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: TTLL1

Gene summary for TTLL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTLL1

Gene ID

25809

Gene nametubulin tyrosine ligase like 1
Gene AliasC22orf7
Cytomap22q13.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R4U6


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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
25809TTLL1LZE2THumanEsophagusESCC4.73e-032.95e-010.082
25809TTLL1LZE24THumanEsophagusESCC1.68e-092.46e-010.0596
25809TTLL1P1T-EHumanEsophagusESCC4.62e-031.71e-010.0875
25809TTLL1P2T-EHumanEsophagusESCC9.20e-061.28e-010.1177
25809TTLL1P4T-EHumanEsophagusESCC1.75e-051.36e-010.1323
25809TTLL1P8T-EHumanEsophagusESCC3.50e-028.82e-020.0889
25809TTLL1P10T-EHumanEsophagusESCC2.39e-243.88e-010.116
25809TTLL1P11T-EHumanEsophagusESCC4.74e-031.49e-010.1426
25809TTLL1P12T-EHumanEsophagusESCC3.89e-121.83e-010.1122
25809TTLL1P15T-EHumanEsophagusESCC1.32e-061.67e-010.1149
25809TTLL1P16T-EHumanEsophagusESCC1.85e-183.29e-010.1153
25809TTLL1P21T-EHumanEsophagusESCC3.63e-059.01e-020.1617
25809TTLL1P22T-EHumanEsophagusESCC9.44e-071.40e-010.1236
25809TTLL1P23T-EHumanEsophagusESCC9.87e-031.13e-010.108
25809TTLL1P24T-EHumanEsophagusESCC1.66e-028.92e-020.1287
25809TTLL1P26T-EHumanEsophagusESCC9.02e-111.99e-010.1276
25809TTLL1P27T-EHumanEsophagusESCC3.89e-121.97e-010.1055
25809TTLL1P30T-EHumanEsophagusESCC1.89e-052.02e-010.137
25809TTLL1P31T-EHumanEsophagusESCC9.20e-061.35e-010.1251
25809TTLL1P32T-EHumanEsophagusESCC8.84e-059.79e-020.1666
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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: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:00343401ColorectumSERresponse to type I interferon17/289758/187235.50e-034.07e-0217
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:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:003434013EsophagusESCCresponse to type I interferon48/855258/187236.18e-091.26e-0748
GO:00603375EsophagusESCCtype I interferon signaling pathway41/855250/187231.35e-072.17e-0641
GO:00713575EsophagusESCCcellular response to type I interferon42/855252/187232.15e-073.30e-0642
GO:000182412EsophagusESCCblastocyst development73/8552106/187231.13e-061.40e-0573
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:000283212EsophagusESCCnegative regulation of response to biotic stimulus72/8552108/187238.36e-068.11e-0572
GO:00019595EsophagusESCCregulation of cytokine-mediated signaling pathway95/8552150/187239.48e-069.04e-0595
GO:00603385EsophagusESCCregulation of type I interferon-mediated signaling pathway29/855236/187231.91e-051.67e-0429
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
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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
TTLL1SNVMissense_Mutationc.1204N>Gp.Gln402Glup.Q402EO95922protein_codingtolerated_low_confidence(0.59)benign(0.01)TCGA-A2-A0YL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
TTLL1SNVMissense_Mutationnovelc.175G>Tp.Asp59Tyrp.D59YO95922protein_codingtolerated(0.22)benign(0.087)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TTLL1SNVMissense_Mutationnovelc.200N>Gp.Asn67Serp.N67SO95922protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TTLL1insertionFrame_Shift_Insnovelc.1266_1267insGCTCp.Lys423AlafsTer30p.K423Afs*30O95922protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TTLL1SNVMissense_Mutationnovelc.447N>Gp.Phe149Leup.F149LO95922protein_codingdeleterious(0)possibly_damaging(0.861)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
TTLL1SNVMissense_Mutationnovelc.331N>Gp.Pro111Alap.P111AO95922protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
TTLL1SNVMissense_Mutationrs774349127c.730G>Ap.Ala244Thrp.A244TO95922protein_codingdeleterious(0)probably_damaging(0.941)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TTLL1SNVMissense_Mutationnovelc.1135G>Ap.Glu379Lysp.E379KO95922protein_codingtolerated(0.07)benign(0.063)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TTLL1SNVMissense_Mutationrs368878876c.535G>Ap.Val179Metp.V179MO95922protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TTLL1SNVMissense_Mutationrs867699587c.949N>Ap.Asp317Asnp.D317NO95922protein_codingdeleterious(0.02)probably_damaging(1)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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