAPAC023590.1,TSC22D3,DNAJA1, etc.5.13e-03The 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.
BCL6SSCColorectumFAPAC023590.1,TSC22D3,DNAJA1, etc.2.33e-04The 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.
BCL6GCColorectumADJMYBL1,PAX5,MYO1E, 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.
BCL6GCColorectumCRCMYBL1,PAX5,MYO1E, etc.8.77e-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.
BCL6GCColorectumFAPMYBL1,PAX5,MYO1E, etc.2.20e-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
BCL6SNVMissense_Mutationrs772289458c.34A>Cp.Thr12Prop.T12PP41182protein_codingdeleterious(0)probably_damaging(0.969)TCGA-A2-A0CO-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
BCL6SNVMissense_Mutationrs772289458c.34A>Cp.Thr12Prop.T12PP41182protein_codingdeleterious(0)probably_damaging(0.969)TCGA-A7-A4SC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
BCL6SNVMissense_Mutationrs772289458c.34N>Cp.Thr12Prop.T12PP41182protein_codingdeleterious(0)probably_damaging(0.969)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
BCL6SNVMissense_Mutationc.710N>Tp.Pro237Leup.P237LP41182protein_codingtolerated(0.58)benign(0.115)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
BCL6SNVMissense_Mutationc.63C>Gp.Asn21Lysp.N21KP41182protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A15G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
BCL6SNVMissense_Mutationrs772289458c.34N>Cp.Thr12Prop.T12PP41182protein_codingdeleterious(0)probably_damaging(0.969)TCGA-EW-A423-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
BCL6SNVMissense_Mutationrs759501076c.716N>Tp.Pro239Leup.P239LP41182protein_codingtolerated(0.29)benign(0)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
BCL6SNVMissense_Mutationrs535108808c.1427N>Tp.Thr476Metp.T476MP41182protein_codingtolerated(0.06)benign(0.197)TCGA-LL-A5YM-01Breastbreast invasive carcinomaFemale>=65III/IVUnspecificletrozolePD
BCL6SNVMissense_Mutationnovelc.978N>Tp.Lys326Asnp.K326NP41182protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
BCL6SNVMissense_Mutationrs750212558c.2075G>Ap.Arg692Hisp.R692HP41182protein_codingdeleterious(0)probably_damaging(0.987)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
604BCL6TRANSCRIPTION FACTOR, CLINICALLY ACTIONABLEFENRETINIDEFENRETINIDE11027625
604BCL6TRANSCRIPTION FACTOR, CLINICALLY ACTIONABLEinhibitor348353630
604BCL6TRANSCRIPTION FACTOR, CLINICALLY ACTIONABLEinhibitor348353631
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