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: 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


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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
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
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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.

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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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
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:00708973EsophagusESCCtranscription preinitiation complex assembly30/855236/187233.60e-063.95e-0530
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:00439662EsophagusESCChistone H3 acetylation43/855261/187237.57e-055.67e-0443
GO:00511232EsophagusESCCRNA polymerase II preinitiation complex assembly18/855224/187233.43e-031.41e-0218
GO:00064731LiverCirrhoticprotein acetylation84/4634201/187237.50e-082.25e-0684
GO:00183941LiverCirrhoticpeptidyl-lysine acetylation73/4634169/187231.08e-073.07e-0673
GO:00435431LiverCirrhoticprotein acylation95/4634243/187234.73e-071.07e-0595
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:00064751LiverCirrhoticinternal protein amino acid acetylation65/4634160/187236.66e-061.04e-0465
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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
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
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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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