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. 2017 Oct 1;72(10):1417-1423.
doi: 10.1093/gerona/glw233.

Assessing and Measuring Chronic Multimorbidity in the Older Population: A Proposal for Its Operationalization

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Assessing and Measuring Chronic Multimorbidity in the Older Population: A Proposal for Its Operationalization

Amaia Calderón-Larrañaga et al. J Gerontol A Biol Sci Med Sci. .

Abstract

Background: Although the definition of multimorbidity as "the simultaneous presence of two or more chronic diseases" is well established, its operationalization is not yet agreed. This study aims to provide a clinically driven comprehensive list of chronic conditions to be included when measuring multimorbidity.

Methods: Based on a consensus definition of chronic disease, all four-digit level codes from the International Classification of Diseases, 10th revision (ICD-10) were classified as chronic or not by an international and multidisciplinary team. Chronic ICD-10 codes were subsequently grouped into broader categories according to clinical criteria. Last, we showed proof of concept by applying the classification to older adults from the Swedish National study of Aging and Care in Kungsholmen (SNAC-K) using also inpatient data from the Swedish National Patient Register.

Results: A disease or condition was considered to be chronic if it had a prolonged duration and either (a) left residual disability or worsening quality of life or (b) required a long period of care, treatment, or rehabilitation. After applying this definition in relation to populations of older adults, 918 chronic ICD-10 codes were identified and grouped into 60 chronic disease categories. In SNAC-K, 88.6% had ≥2 of these 60 disease categories, 73.2% had ≥3, and 55.8% had ≥4.

Conclusions: This operational measure of multimorbidity, which can be implemented using either or both clinical and administrative data, may facilitate its monitoring and international comparison. Once validated, it may enable the advancement and evolution of conceptual and theoretical aspects of multimorbidity that will eventually lead to better care.

Keywords: Chronic disease; Epidemiology; International Classification of Diseases.

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Figures

Figure 1.
Figure 1.
Percent distribution of number of chronic disease categories by sex and age group considering all available data sources (N = 3,363). Swedish National study of Aging and Care in Kungsholmen (SNAC-K) data + inpatient data from the National Patient Register. Within-age group prevalence rates are adjusted by age-specific weights to account for the sampling design.

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References

    1. Arokiasamy P, Uttamacharya U, Jain K, et al. The impact of multimorbidity on adult physical and mental health in low- and middle-income countries: what does the study on global ageing and adult health (SAGE) reveal? BMC Med. 2015;13:178. doi:10.1186/s12916-015-0402-8 - PMC - PubMed
    1. Tinetti ME, Fried TR, Boyd CM. Designing health care for the most common chronic condition—multimorbidity. JAMA. 2012;307:2493–2494. doi:10.1001/jama.2012.5265 - PMC - PubMed
    1. Onder G, Palmer K, Navickas R, et al. ; Joint Action on Chronic Diseases and Promoting Healthy Ageing across the Life Cycle (JA-CHRODIS) Time to face the challenge of multimorbidity. A European perspective from the joint action on chronic diseases and promoting healthy ageing across the life cycle (JA-CHRODIS). Eur J Intern Med. 2015;26:157–159. doi:10.1016/j.ejim.2015.02.020 - PubMed
    1. van den Akker M, Buntinx F, Knottnerus J. Comorbidity or multimorbidity: what’s in a name ? A review of literature. Eur J Gen Pract. 1996;2:65–70. doi:10.3109/13814789609162146
    1. Diederichs C, Berger K, Bartels DB. The measurement of multiple chronic diseases—a systematic review on existing multimorbidity indices. J Gerontol A Biol Sci Med Sci. 2011;66:301–311. doi:10.1093/gerona/glq208 - PubMed