Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2022 Feb 25;17(2):e0264343.
doi: 10.1371/journal.pone.0264343. eCollection 2022.

Fifteen-year trajectories of multimorbidity and polypharmacy in Dutch primary care-A longitudinal analysis of age and sex patterns

Affiliations

Fifteen-year trajectories of multimorbidity and polypharmacy in Dutch primary care-A longitudinal analysis of age and sex patterns

Rein Vos et al. PLoS One. .

Abstract

Objective: After stratifying for age, sex and multimorbidity at baseline, our aim is to analyse time trends in incident multimorbidity and polypharmacy in the 15-year clinical trajectories of individual patients in a family medicine setting.

Methods: This study was carried out using data from the Registration Network Family Medicine in the South of the Netherlands. The clinical trajectories of 10037 subjects during the 15-year period (2000-2014) were analyzed in a repeated measurement of using a generalized estimating equations model as well as a multilevel random intercept model with repeated measurements to determine patterns of incident multimorbidity and polypharmacy. Hierarchical age-period-cohort models were used to generate age and cohort trajectories for comparison with prevalence trends in multimorbidity literature.

Results: Multimorbidity was more common in females than in males throughout the duration of the 15-year trajectory (females: 39.6%; males: 33.5%). With respective ratios of 11.7 and 5.9 between the end and the beginning of the 15-year period, the youngest female and male groups showed a substantial increase in multimorbidity prevalence. Ratios in the oldest female and male groups were 2.2 and 1.9 respectively. Females had higher levels of multimorbidity than males in the 0-24-year and 25-44-year age groups, but the levels converged to a prevalence of 92.2% in the oldest male and 90.7% in the oldest female group. Similar, albeit, moderate differences were found in polypharmacy patterns.

Conclusions: We sought to specify the progression of multimorbidity from an early age. As a result, our study adds to the multimorbidity literature by specifying changes in chronic disease accumulation with relation to polypharmacy, and by tracking differences in patient trajectories according to age and sex. Multimorbidity and polypharmacy are common and their prevalence is accelerating, with a relatively rapid increase in younger groups. From the point of view of family medicine, this underlines the need for a longitudinal approach and a life course perspective in patient care.

PubMed Disclaimer

Conflict of interest statement

The authors have declared that no competing interests exist.

Figures

Fig 1
Fig 1. Incident (cumulative) multimorbidity (%) during 15-year trajectory stratified by sex.
Fig 2
Fig 2. Age and age group effects on multimorbidity over time stratified by sex—Females (a) and males (b) (Y-axis: Predicted probability (proportion) of multimorbidity stratified for sex and age-groups (1 = 0–24 year; 2 = 25–44 year; 3 = 45–64 year; 4 = 65 year and older) during 15-year trajectory; X-axis: Age as time-varying variable, including a squared age-term).
Fig 3
Fig 3. Predicted probability (cumulative) incident multimorbidity stratified according to medical history of multimorbidity at baseline.
Fig 4
Fig 4. Predicted cumulative proportion of polypharmacy over the 15-year trajectory stratified by sex.
Fig 5
Fig 5. Predicted cumulative proportion of polypharmacy during 15-year trajectory stratified by sex and age.
Fig 6
Fig 6. Predicted probability of polypharmacy stratified by presence of multimorbidity at baseline (pre) in combination with emergence of incident multimorbidity during 15-year trajectory (pro).

Similar articles

Cited by

References

    1. Van den Akker M, Buntinx F, Knottnerus JA. Comorbidity or multimorbidity: what’s in a name. A review of literature. Eur J Gen Pract 1996;2:65–70.
    1. Masnoon N, Shakib S, Kallisch-Ellett L, Caughey GE. What is polypharmacy? A systematic review of definitions BMC Geriatr 2017; 17(1):230. Epub 2017/10/12. doi: 10.1186/s12877-017-0621-2 - DOI - PMC - PubMed
    1. Sinnott C, Bradley CP. Multimorbidity or polypharmacy: two sides of the same coin? Journal of Comorbidity 2015;5:29–31. doi: 10.15256/joc.2015.5.51 - DOI - PMC - PubMed
    1. Nguyen TN, Ngangue P, Haggerty J, Boubali T, Fortin M. Multimorbidity, polypharmacy and primary preventions in community-dwelling adults in Quebec: a cross-sectional study. Fam Pract 2019. Nov 18; 36(6):706–712. doi: 10.1093/fampra/cmz023 - DOI - PMC - PubMed
    1. Vetrano DL, Roso-Llovach A, Fernandez S, Guisado-Clavero M, Violan C, Onder G, et al.. Twelve-year clinical trajectories of multimorbidity in a population of older adults. Nat Commun 2020. Jun 26;11(1):3223. doi: 10.1038/s41467-020-16780-x - DOI - PMC - PubMed