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: TTL

Gene summary for TTL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTL

Gene ID

150465

Gene nametubulin tyrosine ligase
Gene AliasTTL
Cytomap2q14.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8NG68


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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
150465TTLHCC1_MengHumanLiverHCC2.30e-181.76e-020.0246
150465TTLHCC2HumanLiverHCC9.58e-203.89e+000.5341
150465TTLPt14.aHumanLiverHCC2.24e-032.59e-010.0169
150465TTLS014HumanLiverHCC1.02e-032.53e-010.2254
150465TTLS016HumanLiverHCC1.25e-021.97e-010.2243
150465TTLS028HumanLiverHCC1.53e-165.89e-010.2503
150465TTLS029HumanLiverHCC2.40e-105.72e-010.2581
150465TTLC04HumanOral cavityOSCC1.01e-086.21e-010.2633
150465TTLC21HumanOral cavityOSCC4.49e-083.48e-010.2678
150465TTLC30HumanOral cavityOSCC6.89e-115.60e-010.3055
150465TTLC38HumanOral cavityOSCC8.98e-055.37e-010.172
150465TTLC46HumanOral cavityOSCC2.38e-021.46e-010.1673
150465TTLC51HumanOral cavityOSCC8.78e-042.58e-010.2674
150465TTLC09HumanOral cavityOSCC3.48e-029.74e-020.1431
150465TTLSYSMH1HumanOral cavityOSCC5.30e-082.88e-010.1127
150465TTLSYSMH2HumanOral cavityOSCC3.78e-093.36e-010.2326
150465TTLSYSMH3HumanOral cavityOSCC3.60e-235.98e-010.2442
150465TTLmale-WTAHumanThyroidPTC2.21e-141.64e-010.1037
150465TTLPTC01HumanThyroidPTC1.95e-023.73e-020.1899
150465TTLPTC04HumanThyroidPTC1.89e-051.61e-010.1927
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0150063CervixCCvisual system development63/2311375/187236.58e-033.65e-0263
GO:0001654CervixCCeye development62/2311371/187237.83e-034.13e-0262
GO:0048880CervixCCsensory system development63/2311381/187239.29e-034.66e-0263
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
GO:0034340ColorectumADresponse to type I interferon22/391858/187232.23e-031.75e-0222
GO:0060337ColorectumADtype I interferon signaling pathway19/391850/187234.23e-032.91e-0219
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:0071357ColorectumADcellular response to type I interferon19/391852/187236.92e-034.26e-0219
GO:00226131ColorectumSERribonucleoprotein complex biogenesis112/2897463/187235.01e-072.48e-05112
GO:00422541ColorectumSERribosome biogenesis66/2897299/187231.48e-031.60e-0266
GO:00343401ColorectumSERresponse to type I interferon17/289758/187235.50e-034.07e-0217
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00422542ColorectumMSSribosome biogenesis79/3467299/187234.32e-045.23e-0379
GO:00343402ColorectumMSSresponse to type I interferon20/346758/187232.82e-032.20e-0220
GO:00073461ColorectumMSSregulation of mitotic cell cycle108/3467457/187233.30e-032.50e-02108
GO:0006364ColorectumMSSrRNA processing58/3467225/187234.17e-033.03e-0258
GO:0016072ColorectumMSSrRNA metabolic process60/3467236/187235.01e-033.46e-0260
GO:00226134ColorectumFAPribonucleoprotein complex biogenesis91/2622463/187234.28e-045.12e-0391
GO:00226135ColorectumCRCribonucleoprotein complex biogenesis76/2078463/187233.04e-044.78e-0376
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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
TTLSNVMissense_Mutationc.971N>Gp.Glu324Glyp.E324GQ8NG68protein_codingtolerated(0.16)benign(0.026)TCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TTLSNVMissense_Mutationnovelc.131G>Tp.Arg44Metp.R44MQ8NG68protein_codingdeleterious(0)probably_damaging(0.909)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTLSNVMissense_Mutationnovelc.968A>Gp.Glu323Glyp.E323GQ8NG68protein_codingdeleterious(0.04)benign(0.093)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTLSNVMissense_Mutationrs746535633c.279N>Tp.Trp93Cysp.W93CQ8NG68protein_codingdeleterious(0)probably_damaging(0.989)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
TTLSNVMissense_Mutationc.217N>Tp.Arg73Cysp.R73CQ8NG68protein_codingdeleterious(0)probably_damaging(0.965)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TTLSNVMissense_Mutationc.414G>Tp.Lys138Asnp.K138NQ8NG68protein_codingtolerated(0.13)benign(0.163)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TTLSNVMissense_Mutationnovelc.661N>Ap.Leu221Ilep.L221IQ8NG68protein_codingdeleterious(0.03)possibly_damaging(0.883)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TTLSNVMissense_Mutationc.170N>Tp.Gly57Valp.G57VQ8NG68protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TTLSNVMissense_Mutationc.679C>Ap.Pro227Thrp.P227TQ8NG68protein_codingdeleterious(0.02)possibly_damaging(0.575)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TTLSNVMissense_Mutationrs780073175c.218N>Ap.Arg73Hisp.R73HQ8NG68protein_codingdeleterious(0.02)probably_damaging(0.925)TCGA-AP-A1DV-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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