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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: TAF12

Gene summary for TAF12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TAF12

Gene ID

6883

Gene nameTATA-box binding protein associated factor 12
Gene AliasTAF2J
Cytomap1p35.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q16514


Top

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
6883TAF12LZE2THumanEsophagusESCC1.22e-033.31e-010.082
6883TAF12LZE4THumanEsophagusESCC7.90e-062.52e-010.0811
6883TAF12LZE5THumanEsophagusESCC7.31e-033.31e-010.0514
6883TAF12LZE7THumanEsophagusESCC8.48e-063.00e-010.0667
6883TAF12LZE8THumanEsophagusESCC4.17e-062.33e-010.067
6883TAF12LZE20THumanEsophagusESCC2.95e-062.38e-010.0662
6883TAF12LZE22THumanEsophagusESCC4.83e-066.74e-010.068
6883TAF12LZE24THumanEsophagusESCC2.79e-276.20e-010.0596
6883TAF12LZE21THumanEsophagusESCC2.88e-033.86e-010.0655
6883TAF12LZE6THumanEsophagusESCC5.22e-104.45e-010.0845
6883TAF12P1T-EHumanEsophagusESCC8.38e-093.31e-010.0875
6883TAF12P2T-EHumanEsophagusESCC1.21e-296.48e-010.1177
6883TAF12P4T-EHumanEsophagusESCC1.56e-225.46e-010.1323
6883TAF12P5T-EHumanEsophagusESCC7.01e-152.64e-010.1327
6883TAF12P8T-EHumanEsophagusESCC6.59e-183.54e-010.0889
6883TAF12P9T-EHumanEsophagusESCC6.00e-194.68e-010.1131
6883TAF12P10T-EHumanEsophagusESCC3.94e-305.12e-010.116
6883TAF12P11T-EHumanEsophagusESCC3.56e-135.68e-010.1426
6883TAF12P12T-EHumanEsophagusESCC1.07e-203.85e-010.1122
6883TAF12P15T-EHumanEsophagusESCC1.18e-346.38e-010.1149
Page: 1 2 3 4 5 6 7 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00511233SkincSCCRNA polymerase II preinitiation complex assembly14/486424/187237.90e-045.47e-0314
GO:001657010ThyroidPTChistone modification235/5968463/187231.17e-171.15e-15235
GO:00064737ThyroidPTCprotein acetylation116/5968201/187233.05e-141.92e-12116
GO:00435437ThyroidPTCprotein acylation134/5968243/187234.22e-142.58e-12134
GO:00182059ThyroidPTCpeptidyl-lysine modification188/5968376/187231.34e-137.09e-12188
GO:00183947ThyroidPTCpeptidyl-lysine acetylation99/5968169/187236.54e-133.08e-1199
GO:00064757ThyroidPTCinternal protein amino acid acetylation92/5968160/187231.80e-117.06e-1092
GO:00183937ThyroidPTCinternal peptidyl-lysine acetylation91/5968158/187232.04e-117.91e-1091
GO:00165737ThyroidPTChistone acetylation88/5968152/187232.97e-111.10e-0988
GO:00063675ThyroidPTCtranscription initiation from RNA polymerase II promoter44/596877/187234.04e-065.05e-0544
GO:00063525ThyroidPTCDNA-templated transcription, initiation63/5968130/187235.72e-055.05e-0463
GO:005109016ThyroidPTCregulation of DNA-binding transcription factor activity178/5968440/187237.63e-056.54e-04178
GO:00439663ThyroidPTChistone H3 acetylation34/596861/187239.78e-058.05e-0434
GO:00708975ThyroidPTCtranscription preinitiation complex assembly22/596836/187232.85e-042.02e-0322
GO:005109115ThyroidPTCpositive regulation of DNA-binding transcription factor activity107/5968260/187239.44e-045.70e-03107
GO:00511234ThyroidPTCRNA polymerase II preinitiation complex assembly15/596824/187231.95e-031.05e-0215
GO:001657017ThyroidATChistone modification243/6293463/187232.23e-172.27e-15243
GO:001820516ThyroidATCpeptidyl-lysine modification193/6293376/187236.92e-133.06e-11193
GO:000647315ThyroidATCprotein acetylation116/6293201/187231.75e-127.33e-11116
GO:004354315ThyroidATCprotein acylation134/6293243/187233.46e-121.40e-10134
Page: 1 2 3 4 5 6 

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
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
TAF12SNVMissense_Mutationnovelc.153C>Ap.Ser51Argp.S51RQ16514protein_codingdeleterious(0.02)benign(0.05)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
TAF12SNVMissense_Mutationrs759182275c.475N>Gp.Thr159Alap.T159AQ16514protein_codingtolerated(0.11)benign(0)TCGA-C5-A1MF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TAF12SNVMissense_Mutationnovelc.268N>Tp.Asp90Tyrp.D90YQ16514protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
TAF12SNVMissense_Mutationnovelc.67N>Ap.Ala23Thrp.A23TQ16514protein_codingtolerated_low_confidence(0.09)benign(0)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
TAF12SNVMissense_Mutationnovelc.364C>Tp.Arg122Cysp.R122CQ16514protein_codingdeleterious(0.02)benign(0.037)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TAF12SNVMissense_Mutationnovelc.195N>Ap.Asp65Glup.D65EQ16514protein_codingtolerated(0.69)possibly_damaging(0.487)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
Page: 1 

Top

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
Page: 1