Circulating Mitochondrial-Derived Vesicles, Inflammatory Biomarkers and Amino Acids in Older Adults With Physical Frailty and Sarcopenia: A Preliminary BIOSPHERE Multi-Marker Study Using Sequential and Orthogonalized Covariance Selection – Linear Discriminant Analysis

Emanuele Marzetti 1, 2
Flora Guerra 3
Riccardo Calvani 1
Federico Marini 4
Alessandra Biancolillo 5
Jacopo Gervasoni 1, 2
Aniello Primiano 2
Hélio José Coelho Júnior 2
Francesco Landi 1, 2
Roberto Bernabei 1, 2
Cecilia Bucci 3
Anna Picca 1
Publication typeJournal Article
Publication date2020-09-22
scimago Q1
wos Q1
SJR1.608
CiteScore11.4
Impact factor4.3
ISSN2296634X
Cell Biology
Developmental Biology
Abstract
Physical frailty and sarcopenia (PF&S) is a prototypical geriatric condition characterized by reduced physical function and low muscle mass. The multifaceted pathophysiology of this condition recapitulates all hallmarks of aging making the identification of specific biomarkers challenging. In the present study, we explored the relationship among three processes that are thought to be involved in PF&S (i.e, systemic inflammation, amino acid dysmetabolism, and mitochondrial dysfunction). We took advantage of the well-characterized cohort of older adults recruited in the "BIOmarkers associated with Sarcopenia and Physical frailty in EldeRly pErsons" (BIOSPHERE) study to preliminarily combine in a multi-platform analytical approach inflammatory biomolecules, amino acids and derivatives, and mitochondrial-derived vesicle (MDV) cargo molecules to evaluate their performance as possible biomarkers for PF&S. Eleven older adults aged 70 years and older with PF&S and 10 non-sarcopenic non-frail controls were included in the analysis based on the availability of the three categories of biomolecules. A sequential and orthogonalized covariance selection − linear discriminant analysis (SO-CovSel−LDA) approach was used for biomarkers selection. Of the 75 analytes assayed, 16 had concentrations below the detection limit. Within the remaining 59 biomolecules, So-CovSel−LDA selected a set comprising two amino acids (phosphoethanolamine and tryptophan), two cytokines (interleukin 1 receptor antagonist and macrophage inflammatory protein 1β), and MDV-derived nicotinamide adenine dinucleotide reduced form:ubiquinone oxidoreductase subunit S3 as the best predictors for discriminating older people with and without PF&S. The evaluation of these biomarkers in larger cohorts and their changes over time or in response to interventions may unveil specific pathogenetic pathways of PF&S and identify new biological targets for drug development.
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Marzetti E. et al. Circulating Mitochondrial-Derived Vesicles, Inflammatory Biomarkers and Amino Acids in Older Adults With Physical Frailty and Sarcopenia: A Preliminary BIOSPHERE Multi-Marker Study Using Sequential and Orthogonalized Covariance Selection – Linear Discriminant Analysis // Frontiers in Cell and Developmental Biology. 2020. Vol. 8.
GOST all authors (up to 50) Copy
Marzetti E., Guerra F., Calvani R., Marini F., Biancolillo A., Gervasoni J., Primiano A., Coelho Júnior H. J., Landi F., Bernabei R., Bucci C., Picca A. Circulating Mitochondrial-Derived Vesicles, Inflammatory Biomarkers and Amino Acids in Older Adults With Physical Frailty and Sarcopenia: A Preliminary BIOSPHERE Multi-Marker Study Using Sequential and Orthogonalized Covariance Selection – Linear Discriminant Analysis // Frontiers in Cell and Developmental Biology. 2020. Vol. 8.
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RIS Copy
TY - JOUR
DO - 10.3389/fcell.2020.564417
UR - https://doi.org/10.3389/fcell.2020.564417
TI - Circulating Mitochondrial-Derived Vesicles, Inflammatory Biomarkers and Amino Acids in Older Adults With Physical Frailty and Sarcopenia: A Preliminary BIOSPHERE Multi-Marker Study Using Sequential and Orthogonalized Covariance Selection – Linear Discriminant Analysis
T2 - Frontiers in Cell and Developmental Biology
AU - Marzetti, Emanuele
AU - Guerra, Flora
AU - Calvani, Riccardo
AU - Marini, Federico
AU - Biancolillo, Alessandra
AU - Gervasoni, Jacopo
AU - Primiano, Aniello
AU - Coelho Júnior, Hélio José
AU - Landi, Francesco
AU - Bernabei, Roberto
AU - Bucci, Cecilia
AU - Picca, Anna
PY - 2020
DA - 2020/09/22
PB - Frontiers Media S.A.
VL - 8
PMID - 33072749
SN - 2296-634X
ER -
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BibTex (up to 50 authors) Copy
@article{2020_Marzetti,
author = {Emanuele Marzetti and Flora Guerra and Riccardo Calvani and Federico Marini and Alessandra Biancolillo and Jacopo Gervasoni and Aniello Primiano and Hélio José Coelho Júnior and Francesco Landi and Roberto Bernabei and Cecilia Bucci and Anna Picca},
title = {Circulating Mitochondrial-Derived Vesicles, Inflammatory Biomarkers and Amino Acids in Older Adults With Physical Frailty and Sarcopenia: A Preliminary BIOSPHERE Multi-Marker Study Using Sequential and Orthogonalized Covariance Selection – Linear Discriminant Analysis},
journal = {Frontiers in Cell and Developmental Biology},
year = {2020},
volume = {8},
publisher = {Frontiers Media S.A.},
month = {sep},
url = {https://doi.org/10.3389/fcell.2020.564417},
doi = {10.3389/fcell.2020.564417}
}