Cargando…
Projections for obesity, smoking and hypertension based on multiple imputation
AIMS: Information on the future development of prevalences of risk factors and health indicators is needed to prepare for the forthcoming burden of disease in the population and to allocate resources properly for prevention. We aim to present how multiple imputation can be used flexibly to project f...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10350717/ https://www.ncbi.nlm.nih.gov/pubmed/34904475 http://dx.doi.org/10.1177/14034948211061014 |
_version_ | 1785074201283002368 |
---|---|
author | Reinikainen, Jaakko Härkänen, Tommi Tolonen, Hanna |
author_facet | Reinikainen, Jaakko Härkänen, Tommi Tolonen, Hanna |
author_sort | Reinikainen, Jaakko |
collection | PubMed |
description | AIMS: Information on the future development of prevalences of risk factors and health indicators is needed to prepare for the forthcoming burden of disease in the population and to allocate resources properly for prevention. We aim to present how multiple imputation can be used flexibly to project future prevalences. METHODS: The proposed approach uses data on repeated cross-sectional surveys from different years. We create future samples with age and sex distributions corresponding to the official national population forecasts. Then, the risk factors are simulated using multiple imputation by chained equations. Finally, the imputations are pooled to obtain the prevalences of interest. Covariates, such as sociodemographic variables as well as their possible interactions and non-linear terms, can be included in the modelling. The future development of these covariates is also projected simultaneously. We apply the procedure to data from five Finnish health examination surveys conducted between 1997 and 2017, and project the prevalences of obesity, smoking and hypertension to 2020 and 2025. RESULTS: The prevalence of obesity is projected to increase to 24% for both men and women in 2025. The prevalences of hypertension and smoking are expected to continue decreasing, and the differences between men and women are projected to remain so that men will have higher prevalences. CONCLUSIONS: Simulation of future observations by multiple imputation can be used as a flexible yet relatively easy-to-use projection method. |
format | Online Article Text |
id | pubmed-10350717 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-103507172023-07-18 Projections for obesity, smoking and hypertension based on multiple imputation Reinikainen, Jaakko Härkänen, Tommi Tolonen, Hanna Scand J Public Health Original Articles AIMS: Information on the future development of prevalences of risk factors and health indicators is needed to prepare for the forthcoming burden of disease in the population and to allocate resources properly for prevention. We aim to present how multiple imputation can be used flexibly to project future prevalences. METHODS: The proposed approach uses data on repeated cross-sectional surveys from different years. We create future samples with age and sex distributions corresponding to the official national population forecasts. Then, the risk factors are simulated using multiple imputation by chained equations. Finally, the imputations are pooled to obtain the prevalences of interest. Covariates, such as sociodemographic variables as well as their possible interactions and non-linear terms, can be included in the modelling. The future development of these covariates is also projected simultaneously. We apply the procedure to data from five Finnish health examination surveys conducted between 1997 and 2017, and project the prevalences of obesity, smoking and hypertension to 2020 and 2025. RESULTS: The prevalence of obesity is projected to increase to 24% for both men and women in 2025. The prevalences of hypertension and smoking are expected to continue decreasing, and the differences between men and women are projected to remain so that men will have higher prevalences. CONCLUSIONS: Simulation of future observations by multiple imputation can be used as a flexible yet relatively easy-to-use projection method. SAGE Publications 2021-12-14 2023-08 /pmc/articles/PMC10350717/ /pubmed/34904475 http://dx.doi.org/10.1177/14034948211061014 Text en © Author(s) 2021 https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/) which permits any use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage) |
spellingShingle | Original Articles Reinikainen, Jaakko Härkänen, Tommi Tolonen, Hanna Projections for obesity, smoking and hypertension based on multiple imputation |
title | Projections for obesity, smoking and hypertension based on multiple imputation |
title_full | Projections for obesity, smoking and hypertension based on multiple imputation |
title_fullStr | Projections for obesity, smoking and hypertension based on multiple imputation |
title_full_unstemmed | Projections for obesity, smoking and hypertension based on multiple imputation |
title_short | Projections for obesity, smoking and hypertension based on multiple imputation |
title_sort | projections for obesity, smoking and hypertension based on multiple imputation |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10350717/ https://www.ncbi.nlm.nih.gov/pubmed/34904475 http://dx.doi.org/10.1177/14034948211061014 |
work_keys_str_mv | AT reinikainenjaakko projectionsforobesitysmokingandhypertensionbasedonmultipleimputation AT harkanentommi projectionsforobesitysmokingandhypertensionbasedonmultipleimputation AT tolonenhanna projectionsforobesitysmokingandhypertensionbasedonmultipleimputation |