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: TAF1

Gene summary for TAF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TAF1

Gene ID

6872

Gene nameTATA-box binding protein associated factor 1
Gene AliasBA2R
CytomapXq13.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P21675


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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
6872TAF1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC2.60e-07-5.33e-02-0.1869
6872TAF1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.11e-05-1.18e-01-0.1875
6872TAF1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC8.31e-10-5.23e-02-0.1883
6872TAF1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.77e-06-3.76e-02-0.1934
6872TAF1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC7.67e-07-8.08e-02-0.1917
6872TAF1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC8.00e-09-1.10e-01-0.1916
6872TAF1LZE4THumanEsophagusESCC7.07e-113.10e-010.0811
6872TAF1LZE5THumanEsophagusESCC3.35e-022.64e-010.0514
6872TAF1LZE7THumanEsophagusESCC4.05e-104.91e-010.0667
6872TAF1LZE8THumanEsophagusESCC1.03e-031.23e-010.067
6872TAF1LZE24THumanEsophagusESCC1.02e-185.28e-010.0596
6872TAF1LZE21THumanEsophagusESCC4.21e-041.86e-010.0655
6872TAF1P1T-EHumanEsophagusESCC6.77e-053.04e-010.0875
6872TAF1P2T-EHumanEsophagusESCC2.30e-152.99e-010.1177
6872TAF1P4T-EHumanEsophagusESCC9.05e-142.10e-010.1323
6872TAF1P5T-EHumanEsophagusESCC2.53e-101.53e-010.1327
6872TAF1P8T-EHumanEsophagusESCC6.06e-244.42e-010.0889
6872TAF1P9T-EHumanEsophagusESCC2.93e-081.84e-010.1131
6872TAF1P10T-EHumanEsophagusESCC3.76e-162.90e-010.116
6872TAF1P11T-EHumanEsophagusESCC4.65e-062.92e-010.1426
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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
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
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:004670010ProstateBPHheterocycle catabolic process111/3107445/187233.58e-065.54e-05111
GO:00448435ProstateBPHcell cycle G1/S phase transition68/3107241/187233.80e-065.83e-0568
GO:00000825ProstateBPHG1/S transition of mitotic cell cycle62/3107214/187233.93e-065.97e-0562
GO:004427014ProstateBPHcellular nitrogen compound catabolic process112/3107451/187234.04e-066.12e-05112
GO:00182055ProstateBPHpeptidyl-lysine modification96/3107376/187235.70e-068.39e-0596
GO:001943910ProstateBPHaromatic compound catabolic process113/3107467/187231.30e-051.72e-04113
GO:006100816ProstateBPHhepaticobiliary system development46/3107150/187231.36e-051.78e-0446
GO:190136110ProstateBPHorganic cyclic compound catabolic process118/3107495/187231.75e-052.17e-04118
GO:000188916ProstateBPHliver development45/3107147/187231.76e-052.18e-0445
GO:00064733ProstateBPHprotein acetylation55/3107201/187237.69e-057.42e-0455
GO:00183943ProstateBPHpeptidyl-lysine acetylation48/3107169/187237.96e-057.65e-0448
GO:190236910ProstateBPHnegative regulation of RNA catabolic process24/310775/187237.53e-044.98e-0324
GO:19023739ProstateBPHnegative regulation of mRNA catabolic process21/310763/187238.71e-045.62e-0321
GO:00352645ProstateBPHmulticellular organism growth36/3107132/187231.31e-037.90e-0336
GO:00435433ProstateBPHprotein acylation58/3107243/187232.14e-031.19e-0258
GO:00165733ProstateBPHhistone acetylation39/3107152/187232.86e-031.50e-0239
GO:00482559ProstateBPHmRNA stabilization18/310756/187233.12e-031.63e-0218
GO:00183933ProstateBPHinternal peptidyl-lysine acetylation40/3107158/187233.30e-031.71e-0240
GO:00064753ProstateBPHinternal protein amino acid acetylation40/3107160/187234.17e-032.06e-0240
GO:00434897ProstateBPHRNA stabilization19/310765/187237.73e-033.39e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030222EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa0302211EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
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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
TAF1CD8TCMCervixN_HPVBLMH,RBM15B,STK11, etc.1.12e-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.
TAF1STMEsophagusLGINHIST1H1E,HIST1H2AH,AP000769.1, etc.7.22e-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.
TAF1STMProstateBPHMDM2,BTBD8,FRMD6-AS2, etc.2.43e-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.
TAF1CD4TNThyroidADJPARP3,FXYD2,PGM2L1, etc.3.28e-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
TAF1SNVMissense_Mutationnovelc.3409N>Ap.Gln1137Lysp.Q1137KP21675protein_codingdeleterious(0.04)probably_damaging(0.991)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
TAF1SNVMissense_Mutationnovelc.4912G>Ap.Asp1638Asnp.D1638NP21675protein_codingtolerated(1)benign(0.092)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TAF1SNVMissense_Mutationc.5638N>Ap.Glu1880Lysp.E1880KP21675protein_codingdeleterious_low_confidence(0)probably_damaging(0.931)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TAF1SNVMissense_Mutationnovelc.85N>Ap.Asp29Asnp.D29NP21675protein_codingtolerated_low_confidence(0.1)benign(0.124)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
TAF1SNVMissense_Mutationnovelc.4675N>Tp.Pro1559Serp.P1559SP21675protein_codingdeleterious(0.01)possibly_damaging(0.752)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
TAF1SNVMissense_Mutationc.1679G>Tp.Arg560Leup.R560LP21675protein_codingdeleterious(0)benign(0.44)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TAF1SNVMissense_Mutationc.4174C>Tp.His1392Tyrp.H1392YP21675protein_codingtolerated(0.17)benign(0.021)TCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TAF1SNVMissense_Mutationc.2195N>Gp.Asp732Glyp.D732GP21675protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TAF1SNVMissense_Mutationrs760338471c.2698A>Gp.Met900Valp.M900VP21675protein_codingdeleterious(0.03)benign(0.049)TCGA-AO-A12F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapypaclitaxelSD
TAF1SNVMissense_Mutationc.1816G>Ap.Gly606Argp.G606RP21675protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AR-A1AL-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozoleSD
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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
6872TAF1TRANSCRIPTION FACTOR COMPLEX, NUCLEAR HORMONE RECEPTOR, KINASE, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, ENZYME, CLINICALLY ACTIONABLEinhibitor336446910
6872TAF1TRANSCRIPTION FACTOR COMPLEX, NUCLEAR HORMONE RECEPTOR, KINASE, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, ENZYME, CLINICALLY ACTIONABLEDOXORUBICINDOXORUBICIN10070062
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