Literature DB >> 32846274

MicroRNA predicts cognitive performance in healthy older adults.

Joseph M Gullett1, Zhaoyi Chen2, Andrew O'Shea3, Maisha Akbar3, Jiang Bian2, Asha Rani4, Eric C Porges3, Thomas C Foster4, Adam J Woods5, Francois Modave2, Ronald A Cohen3.   

Abstract

The expression of microRNA (miRNA) is influenced by ongoing biological processes, including aging, and has begun to play a role in the measurement of neurodegenerative processes in central nervous system. The purpose of this study is to utilize machine learning approaches to determine whether miRNA can be utilized as a blood-based biomarker of cognitive aging. A random forest regression combining miRNA with biological (brain volume), clinical (comorbid conditions), and demographic variables in 115 typically aging older adults explained the greatest level of variance in cognitive performance compared to the other machine learning models explored. Three miRNA (miR-140-5p, miR-197-3p, and miR-501-3p) were top-ranked predictors of multiple cognitive outcomes (Fluid, Crystallized, and Overall Cognition) and past studies of these miRNA link them to cellular senescence, inflammatory signals for atherosclerotic formation, and potential development of neurodegenerative disorders (e.g., Alzheimer's disease). Several novel miRNAs were also linked to age and multiple cognitive functions, findings which together warrant further exploration linking these miRNAs to brain-derived metrics of neurodegeneration in typically aging older adults.
Copyright © 2020 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Cognitive aging; Machine learning; Neurocognitive function; miRNA

Mesh:

Substances:

Year:  2020        PMID: 32846274      PMCID: PMC7606424          DOI: 10.1016/j.neurobiolaging.2020.07.023

Source DB:  PubMed          Journal:  Neurobiol Aging        ISSN: 0197-4580            Impact factor:   4.673


  52 in total

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  10 in total

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