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Efficiency score from data envelopment analysis can predict the future onset of hypertension and dyslipidemia: A cohort study
Primary prevention focuses on ensuring that healthy people remain healthy. As it is practically difficult to provide intervention for an entire healthy population, it is essential to identify and target the at risk of risks population. We aimed to distinguish at risk of risks population using data e...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6841950/ https://www.ncbi.nlm.nih.gov/pubmed/31705056 http://dx.doi.org/10.1038/s41598-019-52898-9 |
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author | Nakamura, Sho Narimatsu, Hiroto Nakata, Yoshinori Sakaguchi, Masahiko Konta, Tsuneo Watanabe, Masafumi Ueno, Yoshiyuki Ishizawa, Kenichi Yamashita, Hidetoshi Kayama, Takamasa Yoshioka, Takashi |
author_facet | Nakamura, Sho Narimatsu, Hiroto Nakata, Yoshinori Sakaguchi, Masahiko Konta, Tsuneo Watanabe, Masafumi Ueno, Yoshiyuki Ishizawa, Kenichi Yamashita, Hidetoshi Kayama, Takamasa Yoshioka, Takashi |
author_sort | Nakamura, Sho |
collection | PubMed |
description | Primary prevention focuses on ensuring that healthy people remain healthy. As it is practically difficult to provide intervention for an entire healthy population, it is essential to identify and target the at risk of risks population. We aimed to distinguish at risk of risks population using data envelopment analysis (DEA). Efficiency score was calculated from the DEA using a cohort sample and its association with the onset of hypertension and dyslipidemia was analyzed. A stratification analysis was performed according to the number of conventional risk factors in participants. The adjusted odds ratios (aORs) of the incidence of hypertension and dyslipidemia according to a 0.1-point increase in efficiency score were 0.66 (90% confidence interval [CI] 0.55–0.78, p < 0.0001) and 0.84 (90% CI 0.75–0.94, p = 0.01), respectively. In the stratification analysis, aOR of the incidence of hypertension according to a 0.1-point increase in efficiency score was 0.57 (90% CI 0.37–0.89, p = 0.04) in participants with no conventional risk factors. Participants with lower efficiency score were suggested to be at high risk for future onset of hypertension and dyslipidemia. The DEA might enable us to identify the risk of hypertension where conventional methods might fail. |
format | Online Article Text |
id | pubmed-6841950 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-68419502019-11-14 Efficiency score from data envelopment analysis can predict the future onset of hypertension and dyslipidemia: A cohort study Nakamura, Sho Narimatsu, Hiroto Nakata, Yoshinori Sakaguchi, Masahiko Konta, Tsuneo Watanabe, Masafumi Ueno, Yoshiyuki Ishizawa, Kenichi Yamashita, Hidetoshi Kayama, Takamasa Yoshioka, Takashi Sci Rep Article Primary prevention focuses on ensuring that healthy people remain healthy. As it is practically difficult to provide intervention for an entire healthy population, it is essential to identify and target the at risk of risks population. We aimed to distinguish at risk of risks population using data envelopment analysis (DEA). Efficiency score was calculated from the DEA using a cohort sample and its association with the onset of hypertension and dyslipidemia was analyzed. A stratification analysis was performed according to the number of conventional risk factors in participants. The adjusted odds ratios (aORs) of the incidence of hypertension and dyslipidemia according to a 0.1-point increase in efficiency score were 0.66 (90% confidence interval [CI] 0.55–0.78, p < 0.0001) and 0.84 (90% CI 0.75–0.94, p = 0.01), respectively. In the stratification analysis, aOR of the incidence of hypertension according to a 0.1-point increase in efficiency score was 0.57 (90% CI 0.37–0.89, p = 0.04) in participants with no conventional risk factors. Participants with lower efficiency score were suggested to be at high risk for future onset of hypertension and dyslipidemia. The DEA might enable us to identify the risk of hypertension where conventional methods might fail. Nature Publishing Group UK 2019-11-08 /pmc/articles/PMC6841950/ /pubmed/31705056 http://dx.doi.org/10.1038/s41598-019-52898-9 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Nakamura, Sho Narimatsu, Hiroto Nakata, Yoshinori Sakaguchi, Masahiko Konta, Tsuneo Watanabe, Masafumi Ueno, Yoshiyuki Ishizawa, Kenichi Yamashita, Hidetoshi Kayama, Takamasa Yoshioka, Takashi Efficiency score from data envelopment analysis can predict the future onset of hypertension and dyslipidemia: A cohort study |
title | Efficiency score from data envelopment analysis can predict the future onset of hypertension and dyslipidemia: A cohort study |
title_full | Efficiency score from data envelopment analysis can predict the future onset of hypertension and dyslipidemia: A cohort study |
title_fullStr | Efficiency score from data envelopment analysis can predict the future onset of hypertension and dyslipidemia: A cohort study |
title_full_unstemmed | Efficiency score from data envelopment analysis can predict the future onset of hypertension and dyslipidemia: A cohort study |
title_short | Efficiency score from data envelopment analysis can predict the future onset of hypertension and dyslipidemia: A cohort study |
title_sort | efficiency score from data envelopment analysis can predict the future onset of hypertension and dyslipidemia: a cohort study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6841950/ https://www.ncbi.nlm.nih.gov/pubmed/31705056 http://dx.doi.org/10.1038/s41598-019-52898-9 |
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