Global, regional and national trends in the burden of low bone mineral density from 1990 to 2030: A Bayesian age-period-cohort modeling study

IF 3.5 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM
Bone Pub Date : 2024-09-07 DOI:10.1016/j.bone.2024.117253
Jiaying Li , Hongyu Jia , Zhenqiu Liu , Kelin Xu
{"title":"Global, regional and national trends in the burden of low bone mineral density from 1990 to 2030: A Bayesian age-period-cohort modeling study","authors":"Jiaying Li ,&nbsp;Hongyu Jia ,&nbsp;Zhenqiu Liu ,&nbsp;Kelin Xu","doi":"10.1016/j.bone.2024.117253","DOIUrl":null,"url":null,"abstract":"<div><p>Low bone mineral density (LBMD) remains a global public health concern. To provide deeper insights, we retrieved and calibrated LBMD death and Disability-Adjusted Life Years (DALYs) data from the Global Burden of Disease 2021 (GBD 2021) database. We calculated the age-standardized rate (ASR) and estimated annual percentage change (EAPC) to delineate LBMD trends across sexes, age groups, Sociodemographic Index (SDI) regions, and countries. Spearman rank order correlation analysis was used to explore the relationship between SDI and ASR. Additionally, we constructed Bayesian age-period-cohort (BAPC) models to predict future trends in LBMD up to 2030, with the mean absolute percentage error (MAPE) used to evaluate prediction accuracy. Our analyses revealed that global deaths related to LBMD nearly doubled, from 250,930 in 1990 to 463,010 in 2021, and are projected to rise to 473,690 by 2030. However, the ASR exhibited an opposite trend, decreasing from 17.91 per 100,000 in 1990 to 15.77 per 100,000 in 2021, and is expected to further decline to 13.64 per 100,000 by 2030. The EAPC indicated descending trends in 1990–2021 and 2022–2030. Trends in LBMD varied across different subgroups by sex, age, and location. Males are projected to continue experiencing higher death numbers than females, though the gap is narrowing. The 90 to 94 age group consistently had the highest ASR from 1990 to 2030. Lower SDI remains a critical factor contributing to the higher burden of LBMD. Spearman rank order correlation analysis showed a negative correlation between SDI and ASR. We categorized 6 distinct trends in ASR across different countries, with most expected to experience a decline by 2030. The MAPE value (0.038 &lt; 0.1) indicated that the BAPC model produced reliable predictions even under the COVID-19 pandemic.</p></div>","PeriodicalId":9301,"journal":{"name":"Bone","volume":"189 ","pages":"Article 117253"},"PeriodicalIF":3.5000,"publicationDate":"2024-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Bone","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S8756328224002424","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENDOCRINOLOGY & METABOLISM","Score":null,"Total":0}
引用次数: 0

Abstract

Low bone mineral density (LBMD) remains a global public health concern. To provide deeper insights, we retrieved and calibrated LBMD death and Disability-Adjusted Life Years (DALYs) data from the Global Burden of Disease 2021 (GBD 2021) database. We calculated the age-standardized rate (ASR) and estimated annual percentage change (EAPC) to delineate LBMD trends across sexes, age groups, Sociodemographic Index (SDI) regions, and countries. Spearman rank order correlation analysis was used to explore the relationship between SDI and ASR. Additionally, we constructed Bayesian age-period-cohort (BAPC) models to predict future trends in LBMD up to 2030, with the mean absolute percentage error (MAPE) used to evaluate prediction accuracy. Our analyses revealed that global deaths related to LBMD nearly doubled, from 250,930 in 1990 to 463,010 in 2021, and are projected to rise to 473,690 by 2030. However, the ASR exhibited an opposite trend, decreasing from 17.91 per 100,000 in 1990 to 15.77 per 100,000 in 2021, and is expected to further decline to 13.64 per 100,000 by 2030. The EAPC indicated descending trends in 1990–2021 and 2022–2030. Trends in LBMD varied across different subgroups by sex, age, and location. Males are projected to continue experiencing higher death numbers than females, though the gap is narrowing. The 90 to 94 age group consistently had the highest ASR from 1990 to 2030. Lower SDI remains a critical factor contributing to the higher burden of LBMD. Spearman rank order correlation analysis showed a negative correlation between SDI and ASR. We categorized 6 distinct trends in ASR across different countries, with most expected to experience a decline by 2030. The MAPE value (0.038 < 0.1) indicated that the BAPC model produced reliable predictions even under the COVID-19 pandemic.

1990 年至 2030 年全球、地区和国家低骨矿物质密度负担趋势:贝叶斯年龄-时期-队列模型研究。
低骨矿物质密度(LBMD)仍然是一个全球公共卫生问题。为了提供更深入的见解,我们从《2021 年全球疾病负担》(GBD 2021)数据库中检索并校准了低骨密度死亡和残疾调整生命年(DALYs)数据。我们计算了年龄标准化比率 (ASR) 和估计年度百分比变化 (EAPC),以划分不同性别、年龄组、社会人口指数 (SDI) 地区和国家的 LBMD 趋势。我们使用斯皮尔曼秩相关分析来探讨 SDI 与 ASR 之间的关系。此外,我们还构建了贝叶斯年龄-时期-队列(BAPC)模型,以预测直到 2030 年的 LBMD 未来趋势,并用平均绝对百分比误差(MAPE)来评估预测的准确性。我们的分析表明,全球与肺结核相关的死亡人数几乎翻了一番,从 1990 年的 250,930 人增至 2021 年的 463,010 人,预计到 2030 年将增至 473,690 人。然而,ASR 却呈现出相反的趋势,从 1990 年的每 100,000 人中有 17.91 人死亡降至 2021 年的每 100,000 人中有 15.77 人死亡,预计到 2030 年将进一步降至每 100,000 人中有 13.64 人死亡。EAPC 表明 1990-2021 年和 2022-2030 年呈下降趋势。按性别、年龄和地点划分的不同亚群的 LBMD 趋势各不相同。预计男性的死亡人数将继续高于女性,但差距正在缩小。从 1990 年到 2030 年,90 至 94 岁年龄组的 ASR 一直最高。较低的 SDI 仍是导致更高的 LBMD 负担的关键因素。斯皮尔曼秩相关分析表明,SDI 与 ASR 之间呈负相关。我们对不同国家的 ASR 趋势进行了分类,其中大多数国家预计到 2030 年将出现下降。MAPE 值(0.038
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Bone
Bone 医学-内分泌学与代谢
CiteScore
8.90
自引率
4.90%
发文量
264
审稿时长
30 days
期刊介绍: BONE is an interdisciplinary forum for the rapid publication of original articles and reviews on basic, translational, and clinical aspects of bone and mineral metabolism. The Journal also encourages submissions related to interactions of bone with other organ systems, including cartilage, endocrine, muscle, fat, neural, vascular, gastrointestinal, hematopoietic, and immune systems. Particular attention is placed on the application of experimental studies to clinical practice.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信