Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach

Background: Multisite pain is commonly chronic and often lacks its initial role as a potential tissue damage signal. Chronic pain among working-age individuals is a risk for disability and imposes a major burden on health care systems and society. As effective treatments for chronic pain are largely...

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Published in:Frontiers in Public Health
Main Authors: Ville-Heikki Ahlholm, Viljami Rönkkö, Leena Ala-Mursula, Jaro Karppinen, Petteri Oura
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media S.A. 2021
Subjects:
Online Access:https://doi.org/10.3389/fpubh.2021.709778
https://doaj.org/article/1da5b5e1763c4a9ca51551476ce198e9
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spelling ftdoajarticles:oai:doaj.org/article:1da5b5e1763c4a9ca51551476ce198e9 2023-05-15T17:42:49+02:00 Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach Ville-Heikki Ahlholm Viljami Rönkkö Leena Ala-Mursula Jaro Karppinen Petteri Oura 2021-08-01T00:00:00Z https://doi.org/10.3389/fpubh.2021.709778 https://doaj.org/article/1da5b5e1763c4a9ca51551476ce198e9 EN eng Frontiers Media S.A. https://www.frontiersin.org/articles/10.3389/fpubh.2021.709778/full https://doaj.org/toc/2296-2565 2296-2565 doi:10.3389/fpubh.2021.709778 https://doaj.org/article/1da5b5e1763c4a9ca51551476ce198e9 Frontiers in Public Health, Vol 9 (2021) musculoskeletal pain lifestyle socioeconomic occupational exposure psychological factors epidemiology Public aspects of medicine RA1-1270 article 2021 ftdoajarticles https://doi.org/10.3389/fpubh.2021.709778 2022-12-31T12:51:02Z Background: Multisite pain is commonly chronic and often lacks its initial role as a potential tissue damage signal. Chronic pain among working-age individuals is a risk for disability and imposes a major burden on health care systems and society. As effective treatments for chronic pain are largely lacking, better identification of the factors associated with pain over working years is needed.Methods: Members of the Northern Finland Birth Cohort 1966 participated in data collection at the ages of 31 (n = 4,028) and 46 (n = 3,429). Using these two time points, we performed a multivariable analysis of the association of socioeconomic, occupational, psychological and lifestyle factors (i.e., low education, living alone, low household income, unemployment, occupational physical exposures [hard physical labor, leaning forward, back twisting, constant moving, lifting loads of ≥ 1 kg], physical inactivity, regular smoking, regular drinking, overweight, and psychiatric symptoms) with the number of musculoskeletal pain sites (i.e., upper extremity, lower extremity, lower back, and the neck-shoulder region; totalling 0–4 pain sites). The data were analyzed using generalized estimating equations.Results: At the age of 31, multisite pain was reported by 72.5% of men and 78.6% of women. At the age of 46, the prevalence of multisite pain was 75.7% among men and 82.7% among women. Among men, the number of pain sites was positively associated with age (rate ratio 1.05, 95% confidence interval 1.01–1.08), low household income (1.05, 1.01–1.08), unemployment (1.13, 1.06–1.19), any occupational exposure (1.17, 1.12–1.22), regular smoking (1.06, 1.02–1.11), and psychiatric symptoms (1.21, 1.17–1.26). Among women, the number of pain sites was positively associated with age (1.06, 1.04–1.10), unemployment (1.10, 1.05–1.15), any occupational exposure (1.10, 1.06–1.13), regular smoking (1.06, 1.02–1.10), overweight (1.08, 1.05–1.11), and psychiatric symptoms (1.19, 1.15–1.22); living alone was negatively associated with the number of ... Article in Journal/Newspaper Northern Finland Directory of Open Access Journals: DOAJ Articles Frontiers in Public Health 9
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic musculoskeletal pain
lifestyle
socioeconomic
occupational exposure
psychological factors
epidemiology
Public aspects of medicine
RA1-1270
spellingShingle musculoskeletal pain
lifestyle
socioeconomic
occupational exposure
psychological factors
epidemiology
Public aspects of medicine
RA1-1270
Ville-Heikki Ahlholm
Viljami Rönkkö
Leena Ala-Mursula
Jaro Karppinen
Petteri Oura
Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach
topic_facet musculoskeletal pain
lifestyle
socioeconomic
occupational exposure
psychological factors
epidemiology
Public aspects of medicine
RA1-1270
description Background: Multisite pain is commonly chronic and often lacks its initial role as a potential tissue damage signal. Chronic pain among working-age individuals is a risk for disability and imposes a major burden on health care systems and society. As effective treatments for chronic pain are largely lacking, better identification of the factors associated with pain over working years is needed.Methods: Members of the Northern Finland Birth Cohort 1966 participated in data collection at the ages of 31 (n = 4,028) and 46 (n = 3,429). Using these two time points, we performed a multivariable analysis of the association of socioeconomic, occupational, psychological and lifestyle factors (i.e., low education, living alone, low household income, unemployment, occupational physical exposures [hard physical labor, leaning forward, back twisting, constant moving, lifting loads of ≥ 1 kg], physical inactivity, regular smoking, regular drinking, overweight, and psychiatric symptoms) with the number of musculoskeletal pain sites (i.e., upper extremity, lower extremity, lower back, and the neck-shoulder region; totalling 0–4 pain sites). The data were analyzed using generalized estimating equations.Results: At the age of 31, multisite pain was reported by 72.5% of men and 78.6% of women. At the age of 46, the prevalence of multisite pain was 75.7% among men and 82.7% among women. Among men, the number of pain sites was positively associated with age (rate ratio 1.05, 95% confidence interval 1.01–1.08), low household income (1.05, 1.01–1.08), unemployment (1.13, 1.06–1.19), any occupational exposure (1.17, 1.12–1.22), regular smoking (1.06, 1.02–1.11), and psychiatric symptoms (1.21, 1.17–1.26). Among women, the number of pain sites was positively associated with age (1.06, 1.04–1.10), unemployment (1.10, 1.05–1.15), any occupational exposure (1.10, 1.06–1.13), regular smoking (1.06, 1.02–1.10), overweight (1.08, 1.05–1.11), and psychiatric symptoms (1.19, 1.15–1.22); living alone was negatively associated with the number of ...
format Article in Journal/Newspaper
author Ville-Heikki Ahlholm
Viljami Rönkkö
Leena Ala-Mursula
Jaro Karppinen
Petteri Oura
author_facet Ville-Heikki Ahlholm
Viljami Rönkkö
Leena Ala-Mursula
Jaro Karppinen
Petteri Oura
author_sort Ville-Heikki Ahlholm
title Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach
title_short Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach
title_full Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach
title_fullStr Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach
title_full_unstemmed Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach
title_sort modeling the multidimensional predictors of multisite musculoskeletal pain across adulthood—a generalized estimating equations approach
publisher Frontiers Media S.A.
publishDate 2021
url https://doi.org/10.3389/fpubh.2021.709778
https://doaj.org/article/1da5b5e1763c4a9ca51551476ce198e9
genre Northern Finland
genre_facet Northern Finland
op_source Frontiers in Public Health, Vol 9 (2021)
op_relation https://www.frontiersin.org/articles/10.3389/fpubh.2021.709778/full
https://doaj.org/toc/2296-2565
2296-2565
doi:10.3389/fpubh.2021.709778
https://doaj.org/article/1da5b5e1763c4a9ca51551476ce198e9
op_doi https://doi.org/10.3389/fpubh.2021.709778
container_title Frontiers in Public Health
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