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: TTC9C

Gene summary for TTC9C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTC9C

Gene ID

283237

Gene nametetratricopeptide repeat domain 9C
Gene AliasTTC9C
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q8N5M4


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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
283237TTC9CLZE7THumanEsophagusESCC4.87e-031.68e-010.0667
283237TTC9CLZE24THumanEsophagusESCC3.91e-133.99e-010.0596
283237TTC9CLZE6THumanEsophagusESCC3.79e-063.12e-010.0845
283237TTC9CP2T-EHumanEsophagusESCC4.36e-162.53e-010.1177
283237TTC9CP4T-EHumanEsophagusESCC3.28e-286.73e-010.1323
283237TTC9CP5T-EHumanEsophagusESCC7.49e-193.54e-010.1327
283237TTC9CP8T-EHumanEsophagusESCC4.62e-163.36e-010.0889
283237TTC9CP9T-EHumanEsophagusESCC7.98e-122.99e-010.1131
283237TTC9CP10T-EHumanEsophagusESCC2.27e-182.63e-010.116
283237TTC9CP11T-EHumanEsophagusESCC5.04e-073.21e-010.1426
283237TTC9CP12T-EHumanEsophagusESCC3.44e-152.69e-010.1122
283237TTC9CP15T-EHumanEsophagusESCC5.00e-092.08e-010.1149
283237TTC9CP16T-EHumanEsophagusESCC9.85e-112.57e-010.1153
283237TTC9CP17T-EHumanEsophagusESCC2.79e-042.57e-010.1278
283237TTC9CP19T-EHumanEsophagusESCC5.97e-054.63e-010.1662
283237TTC9CP20T-EHumanEsophagusESCC4.07e-153.79e-010.1124
283237TTC9CP21T-EHumanEsophagusESCC4.15e-173.67e-010.1617
283237TTC9CP22T-EHumanEsophagusESCC2.14e-112.10e-010.1236
283237TTC9CP23T-EHumanEsophagusESCC5.56e-163.79e-010.108
283237TTC9CP24T-EHumanEsophagusESCC7.84e-102.33e-010.1287
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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
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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
TTC9CSNVMissense_Mutationc.451A>Tp.Thr151Serp.T151SQ8N5M4protein_codingdeleterious(0.01)benign(0.219)TCGA-BH-A0HW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TTC9CSNVMissense_Mutationnovelc.463N>Tp.Leu155Phep.L155FQ8N5M4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C8-A26W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
TTC9CSNVMissense_Mutationc.343N>Ap.Gly115Argp.G115RQ8N5M4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A15A-06Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
TTC9CSNVMissense_Mutationc.479N>Cp.Arg160Thrp.R160TQ8N5M4protein_codingdeleterious(0.04)benign(0.006)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTC9CSNVMissense_Mutationrs539570547c.275N>Ap.Arg92Glnp.R92QQ8N5M4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TTC9CSNVMissense_Mutationrs757600351c.26N>Gp.Gln9Argp.Q9RQ8N5M4protein_codingtolerated(0.26)benign(0)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TTC9CSNVMissense_Mutationnovelc.493N>Ap.Leu165Ilep.L165IQ8N5M4protein_codingtolerated(0.05)benign(0.072)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TTC9CSNVMissense_Mutationnovelc.401N>Tp.Ala134Valp.A134VQ8N5M4protein_codingdeleterious(0.03)probably_damaging(0.994)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
TTC9CSNVMissense_Mutationnovelc.260N>Ap.Pro87Hisp.P87HQ8N5M4protein_codingtolerated(0.46)benign(0.005)TCGA-AX-A3G8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TTC9CSNVMissense_Mutationrs778887758c.271N>Ap.Glu91Lysp.E91KQ8N5M4protein_codingdeleterious(0.02)possibly_damaging(0.46)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
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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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