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A new cognitive clock matching phenotypic and epigenetic ages.


ABSTRACT: Cognitive abilities decline with age, constituting a major manifestation of aging. The quantitative biomarkers of this process, as well as the correspondence to different biological clocks, remain largely an open problem. In this paper we employ the following cognitive tests: 1. differentiation of shades (campimetry); 2. evaluation of the arithmetic correctness and 3. detection of reversed letters and identify the most significant age-related cognitive indices. Based on their subsets we construct a machine learning-based Cognitive Clock that predicts chronological age with a mean absolute error of 8.62 years. Remarkably, epigenetic and phenotypic ages are predicted by Cognitive Clock with an even better accuracy. We also demonstrate the presence of correlations between cognitive, phenotypic and epigenetic age accelerations that suggests a deep connection between cognitive performance and aging status of an individual.

SUBMITTER: Krivonosov MI 

PROVIDER: S-EPMC9444998 | biostudies-literature | 2022 Sep

REPOSITORIES: biostudies-literature

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A new cognitive clock matching phenotypic and epigenetic ages.

Krivonosov M I MI   Kondakova E V EV   Bulanov N A NA   Polevaya S A SA   Franceschi C C   Ivanchenko M V MV   Vedunova M V MV  

Translational psychiatry 20220906 1


Cognitive abilities decline with age, constituting a major manifestation of aging. The quantitative biomarkers of this process, as well as the correspondence to different biological clocks, remain largely an open problem. In this paper we employ the following cognitive tests: 1. differentiation of shades (campimetry); 2. evaluation of the arithmetic correctness and 3. detection of reversed letters and identify the most significant age-related cognitive indices. Based on their subsets we construc  ...[more]

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