Differences in patient-reported outcomes across multimorbidity profiles in primary care: evidence from the first cycle of the OECD Patient Reported Indicator Surveys (PaRIS)

BACKGROUND: Multimorbidity is a growing challenge for healthcare systems worldwide, yet policymakers and healthcare professionals often lack evidence on how distinct multimorbidity profiles (capturing co-occurrence of chronic conditions) relate to patient-reported outcomes and experiences. This study examines how mutually exclusive multimorbidity profiles are associated with physical health, mental health, and well-being and whether these associations are modified by healthcare experiences. METHODS: Global Health T-scores, and well-being using WHO-5 Well-being Index. Multilevel mixed-effects models estimated associations between multimorbidity profiles and outcomes, controlling for age, gender, education and number of chronic conditions. Interactions with patient-reported person-centredness and continuity of care were examined. RESULTS: Multimorbidity profiles showed differences in self-reported health, with profiles including mental health conditions associated with both poorer physical and mental health outcomes. Compared with the cardiometabolic-only reference group, physical health scores were significantly lower among patients with cardiometabolic + mental + other (b=-2.07) and mental and/or other‑only profiles (b=-2.94) (p < 0.05). Profiles including mental health conditions were associated with lower scores on mental health outcomes. Well‑being was similarly poorer, with the largest declines observed in cardiometabolic + mental (b=-12.65) and cardiometabolic + mental + other profiles (b=-12.08). While person‑centredness was positively associated with all health outcomes, it did not meaningfully modify the relationship between the health outcomes and multimorbidity profiles, with only limited interaction effects observed. Continuity of care showed overall limited effects. CONCLUSION: Differences in patient-reported outcomes suggest that health systems may need to better adapt to the needs of people with multimorbidity. Profiles involving mental health conditions are associated with poorer patient‑reported outcomes, stressing the importance of implementing person-centred integrated care models within primary care and beyond. Investing in systems that systematically assess patient-reported outcomes among people with multiple chronic conditions in primary care may support policymakers and practitioners in improving care delivery.

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Journal
BMC Primary Care
Published
2026-07-16
DOI
https://doi.org/10.1186/s12875-026-03460-w
Primary Topic
Chronic Disease Management Strategies
Type
article
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article

Differences in patient-reported outcomes across multimorbidity profiles in primary care: evidence from the first cycle of the OECD Patient Reported Indicator Surveys (PaRIS)

José M Valderas, Nicolás Larrain, Mieke Rijken, Candan Kendir et al.
BMC Primary Care
Chronic Disease Management Strategies
article

Differences in patient-reported outcomes across multimorbidity profiles in primary care: evidence from the first cycle of the OECD Patient Reported Indicator Surveys (PaRIS)

José M Valderas, Nicolás Larrain, Mieke Rijken, Candan Kendir, Michael van den Berg, N.S. Klazinga, Frederico Guanais, Dionne Kringos
article en

Abstract

BACKGROUND: Multimorbidity is a growing challenge for healthcare systems worldwide, yet policymakers and healthcare professionals often lack evidence on how distinct multimorbidity profiles (capturing co-occurrence of chronic conditions) relate to patient-reported outcomes and experiences. This study examines how mutually exclusive multimorbidity profiles are associated with physical health, mental health, and well-being and whether these associations are modified by healthcare experiences. METHODS: Global Health T-scores, and well-being using WHO-5 Well-being Index. Multilevel mixed-effects models estimated associations between multimorbidity profiles and outcomes, controlling for age, gender, education and number of chronic conditions. Interactions with patient-reported person-centredness and continuity of care were examined. RESULTS: Multimorbidity profiles showed differences in self-reported health, with profiles including mental health conditions associated with both poorer physical and mental health outcomes. Compared with the cardiometabolic-only reference group, physical health scores were significantly lower among patients with cardiometabolic + mental + other (b=-2.07) and mental and/or other‑only profiles (b=-2.94) (p < 0.05). Profiles including mental health conditions were associated with lower scores on mental health outcomes. Well‑being was similarly poorer, with the largest declines observed in cardiometabolic + mental (b=-12.65) and cardiometabolic + mental + other profiles (b=-12.08). While person‑centredness was positively associated with all health outcomes, it did not meaningfully modify the relationship between the health outcomes and multimorbidity profiles, with only limited interaction effects observed. Continuity of care showed overall limited effects. CONCLUSION: Differences in patient-reported outcomes suggest that health systems may need to better adapt to the needs of people with multimorbidity. Profiles involving mental health conditions are associated with poorer patient‑reported outcomes, stressing the importance of implementing person-centred integrated care models within primary care and beyond. Investing in systems that systematically assess patient-reported outcomes among people with multiple chronic conditions in primary care may support policymakers and practitioners in improving care delivery.

BMC Primary Care
Organisation de Coopération et de Développement Economiques (FR), National University of Singapore (SG), University of Eastern Finland (FI), Netherlands Institute for Health Services Research (NL), National University Health System (SG), Amsterdam University Medical Centers (NL), University of Amsterdam (NL)
No poverty
Openalex Percentile: Top 8%
Chronic Disease Management Strategies
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