• Home
  • Search
  • Using multivariate partial least squares on fNIRS data to examine load-dependent brain-behaviour relationships in aging.
  • https://doi.org/10.1371/journal.pone.0312109Copy DOI Icon

Using multivariate partial least squares on fNIRS data to examine load-dependent brain-behaviour relationships in aging.

  • Oct 14, 2024
  • PloS one
  • Claudia Gonzalez +2 more
Show More
  • Abstract
  • Literature Map
  • References
  • Similar Papers
Abstract

Researchers implementing non-invasive neuroimaging have reported distinct load-dependent brain activity patterns in older adults compared with younger adults. Although findings are mixed, these age-related patterns are often associated with compensatory mechanisms of cognitive decline even in the absence of direct comparisons between brain activity and cognitive performance. This study investigated the effects of cognitive load on brain-behavior relationships in younger and older adults using a data-driven, multivariate partial least squares (PLS) analysis of functional near-infrared spectroscopy (fNIRS) data. We measured bilateral prefrontal brain activity in 31 older and 27 younger adults while they performed single and dual 2-back tasks. Behavioral PLS analysis was used to determine relationships between performance metrics (reaction time and error rate) and brain oxygenation (HbO) and deoxygenation (HbR) patterns across groups and task loads. Results revealed significant age-group differences in brain-behavior relationships. In younger adults, increased brain activity (i.e., increased HbO and decreased HbR) was associated with faster reaction times and better accuracy in the single task, indicating sufficient neural capacity. Conversely, older adults showed a negative correlation between HbR and error rates in the single task; however, in the dual task, they demonstrated a positive relationship between HbO and performance, indicative of compensatory mechanisms under the higher cognitive load. Overall, older adults' showed relationships with either HbR or HbO, but not both, indicating that the robustness of the relationship between brain activity and behavior varies across task load conditions. Our PLS approach revealed distinct load-dependent brain activity between age groups, providing further insight into neurocognitive aging patterns, such as compensatory mechanisms, by emphasizing the variability and complexity of brain-behavior relationships. Our findings also highlight the importance of considering task complexity and cognitive demands in interpreting age-related brain activity patterns.

Similar Papers
  • Research Article
  • Citations23

No evidence for task automatization after dual-task training in younger and older adults.

  • Jan 01, 2017
  • Psychology and aging
  • Tilo Strobach +1
  • Research Article
  • Citations47

Older Adults Pay an Additional Cost When Texting and Walking: Effects of Age, Environment, and Use of Mixed Reality on Dual-Task Performance.

  • Apr 06, 2018
  • Physical Therapy
  • Tal Krasovsky +2
  • Research Article
  • Citations1

Individual Differences in Right Dorsolateral Prefrontal Cortex Volumes, Whole Brain Activity and Memory Performance in Healthy Young and Older Adults

  • Jan 01, 2010
  • Frontiers in Human Neuroscience
  • Grady C L
  • Research Article
  • Citations1

Age Differences in the Malleability of Attitudes toward Automated Shared Mobility

  • Sep 01, 2021
  • Proceedings of the Human Factors and Ergonomics Society Annual Meeting
  • Kathryn Baringer +2
  • PDF
  • Research Article
  • Citations8

Dual-Task Performance in Hearing-Impaired Older Adults—Study Protocol for a Cross-Sectional Mobile Brain/Body Imaging Study

  • Nov 12, 2021
  • Frontiers in Aging Neuroscience
  • Anna Wunderlich +8
  • Research Article
  • Citations28

Cognitive factors as predictors of accented speech perception for younger and older adults.

  • Jun 01, 2017
  • The Journal of the Acoustical Society of America
  • Erin M Ingvalson +3
  • Research Article
  • Citations71

Dual Task Demands and Gist-Based False Recognition of Pictures in Younger and Older Adults

  • Apr 01, 2001
  • Journal of Memory and Language
  • Wilma Koutstaal +2
  • Research Article
  • Citations51

Look Out—It's Your Off-Peak Time of Day! Time of Day Matters More for Alerting than for Orienting or Executive Attention

  • May 01, 2013
  • Experimental Aging Research
  • Marisa Knight +1
  • PDF
  • Preprint Article

Deviations from Bayes' Theorem During Belief Updating in Younger and Older Adults: Evidence From Behaviour and Neural Activity

  • Jun 07, 2023
  • Bonnie Andrea Armstrong
  • Research Article
  • Citations1

Biomechanics of sit-to-stand with dual tasks in older adults with and without mild cognitive impairment

  • Apr 24, 2024
  • Gait & Posture
  • Perayut Chimsuwan +3
  • Research Article
  • Citations17

Age differences in the neural correlates underlying control of emotional memory: An event-related potential study

  • Jun 18, 2018
  • Brain Research
  • Sara N Gallant +2
  • Dissertation

The emotional ageing brain: cognitive mechanisms and neural networks

  • Jun 03, 2016
  • The University of Queensland
  • Maryam Ziaei
  • Research Article
  • Citations6

Perceptions of older and younger adults who wear hearing aids

  • Jan 23, 2024
  • International Journal of Audiology
  • Julie Beadle +3
  • Research Article
  • Citations97

Cognitive and neural effects of semantic encoding strategy training in older adults.

  • Jun 27, 2011
  • Cerebral Cortex
  • B A Kirchhoff +3
  • Research Article

Sex differences in the association between cognitive function and 24-hour activity patterns in older adults: a compositional data analysis

  • Sep 24, 2025
  • Frontiers in Aging
  • Dan Li +2
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.