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: TTBK2

Gene summary for TTBK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTBK2

Gene ID

146057

Gene nametau tubulin kinase 2
Gene AliasSCA11
Cytomap15q15.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q6IQ55


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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
146057TTBK2LZE4THumanEsophagusESCC5.96e-093.10e-010.0811
146057TTBK2LZE24THumanEsophagusESCC1.29e-071.73e-010.0596
146057TTBK2P1T-EHumanEsophagusESCC1.91e-021.32e-010.0875
146057TTBK2P2T-EHumanEsophagusESCC4.35e-131.69e-010.1177
146057TTBK2P4T-EHumanEsophagusESCC2.41e-112.75e-010.1323
146057TTBK2P5T-EHumanEsophagusESCC1.15e-153.23e-010.1327
146057TTBK2P8T-EHumanEsophagusESCC2.62e-161.81e-010.0889
146057TTBK2P9T-EHumanEsophagusESCC1.18e-082.07e-010.1131
146057TTBK2P10T-EHumanEsophagusESCC5.93e-202.45e-010.116
146057TTBK2P11T-EHumanEsophagusESCC9.53e-072.41e-010.1426
146057TTBK2P12T-EHumanEsophagusESCC1.26e-113.09e-010.1122
146057TTBK2P15T-EHumanEsophagusESCC1.67e-112.37e-010.1149
146057TTBK2P16T-EHumanEsophagusESCC1.06e-091.21e-010.1153
146057TTBK2P20T-EHumanEsophagusESCC4.87e-038.73e-020.1124
146057TTBK2P21T-EHumanEsophagusESCC3.10e-101.35e-010.1617
146057TTBK2P22T-EHumanEsophagusESCC6.69e-162.19e-010.1236
146057TTBK2P23T-EHumanEsophagusESCC6.93e-081.47e-010.108
146057TTBK2P24T-EHumanEsophagusESCC6.07e-077.68e-020.1287
146057TTBK2P26T-EHumanEsophagusESCC2.14e-234.30e-010.1276
146057TTBK2P27T-EHumanEsophagusESCC7.16e-152.24e-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
∗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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:0051100111EsophagusESCCnegative regulation of binding109/8552162/187232.10e-084.03e-07109
GO:00705078EsophagusESCCregulation of microtubule cytoskeleton organization99/8552148/187231.43e-072.29e-0699
GO:00726985EsophagusESCCprotein localization to microtubule cytoskeleton43/855254/187233.28e-074.61e-0643
GO:00443804EsophagusESCCprotein localization to cytoskeleton45/855258/187236.89e-078.99e-0645
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:003209116EsophagusESCCnegative regulation of protein binding65/855294/187233.46e-063.82e-0565
GO:19038289EsophagusESCCnegative regulation of cellular protein localization76/8552117/187231.97e-051.72e-0476
GO:00311094EsophagusESCCmicrotubule polymerization or depolymerization77/8552122/187237.60e-055.68e-0477
GO:00432446EsophagusESCCregulation of protein-containing complex disassembly75/8552121/187232.17e-041.36e-0375
GO:00311104EsophagusESCCregulation of microtubule polymerization or depolymerization57/855288/187232.32e-041.44e-0357
GO:00328864EsophagusESCCregulation of microtubule-based process134/8552240/187239.44e-044.80e-03134
GO:0035372EsophagusESCCprotein localization to microtubule15/855218/187231.20e-035.88e-0315
GO:00436245EsophagusESCCcellular protein complex disassembly78/8552136/187234.00e-031.62e-0278
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
TTBK2SNVMissense_Mutationrs200437800c.3484N>Tp.Arg1162Cysp.R1162CQ6IQ55protein_codingdeleterious_low_confidence(0)probably_damaging(0.925)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TTBK2SNVMissense_Mutationrs375008079c.3209C>Tp.Ser1070Leup.S1070LQ6IQ55protein_codingdeleterious(0)benign(0.023)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TTBK2SNVMissense_Mutationnovelc.3529G>Cp.Asp1177Hisp.D1177HQ6IQ55protein_codingdeleterious_low_confidence(0)possibly_damaging(0.671)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TTBK2SNVMissense_Mutationc.760N>Ap.Glu254Lysp.E254KQ6IQ55protein_codingdeleterious(0)probably_damaging(0.982)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
TTBK2SNVMissense_Mutationc.431C>Tp.Pro144Leup.P144LQ6IQ55protein_codingdeleterious(0.01)probably_damaging(1)TCGA-E2-A155-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TTBK2insertionFrame_Shift_Insnovelc.2292_2293insGTCCTTCCTTp.Leu765ValfsTer10p.L765Vfs*10Q6IQ55protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TTBK2insertionIn_Frame_Insnovelc.2291_2292insTCAAGCTTCTGGTGGAAAAAAGACAATTCAp.Arg764delinsSerGlnAlaSerGlyGlyLysLysThrIleGlnp.R764delinsSQASGGKKTIQQ6IQ55protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TTBK2insertionNonsense_Mutationnovelc.2399_2400insGGAGTGACTCAATCTCAGCTCACTGCAACCTCTGCp.Ile800MetfsTer3p.I800Mfs*3Q6IQ55protein_codingTCGA-A8-A07Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificExemestaneSD
TTBK2insertionFrame_Shift_Insnovelc.295_296insCAGATTCCGACCCTATp.Arg99ProfsTer14p.R99Pfs*14Q6IQ55protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TTBK2insertionNonsense_Mutationnovelc.3537_3538insTGTGTTTATTTCGTGTATTGAGAATGAACACCTTTACTTTGCCTCp.Arg1179_Ser1180insCysValTyrPheValTyrTerGluTerThrProLeuLeuCysLeup.R1179_S1180insCVYFVY*E*TPLLCLQ6IQ55protein_codingTCGA-B6-A0RE-01Breastbreast invasive 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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