Profiles of Accelerometry-Derived Physical Activity Are Related to Perceived Physical Fatigability in Older Adults

Physical activity (PA) is associated with greater fatigability in older adults; little is known about magnitude, shape, timing and variability of the entire 24-h rest–activity rhythm (RAR) associated with fatigability. We identified which features of the 24-h RAR pattern were independently and joint...

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Main Authors: Jessica L. Graves, Yujia (Susanna) Qiao, Kyle D. Moored, Robert M. Boudreau, Elizabeth M. Venditti, Robert T. Krafty, Eric J. Shiroma, Jaroslaw Harezlak, Nancy W. Glynn
Format: Article
Language:English
Published: MDPI AG 2021-03-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/21/5/1718
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author Jessica L. Graves
Yujia (Susanna) Qiao
Kyle D. Moored
Robert M. Boudreau
Elizabeth M. Venditti
Robert T. Krafty
Eric J. Shiroma
Jaroslaw Harezlak
Nancy W. Glynn
author_facet Jessica L. Graves
Yujia (Susanna) Qiao
Kyle D. Moored
Robert M. Boudreau
Elizabeth M. Venditti
Robert T. Krafty
Eric J. Shiroma
Jaroslaw Harezlak
Nancy W. Glynn
author_sort Jessica L. Graves
collection DOAJ
description Physical activity (PA) is associated with greater fatigability in older adults; little is known about magnitude, shape, timing and variability of the entire 24-h rest–activity rhythm (RAR) associated with fatigability. We identified which features of the 24-h RAR pattern were independently and jointly associated with greater perceived physical fatigability (Pittsburgh Fatigability Scale, PFS, 0–50) in older adults (<i>n</i> = 181, 71.3 ± 6.7 years). RARs were characterized using anti-logistic extended cosine models and 4-h intervals of PA means and standard deviations across days. A K-means clustering algorithm approach identified four profiles of RAR features: “Less Active/Robust”, “Earlier Risers”, “More Active/Robust” and “Later RAR”. Quantile regression tested associations of each RAR feature/profile on median PFS adjusted for age, sex, race, body mass index and depression symptomatology. Later rise times (up mesor; β = 1.38, <i>p</i> = 0.01) and timing of midpoint of activity (acrophase; β = 1.29, <i>p</i> = 0.01) were associated with higher PFS scores. Lower PA between 4 a.m. and 8 a.m. was associated with higher PFS scores (β = −4.50, <i>p</i> = 0.03). “Less Active/Robust” (β = 6.14, <i>p</i> = 0.01) and “Later RAR” (β = 3.53, <i>p</i> = 0.01) patterns were associated with higher PFS scores compared to “Earlier Risers”. Greater physical fatigability in older adults was associated with dampened, more variable, and later RARs. This work can guide development of interventions aimed at modifying RARs to reduce fatigability in older adults.
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spelling doaj.art-c2650aa286624a0d8efcea0c54f69d102023-12-03T12:11:07ZengMDPI AGSensors1424-82202021-03-01215171810.3390/s21051718Profiles of Accelerometry-Derived Physical Activity Are Related to Perceived Physical Fatigability in Older AdultsJessica L. Graves0Yujia (Susanna) Qiao1Kyle D. Moored2Robert M. Boudreau3Elizabeth M. Venditti4Robert T. Krafty5Eric J. Shiroma6Jaroslaw Harezlak7Nancy W. Glynn8Department of Epidemiology, University of Pittsburgh, Pittsburgh, PA 15261, USADepartment of Epidemiology, University of Pittsburgh, Pittsburgh, PA 15261, USADepartment of Epidemiology, University of Pittsburgh, Pittsburgh, PA 15261, USADepartment of Epidemiology, University of Pittsburgh, Pittsburgh, PA 15261, USADepartment of Psychiatry, University of Pittsburgh, Pittsburgh, PA 15213, USADepartment of Biostatistics and Bioinformatics, Emory University, Atlanta, GA 30322, USALaboratory of Epidemiology and Population Sciences, National Institute on Aging, Baltimore, MD 21225, USADepartment of Epidemiology and Biostatistics, School of Public Health-Bloomington, Indiana University, Bloomington, IN 47405, USADepartment of Epidemiology, University of Pittsburgh, Pittsburgh, PA 15261, USAPhysical activity (PA) is associated with greater fatigability in older adults; little is known about magnitude, shape, timing and variability of the entire 24-h rest–activity rhythm (RAR) associated with fatigability. We identified which features of the 24-h RAR pattern were independently and jointly associated with greater perceived physical fatigability (Pittsburgh Fatigability Scale, PFS, 0–50) in older adults (<i>n</i> = 181, 71.3 ± 6.7 years). RARs were characterized using anti-logistic extended cosine models and 4-h intervals of PA means and standard deviations across days. A K-means clustering algorithm approach identified four profiles of RAR features: “Less Active/Robust”, “Earlier Risers”, “More Active/Robust” and “Later RAR”. Quantile regression tested associations of each RAR feature/profile on median PFS adjusted for age, sex, race, body mass index and depression symptomatology. Later rise times (up mesor; β = 1.38, <i>p</i> = 0.01) and timing of midpoint of activity (acrophase; β = 1.29, <i>p</i> = 0.01) were associated with higher PFS scores. Lower PA between 4 a.m. and 8 a.m. was associated with higher PFS scores (β = −4.50, <i>p</i> = 0.03). “Less Active/Robust” (β = 6.14, <i>p</i> = 0.01) and “Later RAR” (β = 3.53, <i>p</i> = 0.01) patterns were associated with higher PFS scores compared to “Earlier Risers”. Greater physical fatigability in older adults was associated with dampened, more variable, and later RARs. This work can guide development of interventions aimed at modifying RARs to reduce fatigability in older adults.https://www.mdpi.com/1424-8220/21/5/1718fatiguerest–activity rhythmolder adults
spellingShingle Jessica L. Graves
Yujia (Susanna) Qiao
Kyle D. Moored
Robert M. Boudreau
Elizabeth M. Venditti
Robert T. Krafty
Eric J. Shiroma
Jaroslaw Harezlak
Nancy W. Glynn
Profiles of Accelerometry-Derived Physical Activity Are Related to Perceived Physical Fatigability in Older Adults
Sensors
fatigue
rest–activity rhythm
older adults
title Profiles of Accelerometry-Derived Physical Activity Are Related to Perceived Physical Fatigability in Older Adults
title_full Profiles of Accelerometry-Derived Physical Activity Are Related to Perceived Physical Fatigability in Older Adults
title_fullStr Profiles of Accelerometry-Derived Physical Activity Are Related to Perceived Physical Fatigability in Older Adults
title_full_unstemmed Profiles of Accelerometry-Derived Physical Activity Are Related to Perceived Physical Fatigability in Older Adults
title_short Profiles of Accelerometry-Derived Physical Activity Are Related to Perceived Physical Fatigability in Older Adults
title_sort profiles of accelerometry derived physical activity are related to perceived physical fatigability in older adults
topic fatigue
rest–activity rhythm
older adults
url https://www.mdpi.com/1424-8220/21/5/1718
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