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: TAOK2

Gene summary for TAOK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TAOK2

Gene ID

9344

Gene nameTAO kinase 2
Gene AliasMAP3K17
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q9UL54


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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
9344TAOK2LZE24THumanEsophagusESCC1.43e-154.44e-010.0596
9344TAOK2LZE21THumanEsophagusESCC4.45e-032.48e-010.0655
9344TAOK2P1T-EHumanEsophagusESCC3.00e-022.66e-010.0875
9344TAOK2P2T-EHumanEsophagusESCC5.26e-131.90e-010.1177
9344TAOK2P4T-EHumanEsophagusESCC2.01e-071.27e-010.1323
9344TAOK2P8T-EHumanEsophagusESCC8.63e-081.82e-010.0889
9344TAOK2P10T-EHumanEsophagusESCC1.15e-041.03e-010.116
9344TAOK2P11T-EHumanEsophagusESCC1.02e-052.22e-010.1426
9344TAOK2P12T-EHumanEsophagusESCC6.82e-122.08e-010.1122
9344TAOK2P15T-EHumanEsophagusESCC2.68e-071.63e-010.1149
9344TAOK2P16T-EHumanEsophagusESCC4.35e-087.35e-020.1153
9344TAOK2P17T-EHumanEsophagusESCC2.95e-072.09e-010.1278
9344TAOK2P20T-EHumanEsophagusESCC4.32e-121.85e-010.1124
9344TAOK2P21T-EHumanEsophagusESCC4.47e-061.56e-010.1617
9344TAOK2P22T-EHumanEsophagusESCC7.03e-079.03e-020.1236
9344TAOK2P23T-EHumanEsophagusESCC1.81e-061.56e-010.108
9344TAOK2P24T-EHumanEsophagusESCC3.22e-061.30e-010.1287
9344TAOK2P26T-EHumanEsophagusESCC1.21e-049.99e-020.1276
9344TAOK2P27T-EHumanEsophagusESCC2.84e-101.37e-010.1055
9344TAOK2P28T-EHumanEsophagusESCC4.28e-122.27e-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
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:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:0150115110EsophagusESCCcell-substrate junction organization77/8552101/187233.46e-109.57e-0977
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:000704418EsophagusESCCcell-substrate junction assembly73/855295/187235.27e-101.35e-0873
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:00070934EsophagusESCCmitotic cell cycle checkpoint90/8552129/187232.49e-084.69e-0790
GO:004804116EsophagusESCCfocal adhesion assembly65/855287/187233.28e-086.08e-0765
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
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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
TAOK2SNVMissense_Mutationc.340N>Tp.Asp114Tyrp.D114YQ9UL54protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TAOK2SNVMissense_Mutationnovelc.3578N>Tp.Arg1193Leup.R1193LQ9UL54protein_codingdeleterious_low_confidence(0)benign(0.257)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
TAOK2SNVMissense_Mutationrs772517477c.1907N>Ap.Arg636Hisp.R636HQ9UL54protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-BH-A0BG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TAOK2SNVMissense_Mutationc.671C>Tp.Pro224Leup.P224LQ9UL54protein_codingdeleterious(0)possibly_damaging(0.819)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TAOK2SNVMissense_Mutationc.943N>Tp.Ile315Phep.I315FQ9UL54protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-E2-A15L-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TAOK2SNVMissense_Mutationrs770953476c.901G>Ap.Val301Metp.V301MQ9UL54protein_codingdeleterious(0.01)probably_damaging(0.966)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
TAOK2insertionFrame_Shift_Insnovelc.1492_1493insCTCACTGTTTCAAATTAGTATGGATp.Met498ThrfsTer27p.M498Tfs*27Q9UL54protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TAOK2deletionFrame_Shift_Delnovelc.1686delGp.Lys563SerfsTer32p.K563Sfs*32Q9UL54protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TAOK2deletionFrame_Shift_Delnovelc.2593delGp.Glu865ArgfsTer31p.E865Rfs*31Q9UL54protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TAOK2SNVMissense_Mutationc.1465C>Tp.Arg489Trpp.R489WQ9UL54protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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