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Decoding episodic memory in ageing: A Bayesian analysis of activity patterns predicting memory

Normal ageing is associated with a decline in episodic memory, and neuroimaging studies in older adults have shown reduced activity in prefrontal cortex and other regions critical for memory function in the young. However, older adults also activate additional regions, suggesting a degree of functio...

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Detalles Bibliográficos
Autores principales: Morcom, Alexa M., Friston, Karl J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Academic Press 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3236995/
https://www.ncbi.nlm.nih.gov/pubmed/21907810
http://dx.doi.org/10.1016/j.neuroimage.2011.08.071
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author Morcom, Alexa M.
Friston, Karl J.
author_facet Morcom, Alexa M.
Friston, Karl J.
author_sort Morcom, Alexa M.
collection PubMed
description Normal ageing is associated with a decline in episodic memory, and neuroimaging studies in older adults have shown reduced activity in prefrontal cortex and other regions critical for memory function in the young. However, older adults also activate additional regions, suggesting a degree of functional reorganisation that has been attributed variously to detrimental and adaptive changes. Evaluation of these competing hypotheses depends critically upon inferences about the relative location and distribution of activity that are not well supported by current univariate or multivariate analyses. Here, we employed a recently developed model-based multivariate ‘decoding’ approach (Friston et al., 2008) to re-analyse a rich episodic encoding dataset and examine directly how the patterns of activity change in ageing. We assessed which spatial activity patterns, within lateral prefrontal cortex, best predict successful memory formation. Bayesian model comparison showed that the older adults had more distributed and bilateral (fragmented) predictive patterns of activity in anterior inferior frontal gyrus and middle frontal gyrus. With this direct multivariate test for changes in patterns of activity, we replicate and extend earlier findings of reduced prefrontal lateralisation in ageing. These findings extend conclusions based on conventional analyses, and support the notion that ageing alters the spatial deployment of neuronal activity, to render it less spatially coherent and regionally specific. This greater distribution of activity in older adults was also linked to poorer individual memory performance, suggesting that it reflects neural ageing, rather than adaptive compensatory responses.
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spelling pubmed-32369952012-01-16 Decoding episodic memory in ageing: A Bayesian analysis of activity patterns predicting memory Morcom, Alexa M. Friston, Karl J. Neuroimage Article Normal ageing is associated with a decline in episodic memory, and neuroimaging studies in older adults have shown reduced activity in prefrontal cortex and other regions critical for memory function in the young. However, older adults also activate additional regions, suggesting a degree of functional reorganisation that has been attributed variously to detrimental and adaptive changes. Evaluation of these competing hypotheses depends critically upon inferences about the relative location and distribution of activity that are not well supported by current univariate or multivariate analyses. Here, we employed a recently developed model-based multivariate ‘decoding’ approach (Friston et al., 2008) to re-analyse a rich episodic encoding dataset and examine directly how the patterns of activity change in ageing. We assessed which spatial activity patterns, within lateral prefrontal cortex, best predict successful memory formation. Bayesian model comparison showed that the older adults had more distributed and bilateral (fragmented) predictive patterns of activity in anterior inferior frontal gyrus and middle frontal gyrus. With this direct multivariate test for changes in patterns of activity, we replicate and extend earlier findings of reduced prefrontal lateralisation in ageing. These findings extend conclusions based on conventional analyses, and support the notion that ageing alters the spatial deployment of neuronal activity, to render it less spatially coherent and regionally specific. This greater distribution of activity in older adults was also linked to poorer individual memory performance, suggesting that it reflects neural ageing, rather than adaptive compensatory responses. Academic Press 2012-01-16 /pmc/articles/PMC3236995/ /pubmed/21907810 http://dx.doi.org/10.1016/j.neuroimage.2011.08.071 Text en © 2012 Elsevier Inc. https://creativecommons.org/licenses/by/3.0/This is an open access article under the CC BY license (https://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Morcom, Alexa M.
Friston, Karl J.
Decoding episodic memory in ageing: A Bayesian analysis of activity patterns predicting memory
title Decoding episodic memory in ageing: A Bayesian analysis of activity patterns predicting memory
title_full Decoding episodic memory in ageing: A Bayesian analysis of activity patterns predicting memory
title_fullStr Decoding episodic memory in ageing: A Bayesian analysis of activity patterns predicting memory
title_full_unstemmed Decoding episodic memory in ageing: A Bayesian analysis of activity patterns predicting memory
title_short Decoding episodic memory in ageing: A Bayesian analysis of activity patterns predicting memory
title_sort decoding episodic memory in ageing: a bayesian analysis of activity patterns predicting memory
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3236995/
https://www.ncbi.nlm.nih.gov/pubmed/21907810
http://dx.doi.org/10.1016/j.neuroimage.2011.08.071
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