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: TAF2

Gene summary for TAF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TAF2

Gene ID

6873

Gene nameTATA-box binding protein associated factor 2
Gene AliasCIF150
Cytomap8q24.12
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

B3KMD8


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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
6873TAF2CCI_1HumanCervixCC3.01e-045.02e-010.528
6873TAF2CCI_2HumanCervixCC7.07e-121.34e+000.5249
6873TAF2CCI_3HumanCervixCC6.44e-065.52e-010.516
6873TAF2LZE4THumanEsophagusESCC6.38e-165.20e-010.0811
6873TAF2LZE5THumanEsophagusESCC6.91e-053.16e-010.0514
6873TAF2LZE7THumanEsophagusESCC4.07e-134.19e-010.0667
6873TAF2LZE8THumanEsophagusESCC3.98e-112.44e-010.067
6873TAF2LZE20THumanEsophagusESCC6.93e-052.19e-010.0662
6873TAF2LZE24THumanEsophagusESCC3.86e-194.39e-010.0596
6873TAF2LZE6THumanEsophagusESCC3.17e-051.93e-010.0845
6873TAF2P1T-EHumanEsophagusESCC1.21e-083.09e-010.0875
6873TAF2P2T-EHumanEsophagusESCC7.25e-304.32e-010.1177
6873TAF2P4T-EHumanEsophagusESCC5.55e-183.54e-010.1323
6873TAF2P5T-EHumanEsophagusESCC5.13e-173.55e-010.1327
6873TAF2P8T-EHumanEsophagusESCC4.04e-172.87e-010.0889
6873TAF2P9T-EHumanEsophagusESCC4.67e-101.74e-010.1131
6873TAF2P10T-EHumanEsophagusESCC5.15e-223.67e-010.116
6873TAF2P11T-EHumanEsophagusESCC1.61e-083.29e-010.1426
6873TAF2P12T-EHumanEsophagusESCC6.10e-275.37e-010.1122
6873TAF2P15T-EHumanEsophagusESCC2.66e-224.53e-010.1149
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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
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
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:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00448392CervixCCcell cycle G2/M phase transition31/2311148/187232.07e-031.51e-0231
GO:00000862CervixCCG2/M transition of mitotic cell cycle29/2311137/187232.40e-031.70e-0229
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
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:0044772LiverNAFLDmitotic cell cycle phase transition67/1882424/187231.25e-042.39e-0367
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:00063671LiverHCCtranscription initiation from RNA polymerase II promoter52/795877/187237.87e-069.27e-0552
GO:0006352LiverHCCDNA-templated transcription, initiation78/7958130/187234.19e-054.11e-0478
GO:0000086LiverHCCG2/M transition of mitotic cell cycle75/7958137/187232.52e-031.22e-0275
GO:0044839LiverHCCcell cycle G2/M phase transition79/7958148/187234.82e-032.03e-0279
GO:00447723LungIACmitotic cell cycle phase transition85/2061424/187232.69e-083.20e-0685
GO:00448391LungIACcell cycle G2/M phase transition29/2061148/187231.44e-031.55e-0229
GO:00000861LungIACG2/M transition of mitotic cell cycle27/2061137/187231.88e-031.92e-0227
GO:004477211LungAISmitotic cell cycle phase transition69/1849424/187232.23e-057.42e-0469
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:00000863Oral cavityOSCCG2/M transition of mitotic cell cycle84/7305137/187239.99e-081.70e-0684
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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
hsa03022Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
hsa030221Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
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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
TAF2SNVMissense_Mutationnovelc.354C>Ap.Asp118Glup.D118EQ6P1X5protein_codingtolerated(0.1)probably_damaging(0.928)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
TAF2SNVMissense_Mutationc.3121N>Gp.Gln1041Glup.Q1041EQ6P1X5protein_codingtolerated_low_confidence(0.28)benign(0.015)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TAF2SNVMissense_Mutationnovelc.2371N>Tp.Asp791Tyrp.D791YQ6P1X5protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TAF2SNVMissense_Mutationnovelc.3119N>Ap.Ser1040Tyrp.S1040YQ6P1X5protein_codingtolerated_low_confidence(0.24)benign(0.094)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TAF2SNVMissense_Mutationnovelc.721N>Tp.Pro241Serp.P241SQ6P1X5protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TAF2SNVMissense_Mutationnovelc.1743N>Gp.Ile581Metp.I581MQ6P1X5protein_codingdeleterious(0)probably_damaging(0.969)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TAF2SNVMissense_Mutationrs780483670c.1234N>Ap.Val412Ilep.V412IQ6P1X5protein_codingtolerated(1)benign(0.026)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TAF2SNVMissense_Mutationnovelc.514N>Ap.Glu172Lysp.E172KQ6P1X5protein_codingtolerated(0.12)possibly_damaging(0.511)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TAF2insertionFrame_Shift_Insnovelc.2368_2369insATAAGAAp.Ser790TyrfsTer5p.S790Yfs*5Q6P1X5protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TAF2SNVMissense_Mutationrs557455884c.405G>Cp.Trp135Cysp.W135CQ6P1X5protein_codingtolerated(0.15)probably_damaging(0.935)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
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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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