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
283237TTC9CP61T-EHumanEsophagusESCC8.44e-082.11e-010.099
283237TTC9CP62T-EHumanEsophagusESCC5.90e-173.62e-010.1302
283237TTC9CP65T-EHumanEsophagusESCC9.61e-112.09e-010.0978
283237TTC9CP74T-EHumanEsophagusESCC9.54e-112.94e-010.1479
283237TTC9CP75T-EHumanEsophagusESCC3.39e-447.45e-010.1125
283237TTC9CP76T-EHumanEsophagusESCC2.50e-111.76e-010.1207
283237TTC9CP79T-EHumanEsophagusESCC2.47e-142.76e-010.1154
283237TTC9CP80T-EHumanEsophagusESCC4.46e-134.45e-010.155
283237TTC9CP82T-EHumanEsophagusESCC6.09e-125.20e-010.1072
283237TTC9CP83T-EHumanEsophagusESCC4.08e-114.47e-010.1738
283237TTC9CP84T-EHumanEsophagusESCC6.64e-032.62e-010.0933
283237TTC9CP89T-EHumanEsophagusESCC2.48e-168.63e-010.1752
283237TTC9CP91T-EHumanEsophagusESCC1.03e-119.98e-010.1828
283237TTC9CP107T-EHumanEsophagusESCC9.91e-193.97e-010.171
283237TTC9CP126T-EHumanEsophagusESCC1.01e-023.68e-010.1125
283237TTC9CP127T-EHumanEsophagusESCC1.27e-041.11e-010.0826
283237TTC9CP128T-EHumanEsophagusESCC1.73e-216.73e-010.1241
283237TTC9CP130T-EHumanEsophagusESCC3.47e-305.31e-010.1676
283237TTC9CC04HumanOral cavityOSCC6.44e-063.60e-010.2633
283237TTC9CC21HumanOral cavityOSCC2.61e-145.10e-010.2678
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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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