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: Ahlholm, Ville-Heikki, Rönkkö, Viljami, Ala-Mursula, Leena, Karppinen, Jaro, Oura, Petteri
Other Authors: Department of Forensic Medicine
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media SA 2021
Subjects:
Online Access:http://hdl.handle.net/10138/335316
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spelling ftunivhelsihelda:oai:helda.helsinki.fi:10138/335316 2024-01-07T09:45:29+01:00 Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach Ahlholm, Ville-Heikki Rönkkö, Viljami Ala-Mursula, Leena Karppinen, Jaro Oura, Petteri Department of Forensic Medicine 2021-10-14T13:20:01Z 9 application/pdf http://hdl.handle.net/10138/335316 eng eng Frontiers Media SA 10.3389/fpubh.2021.709778 Ahlholm , V-H , Rönkkö , V , Ala-Mursula , L , Karppinen , J & Oura , P 2021 , ' Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach ' , Frontiers in public health , vol. 9 , 709778 . https://doi.org/10.3389/fpubh.2021.709778 ORCID: /0000-0001-5637-3971/work/133139923 44198894-cb6f-4466-a7ee-cdc176db0536 http://hdl.handle.net/10138/335316 000688481900001 cc_by openAccess info:eu-repo/semantics/openAccess CHRONIC WIDESPREAD PAIN DETERMINANTS FEATURES ONSET PREVALENCE cohort studies epidemiology lifestyle musculoskeletal pain occupational exposure psychological factors socioeconomic 319 Forensic science and other medical sciences Article publishedVersion 2021 ftunivhelsihelda 2023-12-14T00:03:32Z 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 ... Article in Journal/Newspaper Northern Finland HELDA – University of Helsinki Open Repository Frontiers in Public Health 9
institution Open Polar
collection HELDA – University of Helsinki Open Repository
op_collection_id ftunivhelsihelda
language English
topic CHRONIC WIDESPREAD PAIN
DETERMINANTS
FEATURES
ONSET
PREVALENCE
cohort studies
epidemiology
lifestyle
musculoskeletal pain
occupational exposure
psychological factors
socioeconomic
319 Forensic science and other medical sciences
spellingShingle CHRONIC WIDESPREAD PAIN
DETERMINANTS
FEATURES
ONSET
PREVALENCE
cohort studies
epidemiology
lifestyle
musculoskeletal pain
occupational exposure
psychological factors
socioeconomic
319 Forensic science and other medical sciences
Ahlholm, Ville-Heikki
Rönkkö, Viljami
Ala-Mursula, Leena
Karppinen, Jaro
Oura, Petteri
Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach
topic_facet CHRONIC WIDESPREAD PAIN
DETERMINANTS
FEATURES
ONSET
PREVALENCE
cohort studies
epidemiology
lifestyle
musculoskeletal pain
occupational exposure
psychological factors
socioeconomic
319 Forensic science and other medical sciences
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 ...
author2 Department of Forensic Medicine
format Article in Journal/Newspaper
author Ahlholm, Ville-Heikki
Rönkkö, Viljami
Ala-Mursula, Leena
Karppinen, Jaro
Oura, Petteri
author_facet Ahlholm, Ville-Heikki
Rönkkö, Viljami
Ala-Mursula, Leena
Karppinen, Jaro
Oura, Petteri
author_sort Ahlholm, Ville-Heikki
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 SA
publishDate 2021
url http://hdl.handle.net/10138/335316
genre Northern Finland
genre_facet Northern Finland
op_relation 10.3389/fpubh.2021.709778
Ahlholm , V-H , Rönkkö , V , Ala-Mursula , L , Karppinen , J & Oura , P 2021 , ' Modeling the Multidimensional Predictors of Multisite Musculoskeletal Pain Across Adulthood—A Generalized Estimating Equations Approach ' , Frontiers in public health , vol. 9 , 709778 . https://doi.org/10.3389/fpubh.2021.709778
ORCID: /0000-0001-5637-3971/work/133139923
44198894-cb6f-4466-a7ee-cdc176db0536
http://hdl.handle.net/10138/335316
000688481900001
op_rights cc_by
openAccess
info:eu-repo/semantics/openAccess
container_title Frontiers in Public Health
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