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: TAF4B

Gene summary for TAF4B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TAF4B

Gene ID

6875

Gene nameTATA-box binding protein associated factor 4b
Gene AliasSPGF13
Cytomap18q11.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

J3KTH2


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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
6875TAF4BAEH-subject1HumanEndometriumAEH1.81e-245.95e-01-0.3059
6875TAF4BAEH-subject2HumanEndometriumAEH4.42e-124.37e-01-0.2525
6875TAF4BAEH-subject3HumanEndometriumAEH4.35e-154.94e-01-0.2576
6875TAF4BAEH-subject4HumanEndometriumAEH3.77e-032.69e-01-0.2657
6875TAF4BAEH-subject5HumanEndometriumAEH3.45e-124.23e-01-0.2953
6875TAF4BEEC-subject1HumanEndometriumEEC2.56e-154.54e-01-0.2682
6875TAF4BEEC-subject2HumanEndometriumEEC1.61e-124.31e-01-0.2607
6875TAF4BEEC-subject4HumanEndometriumEEC2.98e-022.18e-01-0.2571
6875TAF4BLZE24THumanEsophagusESCC9.16e-052.84e-010.0596
6875TAF4BP1T-EHumanEsophagusESCC7.92e-106.37e-010.0875
6875TAF4BP2T-EHumanEsophagusESCC4.20e-153.58e-010.1177
6875TAF4BP4T-EHumanEsophagusESCC1.44e-139.60e-020.1323
6875TAF4BP5T-EHumanEsophagusESCC2.82e-041.08e-010.1327
6875TAF4BP8T-EHumanEsophagusESCC5.86e-061.52e-010.0889
6875TAF4BP9T-EHumanEsophagusESCC2.31e-247.49e-010.1131
6875TAF4BP10T-EHumanEsophagusESCC1.67e-041.42e-010.116
6875TAF4BP11T-EHumanEsophagusESCC3.72e-071.52e-010.1426
6875TAF4BP12T-EHumanEsophagusESCC7.24e-102.46e-010.1122
6875TAF4BP15T-EHumanEsophagusESCC1.83e-083.30e-010.1149
6875TAF4BP16T-EHumanEsophagusESCC3.04e-121.49e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00063673EsophagusESCCtranscription initiation from RNA polymerase II promoter56/855277/187231.30e-061.59e-0556
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:00063524SkinAKDNA-templated transcription, initiation23/1910130/187236.10e-033.29e-0223
GO:000635212SkincSCCDNA-templated transcription, initiation57/4864130/187237.28e-061.01e-0457
GO:00063674SkincSCCtranscription initiation from RNA polymerase II promoter37/486477/187232.53e-052.87e-0437
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501620EndometriumAEHHuntington disease118/1197306/84653.00e-272.44e-251.78e-25118
hsa05016110EndometriumAEHHuntington disease118/1197306/84653.00e-272.44e-251.78e-25118
hsa0501625EndometriumEECHuntington disease120/1237306/84653.86e-274.23e-253.15e-25120
hsa0501635EndometriumEECHuntington disease120/1237306/84653.86e-274.23e-253.15e-25120
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
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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
TAF4BSNVMissense_Mutationc.445N>Tp.Ala149Serp.A149Sprotein_codingtolerated(0.33)benign(0.044)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
TAF4BSNVMissense_Mutationc.1738N>Tp.Pro580Serp.P580Sprotein_codingtolerated(0.15)benign(0.021)TCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TAF4BSNVMissense_Mutationc.2282N>Gp.Ser761Cysp.S761Cprotein_codingdeleterious(0.03)benign(0.105)TCGA-AR-A1AV-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
TAF4BSNVMissense_Mutationrs567210583c.544N>Tp.Ala182Serp.A182Sprotein_codingtolerated(0.41)benign(0.03)TCGA-B6-A0WX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TAF4BSNVMissense_Mutationrs202073070c.758N>Tp.Pro253Leup.P253Lprotein_codingdeleterious(0.05)benign(0.045)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TAF4BSNVMissense_Mutationnovelc.1820T>Cp.Ile607Thrp.I607Tprotein_codingdeleterious(0)benign(0.253)TCGA-BH-A8FY-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TAF4BSNVMissense_Mutationnovelc.2245N>Ap.Glu749Lysp.E749Kprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TAF4BinsertionFrame_Shift_Insnovelc.2108_2109insTATAGACp.Lys703AsnfsTer19p.K703Nfs*19protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TAF4BdeletionIn_Frame_Delnovelc.1003_1005delNNNp.Pro335delp.P335delprotein_codingTCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
TAF4BSNVMissense_Mutationc.1948N>Ap.Leu650Ilep.L650Iprotein_codingtolerated(0.15)benign(0.06)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
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