Measuring individual and community capacity factors in people with multimorbidity and exploring associations with health outcomes (original) (raw)

McCallum, Marianne ORCID logoORCID: https://orcid.org/0000-0001-6664-2485, Mair, Frances S. ORCID logoORCID: https://orcid.org/0000-0001-9780-1135, Macdonald, Sara ORCID logoORCID: https://orcid.org/0000-0002-5380-6943, Hannah, Mary Kathleen ORCID logoORCID: https://orcid.org/0000-0001-7777-0140, Skivington, Kathryn ORCID logoORCID: https://orcid.org/0000-0002-3571-1561 and Lewsey, Jim ORCID logoORCID: https://orcid.org/0000-0002-3811-8165(2025) Measuring individual and community capacity factors in people with multimorbidity and exploring associations with health outcomes.BMC Medicine, 23(1), 566. (doi: 10.1186/s12916-025-04337-y) (PMID:41102817) (PMCID:PMC12532429)

Abstract

Background: People with multimorbidity work to manage their conditions (burden of treatment). Burden of Treatment Theory (BOTT) proposes poorer outcomes when this work outweighs capacity — an individual’s ability to successfully undertake the work of self-management. Capacity is influenced by individual and community factors. This study aims to quantify individual and community capacity factors and explore associations, if any, with mortality and hospitalisation in people with multimorbidity. Methods: Data source is as follows: West of Scotland Twenty-07 cohort (three age-based cohorts — 15, 35 and 55 years at baseline (wave 1), followed up with four additional waves over 20 years). Participants are as follows: people with ≥ 2 chronic conditions. Variables (e.g. car access/self-esteem/neighbourliness) mapped to underlying individual and community BOTT constructs. Directed acyclic graphs (DAGs) informed analysis. Cox regression analysis using time-varying covariates explored mortality associations; multiple logistic regression explored hospitalisation associations. Both analyses were adjusted for age, sex, socioeconomic deprivation (SED), alcohol, exercise, fruit/vegetable intake, BMI, smoking, marital status, number of long-term conditions and blood pressure. Exploratory analysis of potential moderating effect of SED was also undertaken. Results: A total of 2249 people had multimorbidity across the five waves (mean age 51.5 (SD 11.6) at baseline and 61 (14.9) at wave 5; male 40.6% baseline, 41.1% wave 5; smokers 32.7% baseline, 25.3% wave 5). Living in social housing was associated with increased mortality (HR (95% CI) 1.39 (1.14, 1.68)), while registered disability was associated with increased risk of hospitalisation (OR (95% CI) 1.7 (1.27, 2.27)). Feeling fearful about walking in the dark was associated with mortality (“try to avoid” OR (95% CI) 0.74 (0.60, 0.92); “feel uncomfortable” (OR (95% CI) 0.70 (0.55, 0.89); “no worries” 0.69 (0.57, 0.83)). Feeling little control over one’s life: disagreeing quite a bit with “care from others helps me to get well” OR (95% CI) 0.53 (0.33, 0.86). Initial exploratory analysis suggests high SED could act as a potential moderator, increasing associations between community factors with mortality and hospitalisations. Conclusions: Individual and community factors influencing capacity to self-manage multimorbidity are quantifiable and associated with adverse health outcomes. Our work adds to the growing body of evidence that capacity issues may be important when designing future multimorbidity interventions and services.

Item Type: Articles
Additional Information: The West of Scotland Twenty-07 Study is funded by the UK Medical Research Council and the data were originally collected by the MRC Social and Public Health Sciences Unit (MC_A540_53462). The contribution of MKH was supported by the MRC funded Inequalities in Health (MC_UU_00022/2) Programme and the Chief Scientist Office (CSO) (SPHSU17). The contribution of KS was supported by the MRC funded Relationships and Health (MC_UU_00022/3) Programme and the CSO (SPHSU18). MM was funded for this work from a CSO Clinical Academic PhD Fellowship (CAF/19/5).
Keywords: Multimorbidity, burden of treatment theory, treatment burden, capacity.
Status: Published
Refereed: Yes
Glasgow Author(s) Enlighten ID: Skivington, Dr Kathryn and Lewsey, Professor Jim and Hannah, Mrs Mary-Kate and Mair, Professor Frances and McCallum, Dr Marianne and Macdonald, Professor Sara
Authors: McCallum, M., Mair, F. S., Macdonald, S., Hannah, M. K., Skivington, K., and Lewsey, J.
College/School: College of Medical Veterinary and Life Sciences > School of Health & Wellbeing > General Practice and Primary CareCollege of Medical Veterinary and Life Sciences > School of Health & Wellbeing > Health Economics and Health Technology Assessment
Journal Name: BMC Medicine
Publisher: BioMed Central
ISSN: 1741-7015
ISSN (Online): 1741-7015
Published Online: 16 October 2025
Copyright Holders: Copyright © 2025 The Authors
First Published: First published in BMC Medicine 23(1):566
Publisher Policy: Reproduced under a Creative Commons License

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Funder and Project Information

1

Inequalities in health

Alastair Leyland

MC_UU_00022/2

HW - MRC/CSO Social and Public Health Sciences Unit

1

Inequalities in health

Alastair Leyland

SPHSU17

HW - MRC/CSO Social and Public Health Sciences Unit

1

Relationships and health

Kirstin Mitchell

MC_UU_00022/3

HW - MRC/CSO Social and Public Health Sciences Unit

1

Relationships and health

Kirstin Mitchell

SPHSU18

HW - MRC/CSO Social and Public Health Sciences Unit

Multimorbidity in the context of Socioeconomic deprivation: a mixed methods exploration of how Community and Individual factors interact to influence patient capacity to manage Multimorbidity (SCIM)

Sara MacDonald

CAF/19/05

SHW - General Practice & Primary Care

Deposit and Record Details

ID Code: 362456
Depositing User: Mr Matt Mahon
Datestamp: 14 Aug 2025 14:13
Last Modified: 14 Nov 2025 10:51
Date of acceptance: 11 August 2025
Date of first online publication: 16 October 2025
Date Deposited: 14 August 2025
Data Availability Statement: Yes