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: TTC39B

Gene summary for TTC39B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTC39B

Gene ID

158219

Gene nametetratricopeptide repeat domain 39B
Gene AliasC9orf52
Cytomap9p22.3
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

Q5VTQ0


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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
158219TTC39BCA_HPV_1HumanCervixCC7.99e-03-1.59e-010.0264
158219TTC39BCCI_1HumanCervixCC1.11e-035.92e-010.528
158219TTC39BCCI_2HumanCervixCC5.41e-089.41e-010.5249
158219TTC39BHTA11_3410_2000001011HumanColorectumAD7.83e-11-5.13e-010.0155
158219TTC39BHTA11_866_3004761011HumanColorectumAD1.26e-05-4.95e-010.096
158219TTC39BHTA11_10711_2000001011HumanColorectumAD1.87e-03-4.38e-010.0338
158219TTC39BHTA11_7696_3000711011HumanColorectumAD5.76e-13-4.61e-010.0674
158219TTC39BHTA11_99999970781_79442HumanColorectumMSS1.02e-04-3.21e-010.294
158219TTC39BHTA11_99999974143_84620HumanColorectumMSS7.98e-11-4.65e-010.3005
158219TTC39BA002-C-010HumanColorectumFAP6.76e-07-3.53e-010.242
158219TTC39BA001-C-207HumanColorectumFAP2.41e-02-3.64e-010.1278
158219TTC39BA015-C-203HumanColorectumFAP6.43e-19-3.75e-01-0.1294
158219TTC39BA015-C-204HumanColorectumFAP4.89e-03-3.37e-01-0.0228
158219TTC39BA002-C-201HumanColorectumFAP2.30e-10-4.21e-010.0324
158219TTC39BA002-C-203HumanColorectumFAP5.33e-03-1.95e-010.2786
158219TTC39BA001-C-119HumanColorectumFAP2.79e-03-4.64e-01-0.1557
158219TTC39BA001-C-108HumanColorectumFAP1.42e-14-3.75e-01-0.0272
158219TTC39BA002-C-205HumanColorectumFAP6.63e-18-5.79e-01-0.1236
158219TTC39BA001-C-104HumanColorectumFAP9.47e-05-3.19e-010.0184
158219TTC39BA015-C-005HumanColorectumFAP1.10e-08-5.28e-01-0.0336
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:00108834CervixCCregulation of lipid storage15/231157/187233.13e-032.05e-0215
GO:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0062012ColorectumADregulation of small molecule metabolic process93/3918334/187231.46e-031.24e-0293
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:0008202ColorectumADsteroid metabolic process85/3918319/187238.07e-034.75e-0285
GO:00060662ColorectumMSSalcohol metabolic process92/3467353/187232.57e-043.46e-0392
GO:00620121ColorectumMSSregulation of small molecule metabolic process83/3467334/187232.25e-031.85e-0283
GO:00108761ColorectumMSSlipid localization104/3467448/187236.76e-034.38e-02104
GO:00620122ColorectumFAPregulation of small molecule metabolic process74/2622334/187233.15e-057.13e-0474
GO:00068691ColorectumFAPlipid transport81/2622398/187232.84e-043.76e-0381
GO:00108762ColorectumFAPlipid localization85/2622448/187231.92e-031.63e-0285
GO:00060663ColorectumFAPalcohol metabolic process69/2622353/187232.29e-031.85e-0269
GO:00068692ColorectumCRClipid transport63/2078398/187232.36e-032.26e-0263
GO:00060664ColorectumCRCalcohol metabolic process57/2078353/187232.37e-032.27e-0257
GO:00108763ColorectumCRClipid localization68/2078448/187234.60e-033.58e-0268
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00199155EsophagusESCClipid storage58/855287/187236.15e-054.72e-0458
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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
TTC39BSNVMissense_Mutationnovelc.570N>Tp.Gln190Hisp.Q190HQ5VTQ0protein_codingtolerated(0.15)probably_damaging(0.972)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TTC39BSNVMissense_Mutationrs753898694c.466N>Ap.Glu156Lysp.E156KQ5VTQ0protein_codingtolerated(0.25)possibly_damaging(0.815)TCGA-D8-A145-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TTC39BSNVMissense_Mutationnovelc.1781N>Cp.Cys594Serp.C594SQ5VTQ0protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-LL-A6FR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TTC39BSNVMissense_Mutationrs192520168c.476N>Ap.Arg159Hisp.R159HQ5VTQ0protein_codingtolerated(0.18)possibly_damaging(0.883)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTC39BSNVMissense_Mutationc.218G>Cp.Arg73Prop.R73PQ5VTQ0protein_codingtolerated_low_confidence(0.29)benign(0.033)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TTC39BSNVMissense_Mutationnovelc.118G>Tp.Gly40Trpp.G40WQ5VTQ0protein_codingdeleterious_low_confidence(0)probably_damaging(0.966)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TTC39BSNVMissense_Mutationnovelc.1344G>Ap.Met448Ilep.M448IQ5VTQ0protein_codingtolerated(0.17)benign(0.015)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TTC39BSNVMissense_Mutationc.1198N>Ap.Ala400Thrp.A400TQ5VTQ0protein_codingdeleterious(0)possibly_damaging(0.875)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TTC39BSNVMissense_Mutationrs546349081c.170T>Gp.Phe57Cysp.F57CQ5VTQ0protein_codingdeleterious_low_confidence(0.02)benign(0.072)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TTC39BSNVMissense_Mutationrs769080516c.295N>Ap.Ala99Thrp.A99TQ5VTQ0protein_codingdeleterious_low_confidence(0.02)benign(0.087)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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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