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Plasma Metabolomics for Discovery of Early Metabolic Markers of Prostate Cancer Based on Ultra-High-Performance Liquid Chromatography-High Resolution Mass Spectrometry
- Source :
- Cancers, Cancers, 2021, 13 (13), pp.3140. ⟨10.3390/cancers13133140⟩, Volume 13, Issue 13, Cancers, MDPI, 2021, 13 (13), pp.3140. ⟨10.3390/cancers13133140⟩, Cancers, Vol 13, Iss 3140, p 3140 (2021)
- Publication Year :
- 2021
- Publisher :
- HAL CCSD, 2021.
-
Abstract
- Background: The prevention and early screening of PCa is highly dependent on the identification of new biomarkers. In this study, we investigated whether plasma metabolic profiles from healthy males provide novel early biomarkers associated with future risk of PCa. Methods: Using the Supplémentation en Vitamines et Minéraux Antioxydants (SU.VI.MAX) cohort, we identified plasma samples collected from 146 PCa cases up to 13 years prior to diagnosis and 272 matched controls. Plasma metabolic profiles were characterized using ultra-high-performance liquid chromatography-high resolution mass spectrometry (UHPLC-HRMS). Results: Orthogonal partial least squares discriminant analysis (OPLS-DA) discriminated PCa cases from controls, with a median area under the receiver operating characteristic curve (AU-ROC) of 0.92 using a 1000-time repeated random sub-sampling validation. Sparse Partial Least Squares Discriminant Analysis (sPLS-DA) identified the top 10 most important metabolites (p &lt<br />0.001) discriminating PCa cases from controls. Among them, phosphate, ethyl oleate, eicosadienoic acid were higher in individuals that developed PCa than in the controls during the follow-up. In contrast, 2-hydroxyadenine, sphinganine, L-glutamic acid, serotonin, 7-keto cholesterol, tiglyl carnitine, and sphingosine were lower. Conclusion: Our results support the dysregulation of amino acids and sphingolipid metabolism during the development of PCa. After validation in an independent cohort, these signatures may promote the development of new prevention and screening strategies to identify males at future risk of PCa.
- Subjects :
- 0301 basic medicine
Oncology
Cancer Research
medicine.medical_specialty
[SDV.CAN]Life Sciences [q-bio]/Cancer
Article
03 medical and health sciences
Prostate cancer
chemistry.chemical_compound
0302 clinical medicine
Metabolomics
[SDV.CAN] Life Sciences [q-bio]/Cancer
Liquid chromatography–mass spectrometry
Internal medicine
Partial least squares regression
Medicine
Carnitine
RC254-282
Receiver operating characteristic
business.industry
Cholesterol
Neoplasms. Tumors. Oncology. Including cancer and carcinogens
biomarkers
medicine.disease
prostate cancer
metabolomics
3. Good health
LC-MS
030104 developmental biology
multivariate analysis
chemistry
030220 oncology & carcinogenesis
Cohort
business
medicine.drug
Subjects
Details
- Language :
- English
- ISSN :
- 20726694
- Database :
- OpenAIRE
- Journal :
- Cancers, Cancers, 2021, 13 (13), pp.3140. ⟨10.3390/cancers13133140⟩, Volume 13, Issue 13, Cancers, MDPI, 2021, 13 (13), pp.3140. ⟨10.3390/cancers13133140⟩, Cancers, Vol 13, Iss 3140, p 3140 (2021)
- Accession number :
- edsair.doi.dedup.....d70416e0fec66bdb2e2dc1e84b2b0ac5
- Full Text :
- https://doi.org/10.3390/cancers13133140⟩