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: TAF7

Gene summary for TAF7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TAF7

Gene ID

6879

Gene nameTATA-box binding protein associated factor 7
Gene AliasTAF2F
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q15545


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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
6879TAF7AEH-subject2HumanEndometriumAEH1.10e-12-3.42e-01-0.2525
6879TAF7AEH-subject3HumanEndometriumAEH5.15e-12-3.67e-01-0.2576
6879TAF7AEH-subject4HumanEndometriumAEH7.26e-07-2.12e-01-0.2657
6879TAF7AEH-subject5HumanEndometriumAEH7.73e-10-3.82e-01-0.2953
6879TAF7EEC-subject1HumanEndometriumEEC1.02e-14-3.41e-01-0.2682
6879TAF7EEC-subject2HumanEndometriumEEC1.02e-05-2.68e-01-0.2607
6879TAF7EEC-subject3HumanEndometriumEEC9.43e-31-4.72e-01-0.2525
6879TAF7EEC-subject4HumanEndometriumEEC1.34e-02-2.63e-01-0.2571
6879TAF7EEC-subject5HumanEndometriumEEC3.68e-04-2.99e-01-0.249
6879TAF7GSM5276937HumanEndometriumEEC1.97e-021.59e-01-0.0897
6879TAF7GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.27e-30-3.89e-01-0.1869
6879TAF7GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.92e-36-3.20e-01-0.1875
6879TAF7GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC8.20e-39-3.41e-01-0.1883
6879TAF7GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.14e-26-4.00e-01-0.1934
6879TAF7GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.97e-42-2.13e-01-0.1917
6879TAF7GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC6.87e-58-3.20e-01-0.1916
6879TAF7GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC3.37e-05-1.55e-01-0.1269
6879TAF7LZE2THumanEsophagusESCC1.01e-055.14e-010.082
6879TAF7LZE3DHumanEsophagusHGIN3.03e-042.99e-010.0668
6879TAF7LZE4THumanEsophagusESCC1.51e-177.31e-010.0811
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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
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:00064698LungIACnegative regulation of protein kinase activity39/2061212/187238.93e-041.11e-0239
GO:00310564LungIACregulation of histone modification30/2061152/187231.07e-031.26e-0230
GO:00336737LungIACnegative regulation of kinase activity42/2061237/187231.25e-031.44e-0242
GO:00305204LungIACintracellular estrogen receptor signaling pathway13/206154/187234.89e-033.78e-0213
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:005134820Oral cavityOSCCnegative regulation of transferase activity165/7305268/187235.02e-142.74e-12165
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:001056320Oral cavityOSCCnegative regulation of phosphorus metabolic process246/7305442/187236.12e-132.89e-11246
GO:004593620Oral cavityOSCCnegative regulation of phosphate metabolic process245/7305441/187238.85e-134.09e-11245
GO:00435434Oral cavityOSCCprotein acylation149/7305243/187231.33e-125.80e-11149
GO:004232619Oral cavityOSCCnegative regulation of phosphorylation214/7305385/187232.30e-117.74e-10214
GO:00183944Oral cavityOSCCpeptidyl-lysine acetylation108/7305169/187234.55e-111.45e-09108
GO:00064734Oral cavityOSCCprotein acetylation124/7305201/187235.59e-111.74e-09124
GO:000193319Oral cavityOSCCnegative regulation of protein phosphorylation191/7305342/187231.58e-104.62e-09191
GO:003367317Oral cavityOSCCnegative regulation of kinase activity140/7305237/187232.74e-107.57e-09140
GO:000646918Oral cavityOSCCnegative regulation of protein kinase activity127/7305212/187235.21e-101.37e-08127
GO:00165734Oral cavityOSCChistone acetylation96/7305152/187231.35e-093.29e-0896
GO:00183934Oral cavityOSCCinternal peptidyl-lysine acetylation99/7305158/187231.41e-093.39e-0899
GO:00064754Oral cavityOSCCinternal protein amino acid acetylation100/7305160/187231.43e-093.41e-08100
GO:004854520Oral cavityOSCCresponse to steroid hormone186/7305339/187231.86e-094.42e-08186
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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
TAF7CD8TEXINTEsophagusADJRGMB-AS1,CASP10,ECE1, etc.2.57e-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.
TAF7CD8TEXINTEsophagusESCCRGMB-AS1,CASP10,ECE1, etc.1.58e-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.
TAF7LUMProstateTumorHSPB1,HSP90AB1,ARGLU1, etc.7.43e-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.
TAF7PLAThyroidHealthyDNAJB1,HSPA6,DEDD2, etc.6.47e-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
TAF7SNVMissense_Mutationc.539N>Cp.Arg180Prop.R180PQ15545protein_codingdeleterious(0)possibly_damaging(0.851)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
TAF7insertionIn_Frame_Insnovelc.924_925insTCTGTTTTTCACTTTATAGTGTATCTTGTTCTTTCATGGTTGp.Lys308_Val309insSerValPheHisPheIleValTyrLeuValLeuSerTrpLeup.K308_V309insSVFHFIVYLVLSWLQ15545protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
TAF7SNVMissense_Mutationc.928N>Ap.Glu310Lysp.E310KQ15545protein_codingdeleterious(0.02)probably_damaging(0.985)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TAF7SNVMissense_Mutationc.674N>Cp.Asp225Alap.D225AQ15545protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TAF7SNVMissense_Mutationnovelc.750G>Tp.Glu250Aspp.E250DQ15545protein_codingtolerated(0.17)probably_damaging(0.978)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TAF7deletionFrame_Shift_Delrs761173015c.250delNp.Thr84LeufsTer57p.T84Lfs*57Q15545protein_codingTCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TAF7deletionFrame_Shift_Delrs761173015c.250delNp.Thr84LeufsTer57p.T84Lfs*57Q15545protein_codingTCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
TAF7SNVMissense_Mutationc.403G>Ap.Gly135Argp.G135RQ15545protein_codingdeleterious(0.02)probably_damaging(1)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
TAF7SNVMissense_Mutationnovelc.742G>Tp.Asp248Tyrp.D248YQ15545protein_codingtolerated(0.24)probably_damaging(0.915)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TAF7SNVMissense_Mutationnovelc.375C>Gp.Asp125Glup.D125EQ15545protein_codingtolerated(1)benign(0.047)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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