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:00709188EsophagusESCCproduction of small RNA involved in gene silencing by RNA38/855254/187232.08e-041.31e-0338
GO:1903706110EsophagusESCCregulation of hemopoiesis201/8552367/187232.60e-041.58e-03201
GO:00100016EsophagusESCCglial cell differentiation129/8552225/187232.73e-041.65e-03129
GO:00304881EsophagusESCCtRNA methylation30/855241/187233.27e-041.93e-0330
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:00714821EsophagusESCCcellular response to light stimulus75/8552123/187234.45e-042.50e-0375
GO:00507775EsophagusESCCnegative regulation of immune response112/8552194/187234.67e-042.62e-03112
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:00459483EsophagusESCCpositive regulation of translational initiation23/855230/187235.47e-043.00e-0323
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:00090484EsophagusESCCdosage compensation by inactivation of X chromosome14/855216/187236.78e-043.56e-0314
GO:00800092EsophagusESCCmRNA methylation14/855216/187236.78e-043.56e-0314
GO:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
GO:00165561EsophagusESCCmRNA modification21/855227/187236.88e-043.61e-0321
GO:200073614EsophagusESCCregulation of stem cell differentiation39/855258/187237.43e-043.86e-0339
GO:000762319EsophagusESCCcircadian rhythm119/8552210/187238.47e-044.36e-03119
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:00085935EsophagusESCCregulation of Notch signaling pathway59/855295/187239.12e-044.65e-0359
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
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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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