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: TAF9B

Gene summary for TAF9B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TAF9B

Gene ID

51616

Gene nameTATA-box binding protein associated factor 9b
Gene AliasDN-7
CytomapXq21.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9HBM6


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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
51616TAF9BLZE4THumanEsophagusESCC1.05e-072.50e-010.0811
51616TAF9BLZE8THumanEsophagusESCC9.93e-041.00e-010.067
51616TAF9BLZE24THumanEsophagusESCC9.70e-245.52e-010.0596
51616TAF9BP2T-EHumanEsophagusESCC1.27e-294.56e-010.1177
51616TAF9BP4T-EHumanEsophagusESCC1.25e-163.08e-010.1323
51616TAF9BP5T-EHumanEsophagusESCC7.27e-112.21e-010.1327
51616TAF9BP8T-EHumanEsophagusESCC5.72e-122.22e-010.0889
51616TAF9BP9T-EHumanEsophagusESCC3.43e-068.88e-020.1131
51616TAF9BP10T-EHumanEsophagusESCC5.15e-182.54e-010.116
51616TAF9BP11T-EHumanEsophagusESCC2.14e-103.74e-010.1426
51616TAF9BP12T-EHumanEsophagusESCC5.71e-244.24e-010.1122
51616TAF9BP15T-EHumanEsophagusESCC4.26e-051.36e-010.1149
51616TAF9BP16T-EHumanEsophagusESCC2.75e-121.72e-010.1153
51616TAF9BP20T-EHumanEsophagusESCC3.45e-112.30e-010.1124
51616TAF9BP21T-EHumanEsophagusESCC4.46e-101.09e-010.1617
51616TAF9BP22T-EHumanEsophagusESCC4.43e-132.36e-010.1236
51616TAF9BP23T-EHumanEsophagusESCC2.59e-225.04e-010.108
51616TAF9BP24T-EHumanEsophagusESCC4.04e-132.88e-010.1287
51616TAF9BP26T-EHumanEsophagusESCC9.63e-122.98e-010.1276
51616TAF9BP27T-EHumanEsophagusESCC6.11e-082.15e-010.1055
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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
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
∗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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:2001243111EsophagusESCCnegative regulation of intrinsic apoptotic signaling pathway78/855298/187235.50e-122.10e-1078
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:1901796111EsophagusESCCregulation of signal transduction by p53 class mediator70/855293/187235.69e-091.18e-0770
GO:0042771110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator38/855243/187235.75e-091.18e-0738
GO:0072332111EsophagusESCCintrinsic apoptotic signaling pathway by p53 class mediator59/855276/187231.22e-082.42e-0759
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:19022298EsophagusESCCregulation of intrinsic apoptotic signaling pathway in response to DNA damage28/855236/187238.62e-056.22e-0428
GO:003030710EsophagusESCCpositive regulation of cell growth100/8552166/187231.07e-047.55e-04100
GO:200102112EsophagusESCCnegative regulation of response to DNA damage stimulus54/855281/187231.09e-047.64e-0454
GO:19022304EsophagusESCCnegative regulation of intrinsic apoptotic signaling pathway in response to DNA damage23/855229/187232.25e-041.40e-0323
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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
TAF9BSNVMissense_Mutationc.644N>Cp.Gly215Alap.G215AQ9HBM6protein_codingtolerated(0.15)probably_damaging(0.992)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TAF9BSNVMissense_Mutationc.595N>Tp.Pro199Serp.P199SQ9HBM6protein_codingtolerated(0.32)probably_damaging(0.968)TCGA-FU-A23K-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TAF9BSNVMissense_Mutationnovelc.707N>Cp.Asn236Thrp.N236TQ9HBM6protein_codingtolerated(0.15)benign(0)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TAF9BSNVMissense_Mutationc.176N>Cp.Ser59Thrp.S59TQ9HBM6protein_codingtolerated(0.34)benign(0.007)TCGA-AA-3693-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TAF9BSNVMissense_Mutationc.52N>Tp.Val18Leup.V18LQ9HBM6protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-AA-3693-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TAF9BSNVMissense_Mutationc.694N>Ap.Ala232Thrp.A232TQ9HBM6protein_codingtolerated(0.4)benign(0.011)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TAF9BSNVMissense_Mutationnovelc.148N>Cp.Ile50Leup.I50LQ9HBM6protein_codingdeleterious(0.01)possibly_damaging(0.768)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TAF9BSNVMissense_Mutationc.199N>Cp.Asp67Hisp.D67HQ9HBM6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-A01J-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TAF9BSNVMissense_Mutationc.619N>Ap.Val207Ilep.V207IQ9HBM6protein_codingdeleterious(0.05)possibly_damaging(0.785)TCGA-A5-A0GN-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TAF9BSNVMissense_Mutationrs376084606c.680N>Tp.Ser227Leup.S227LQ9HBM6protein_codingtolerated(0.11)possibly_damaging(0.885)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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