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: TTC39A

Gene summary for TTC39A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTC39A

Gene ID

22996

Gene nametetratricopeptide repeat domain 39A
Gene AliasC1orf34
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

A0A140VJY6


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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
22996TTC39AGSM4909281HumanBreastIDC3.76e-072.32e-010.21
22996TTC39AGSM4909293HumanBreastIDC3.32e-021.73e-010.1581
22996TTC39AGSM4909298HumanBreastIDC1.91e-173.90e-010.1551
22996TTC39AGSM4909303HumanBreastIDC3.99e-053.99e-010.0438
22996TTC39AGSM4909304HumanBreastIDC3.71e-031.90e-010.1636
22996TTC39AGSM4909305HumanBreastIDC7.99e-032.34e-010.0436
22996TTC39AGSM4909306HumanBreastIDC1.54e-052.93e-010.1564
22996TTC39AGSM4909312HumanBreastIDC6.60e-083.88e-010.1552
22996TTC39AGSM4909317HumanBreastIDC2.03e-052.51e-010.1355
22996TTC39Abrca2HumanBreastPrecancer1.38e-102.53e-01-0.024
22996TTC39ANCCBC11HumanBreastDCIS1.03e-055.53e-010.1232
22996TTC39ADCIS2HumanBreastDCIS3.20e-02-4.23e-020.0085
22996TTC39AHTA11_2487_2000001011HumanColorectumSER7.14e-065.01e-01-0.1808
22996TTC39AHTA11_78_2000001011HumanColorectumAD9.15e-033.18e-01-0.1088
22996TTC39AHTA11_347_2000001011HumanColorectumAD5.71e-175.97e-01-0.1954
22996TTC39AHTA11_411_2000001011HumanColorectumSER3.14e-036.87e-01-0.2602
22996TTC39AHTA11_2112_2000001011HumanColorectumSER9.81e-038.09e-01-0.2196
22996TTC39AHTA11_696_2000001011HumanColorectumAD1.90e-064.94e-01-0.1464
22996TTC39AHTA11_1391_2000001011HumanColorectumAD2.16e-043.57e-01-0.059
22996TTC39AA002-C-201HumanColorectumFAP7.36e-03-1.83e-010.0324
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
∗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
TTC39ASNVMissense_Mutationnovelc.1658C>Gp.Ala553Glyp.A553GQ5SRH9protein_codingtolerated(0.77)benign(0.013)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
TTC39ASNVMissense_Mutationc.1382N>Cp.Met461Thrp.M461TQ5SRH9protein_codingdeleterious(0)possibly_damaging(0.771)TCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TTC39ASNVMissense_Mutationc.1338C>Gp.Phe446Leup.F446LQ5SRH9protein_codingtolerated(0.49)benign(0.001)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TTC39ASNVMissense_Mutationrs774585007c.1171N>Gp.Ile391Valp.I391VQ5SRH9protein_codingtolerated(1)benign(0.006)TCGA-D8-A1XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamide+tamoxifenSD
TTC39AinsertionFrame_Shift_Insnovelc.239_240insAAGTGGTGTGGGTp.Ala81SerfsTer43p.A81Sfs*43Q5SRH9protein_codingTCGA-BH-A0BJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TTC39AinsertionNonsense_Mutationnovelc.237_238insTGATATTTCCGTTGGTTTTGAGCTTCp.Leu80Terp.L80*Q5SRH9protein_codingTCGA-BH-A0BJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TTC39ASNVMissense_Mutationc.567N>Gp.Ile189Metp.I189MQ5SRH9protein_codingtolerated(0.3)benign(0.201)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TTC39ASNVMissense_Mutationrs746175223c.1573N>Ap.Glu525Lysp.E525KQ5SRH9protein_codingdeleterious(0)probably_damaging(0.922)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTC39ASNVMissense_Mutationc.789G>Tp.Glu263Aspp.E263DQ5SRH9protein_codingtolerated(0.12)benign(0.118)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
TTC39ASNVMissense_Mutationrs368894146c.1559G>Ap.Arg520Hisp.R520HQ5SRH9protein_codingtolerated(0.32)benign(0.009)TCGA-AA-3864-01Colorectumcolon 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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