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: BAZ2B

Gene summary for BAZ2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BAZ2B

Gene ID

29994

Gene namebromodomain adjacent to zinc finger domain 2B
Gene AliasWALp4
Cytomap2q24.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9UIF8


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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
29994BAZ2BCA_HPV_1HumanCervixCC1.99e-04-8.92e-020.0264
29994BAZ2BCCI_1HumanCervixCC3.22e-058.90e-010.528
29994BAZ2BCCI_3HumanCervixCC1.07e-109.55e-010.516
29994BAZ2BTumorHumanCervixCC6.80e-07-3.36e-010.1241
29994BAZ2Bsample3HumanCervixCC2.51e-03-2.52e-010.1387
29994BAZ2BL1HumanCervixCC1.41e-02-2.92e-010.0802
29994BAZ2BT3HumanCervixCC8.82e-05-2.48e-010.1389
29994BAZ2BHTA11_3410_2000001011HumanColorectumAD2.27e-14-4.75e-010.0155
29994BAZ2BHTA11_2487_2000001011HumanColorectumSER2.68e-02-3.82e-01-0.1808
29994BAZ2BHTA11_347_2000001011HumanColorectumAD8.39e-044.53e-01-0.1954
29994BAZ2BHTA11_3361_2000001011HumanColorectumAD3.18e-09-5.83e-01-0.1207
29994BAZ2BHTA11_866_3004761011HumanColorectumAD1.12e-02-3.93e-010.096
29994BAZ2BHTA11_6801_2000001011HumanColorectumSER2.55e-05-6.58e-010.0171
29994BAZ2BHTA11_7696_3000711011HumanColorectumAD8.71e-04-2.96e-010.0674
29994BAZ2BHTA11_99999970781_79442HumanColorectumMSS6.45e-06-3.69e-010.294
29994BAZ2BHTA11_99999971662_82457HumanColorectumMSS9.19e-10-4.16e-010.3859
29994BAZ2BHTA11_99999973899_84307HumanColorectumMSS1.72e-05-5.56e-010.2585
29994BAZ2BHTA11_99999974143_84620HumanColorectumMSS3.92e-16-4.78e-010.3005
29994BAZ2BF007HumanColorectumFAP2.84e-083.37e-010.1176
29994BAZ2BA001-C-207HumanColorectumFAP7.65e-041.65e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
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:00075689CervixCCaging75/2311339/187232.75e-071.13e-0575
GO:00063257CervixCCchromatin organization78/2311409/187235.40e-058.02e-0478
GO:00906473CervixCCmodulation of age-related behavioral decline5/231110/187234.20e-032.58e-025
GO:00063381CervixCCchromatin remodeling45/2311255/187238.33e-034.30e-0245
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0007568ColorectumADaging98/3918339/187232.77e-043.39e-0398
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00075681ColorectumMSSaging90/3467339/187231.51e-042.19e-0390
GO:00063253ColorectumFAPchromatin organization84/2622409/187231.62e-042.47e-0384
GO:00075682ColorectumFAPaging69/2622339/187237.66e-048.12e-0369
GO:0090647ColorectumFAPmodulation of age-related behavioral decline5/262210/187237.32e-034.38e-025
GO:00063254ColorectumCRCchromatin organization74/2078409/187231.48e-054.61e-0474
GO:00906471ColorectumCRCmodulation of age-related behavioral decline5/207810/187232.61e-032.40e-025
GO:000756810EndometriumAEHaging59/2100339/187234.00e-044.28e-0359
GO:00063258EndometriumAEHchromatin organization64/2100409/187233.69e-032.52e-0264
GO:000756815EndometriumEECaging66/2168339/187231.46e-052.87e-0466
GO:000632513EndometriumEECchromatin organization65/2168409/187234.98e-033.14e-0265
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
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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
BAZ2BSNVMissense_Mutationc.6056N>Gp.Ser2019Cysp.S2019CQ9UIF8protein_codingtolerated(0.06)possibly_damaging(0.894)TCGA-A8-A07F-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
BAZ2BSNVMissense_Mutationrs756567864c.2411G>Cp.Ser804Thrp.S804TQ9UIF8protein_codingdeleterious(0)benign(0.308)TCGA-A8-A08X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
BAZ2BSNVMissense_Mutationc.6001N>Ap.Glu2001Lysp.E2001KQ9UIF8protein_codingtolerated(0.12)possibly_damaging(0.63)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BAZ2BSNVMissense_Mutationc.5827N>Ap.Glu1943Lysp.E1943KQ9UIF8protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BAZ2BSNVMissense_Mutationrs771370768c.2192N>Gp.Ser731Cysp.S731CQ9UIF8protein_codingtolerated(0.3)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BAZ2BSNVMissense_Mutationc.1661N>Gp.Ser554Cysp.S554CQ9UIF8protein_codingdeleterious(0)benign(0.299)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BAZ2BSNVMissense_Mutationnovelc.4003N>Ap.Glu1335Lysp.E1335KQ9UIF8protein_codingdeleterious(0.01)possibly_damaging(0.76)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
BAZ2BSNVMissense_Mutationrs755763510c.2740N>Tp.Arg914Trpp.R914WQ9UIF8protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BAZ2BSNVMissense_Mutationnovelc.409N>Tp.Pro137Serp.P137SQ9UIF8protein_codingtolerated(0.12)benign(0.014)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BAZ2BSNVMissense_Mutationnovelc.1859N>Gp.Glu620Glyp.E620GQ9UIF8protein_codingdeleterious(0.03)benign(0.356)TCGA-AN-A0AK-01Breastbreast invasive 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
29994BAZ2BNAELLIPTECINEELLIPTECINE
29994BAZ2BNA4-HYDROXYESTRADIOLCHEMBL1412489
29994BAZ2BNASJ000018300CHEMBL590927
29994BAZ2BNAMETHYLTHIONINIUM CHLORIDEMETHYLTHIONINIUM CHLORIDE
29994BAZ2BNAGNF-PF-5381CHEMBL578109
29994BAZ2BNABAS 01152706CHEMBL2002487
29994BAZ2BNAGNF-PF-4967CHEMBL585827
29994BAZ2BNACEFACLORCEFACLOR
29994BAZ2BNALIPOIC ACID, ALPHALIPOIC ACID, ALPHA
29994BAZ2BNADNDI1417165CHEMBL1406948
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