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: TTC9

Gene summary for TTC9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTC9

Gene ID

23508

Gene nametetratricopeptide repeat domain 9
Gene AliasTTC9A
Cytomap14q24.2
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

A0A024R6B1


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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
23508TTC9LZE20THumanEsophagusESCC1.47e-022.94e-010.0662
23508TTC9LZE24THumanEsophagusESCC4.27e-021.99e-010.0596
23508TTC9P8T-EHumanEsophagusESCC2.35e-039.02e-020.0889
23508TTC9P23T-EHumanEsophagusESCC2.76e-053.96e-010.108
23508TTC9P27T-EHumanEsophagusESCC1.83e-081.32e-010.1055
23508TTC9P39T-EHumanEsophagusESCC6.17e-205.46e-010.0894
23508TTC9P54T-EHumanEsophagusESCC1.21e-021.50e-010.0975
23508TTC9P56T-EHumanEsophagusESCC5.72e-077.52e-010.1613
23508TTC9P57T-EHumanEsophagusESCC1.54e-041.06e-010.0926
23508TTC9P75T-EHumanEsophagusESCC1.32e-154.39e-010.1125
23508TTC9P83T-EHumanEsophagusESCC1.89e-094.27e-010.1738
23508TTC9P89T-EHumanEsophagusESCC2.07e-148.43e-010.1752
23508TTC9P127T-EHumanEsophagusESCC5.20e-114.55e-010.0826
23508TTC9P128T-EHumanEsophagusESCC1.06e-043.15e-010.1241
23508TTC9P130T-EHumanEsophagusESCC1.61e-101.40e-010.1676
23508TTC9C46HumanOral cavityOSCC1.48e-031.71e-010.1673
23508TTC9C57HumanOral cavityOSCC2.21e-381.17e+000.1679
23508TTC9C08HumanOral cavityOSCC6.35e-135.74e-010.1919
23508TTC9LN46HumanOral cavityOSCC6.53e-033.32e-010.1666
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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
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
TTC9SNVMissense_Mutationc.213N>Tp.Lys71Asnp.K71NQ92623protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-C8-A134-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TTC9SNVMissense_Mutationnovelc.415N>Tp.Leu139Phep.L139FQ92623protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TTC9SNVMissense_Mutationnovelc.604N>Tp.Arg202Trpp.R202WQ92623protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TTC9SNVMissense_Mutationrs776992939c.443N>Ap.Arg148Glnp.R148QQ92623protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
TTC9SNVMissense_Mutationnovelc.550N>Ap.Leu184Ilep.L184IQ92623protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
TTC9SNVMissense_Mutationc.535N>Tp.Asp179Tyrp.D179YQ92623protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TTC9SNVMissense_Mutationc.505N>Tp.Arg169Trpp.R169WQ92623protein_codingdeleterious(0)probably_damaging(1)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TTC9SNVMissense_Mutationrs776992939c.443N>Ap.Arg148Glnp.R148QQ92623protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TTC9insertionFrame_Shift_Insnovelc.276_277insAp.Pro93ThrfsTer50p.P93Tfs*50Q92623protein_codingTCGA-DD-A3A7-01Liverliver hepatocellular carcinomaMale>=65III/IVChemotherapyunknownPD
TTC9SNVMissense_Mutationrs771231172c.605G>Ap.Arg202Glnp.R202QQ92623protein_codingdeleterious(0)probably_damaging(0.997)TCGA-78-8640-01Lunglung adenocarcinomaMale<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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