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Review
. 2022 May 6;23(9):5213.
doi: 10.3390/ijms23095213.

Challenges in Metabolomics-Based Tests, Biomarkers Revealed by Metabolomic Analysis, and the Promise of the Application of Metabolomics in Precision Medicine

Affiliations
Review

Challenges in Metabolomics-Based Tests, Biomarkers Revealed by Metabolomic Analysis, and the Promise of the Application of Metabolomics in Precision Medicine

Alessandro Di Minno et al. Int J Mol Sci. .

Abstract

Metabolomics helps identify metabolites to characterize/refine perturbations of biological pathways in living organisms. Pre-analytical, analytical, and post-analytical limitations that have hampered a wide implementation of metabolomics have been addressed. Several potential biomarkers originating from current targeted metabolomics-based approaches have been discovered. Precision medicine argues for algorithms to classify individuals based on susceptibility to disease, and/or by response to specific treatments. It also argues for a prevention-based health system. Because of its ability to explore gene-environment interactions, metabolomics is expected to be critical to personalize diagnosis and treatment. Stringent guidelines have been applied from the very beginning to design studies to acquire the information currently employed in precision medicine and precision prevention approaches. Large, prospective, expensive and time-consuming studies are now mandatory to validate old, and discover new, metabolomics-based biomarkers with high chances of translation into precision medicine. Metabolites from studies on saliva, sweat, breath, semen, feces, amniotic, cerebrospinal, and broncho-alveolar fluid are predicted to be needed to refine information from plasma and serum metabolome. In addition, a multi-omics data analysis system is predicted to be needed for omics-based precision medicine approaches. Omics-based approaches for the progress of precision medicine and prevention are expected to raise ethical issues.

Keywords: biomarkers; clinical practice; cost of care; metabolomics; precision medicine; professional and regulatory agencies; tailored treatments.

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Conflict of interest statement

The authors declare no conflict of interest.

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References

    1. Dunn W.B. Current trends and future requirements for the mass spectrometric investigation of microbial, mammalian and plant metabolomes. Phys. Biol. 2008;5:011001. doi: 10.1088/1478-3975/5/1/011001. - DOI - PubMed
    1. Pinu F.R., Beale D.J., Paten A.M., Kouremenos K., Swarup S., Schirra H.J., Wishart D. Systems Biology and Multi-Omics Integration: Viewpoints from the Metabolomics Research Community. Metabolites. 2019;9:76. doi: 10.3390/metabo9040076. - DOI - PMC - PubMed
    1. Wishart D.S. Emerging applications of metabolomics in drug discovery and precision medicine. Nat. Rev. Drug Discov. 2016;15:473–484. doi: 10.1038/nrd.2016.32. - DOI - PubMed
    1. Trivedi D.K., Hollywood K.A., Goodacre R. Metabolomics for the masses: The future of metabolomics in a personalized world. New Horiz. Transl. Med. 2017;3:294–305. doi: 10.1016/j.nhtm.2017.06.001. - DOI - PMC - PubMed
    1. Strimbu K., Tavel J.A. What are biomarkers? Curr. Opin. HIV AIDS. 2010;5:463–466. doi: 10.1097/COH.0b013e32833ed177. - DOI - PMC - PubMed

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