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: TAF6L

Gene summary for TAF6L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TAF6L

Gene ID

10629

Gene nameTATA-box binding protein associated factor 6 like
Gene AliasPAF65A
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R5A7


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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
10629TAF6LLZE22THumanEsophagusESCC4.70e-032.15e-010.068
10629TAF6LLZE24THumanEsophagusESCC8.06e-092.38e-010.0596
10629TAF6LP1T-EHumanEsophagusESCC8.60e-093.06e-010.0875
10629TAF6LP2T-EHumanEsophagusESCC6.47e-163.48e-010.1177
10629TAF6LP4T-EHumanEsophagusESCC5.68e-264.79e-010.1323
10629TAF6LP5T-EHumanEsophagusESCC9.56e-081.80e-010.1327
10629TAF6LP8T-EHumanEsophagusESCC8.06e-132.31e-010.0889
10629TAF6LP9T-EHumanEsophagusESCC3.92e-173.07e-010.1131
10629TAF6LP10T-EHumanEsophagusESCC1.15e-161.39e-010.116
10629TAF6LP11T-EHumanEsophagusESCC8.78e-052.58e-010.1426
10629TAF6LP12T-EHumanEsophagusESCC4.49e-202.97e-010.1122
10629TAF6LP15T-EHumanEsophagusESCC1.87e-039.15e-020.1149
10629TAF6LP16T-EHumanEsophagusESCC5.67e-172.34e-010.1153
10629TAF6LP17T-EHumanEsophagusESCC9.08e-052.31e-010.1278
10629TAF6LP20T-EHumanEsophagusESCC1.35e-092.01e-010.1124
10629TAF6LP21T-EHumanEsophagusESCC7.31e-142.87e-010.1617
10629TAF6LP22T-EHumanEsophagusESCC2.02e-061.37e-010.1236
10629TAF6LP23T-EHumanEsophagusESCC1.18e-204.12e-010.108
10629TAF6LP24T-EHumanEsophagusESCC8.84e-051.19e-010.1287
10629TAF6LP26T-EHumanEsophagusESCC9.35e-101.79e-010.1276
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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
∗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:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:009872714EsophagusESCCmaintenance of cell number90/8552134/187233.94e-075.43e-0690
GO:001982714EsophagusESCCstem cell population maintenance88/8552131/187235.23e-076.97e-0688
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:00439662EsophagusESCChistone H3 acetylation43/855261/187237.57e-055.67e-0443
GO:00511232EsophagusESCCRNA polymerase II preinitiation complex assembly18/855224/187233.43e-031.41e-0218
GO:20000361EsophagusESCCregulation of stem cell population maintenance23/855233/187234.57e-031.78e-0223
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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
∗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
TAF6LSNVMissense_Mutationc.1132N>Ap.Glu378Lysp.E378KQ9Y6J9protein_codingtolerated(0.1)possibly_damaging(0.899)TCGA-AC-A6NO-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TAF6LSNVMissense_Mutationc.1201N>Tp.Leu401Phep.L401FQ9Y6J9protein_codingtolerated(0.1)benign(0.36)TCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TAF6LSNVMissense_Mutationnovelc.1018N>Ap.Val340Metp.V340MQ9Y6J9protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TAF6LdeletionFrame_Shift_Delnovelc.557delAp.Asn186ThrfsTer18p.N186Tfs*18Q9Y6J9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TAF6LSNVMissense_Mutationc.762N>Gp.Ile254Metp.I254MQ9Y6J9protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TAF6LSNVMissense_Mutationc.1775N>Gp.Ser592Trpp.S592WQ9Y6J9protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.894)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TAF6LSNVMissense_Mutationc.1068N>Gp.His356Glnp.H356QQ9Y6J9protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TAF6LSNVMissense_Mutationc.1775N>Gp.Ser592Trpp.S592WQ9Y6J9protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.894)TCGA-ZJ-A8QQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TAF6LSNVMissense_Mutationrs759238822c.673N>Tp.Arg225Cysp.R225CQ9Y6J9protein_codingtolerated(0.13)benign(0.424)TCGA-AA-3684-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TAF6LSNVMissense_Mutationc.235N>Ap.Ala79Thrp.A79TQ9Y6J9protein_codingtolerated(0.15)benign(0.012)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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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