使用先进时间序列模型预测年轻人群酒精相关肝病死亡率趋势:1999-2030年分析

IF 1.7 Q3 GASTROENTEROLOGY & HEPATOLOGY JGH Open Pub Date : 2024-12-03 DOI:10.1002/jgh3.70057
Hassam Ali, Vinay Jahagirdar, Hanna Blaney, Dushyant Singh Dahiya, Manesh K. Gangwani, Pratik Patel, Umar Hayat, Fouad Jaber, Douglas A. Simonetto, Sanjaya K. Satapathy
{"title":"使用先进时间序列模型预测年轻人群酒精相关肝病死亡率趋势:1999-2030年分析","authors":"Hassam Ali,&nbsp;Vinay Jahagirdar,&nbsp;Hanna Blaney,&nbsp;Dushyant Singh Dahiya,&nbsp;Manesh K. Gangwani,&nbsp;Pratik Patel,&nbsp;Umar Hayat,&nbsp;Fouad Jaber,&nbsp;Douglas A. Simonetto,&nbsp;Sanjaya K. Satapathy","doi":"10.1002/jgh3.70057","DOIUrl":null,"url":null,"abstract":"<div>\n \n \n <section>\n \n <h3> Objective</h3>\n \n <p>Alcohol-related liver disease (ALD) has emerged as a significant public health concern, particularly among younger populations. ALD remains the leading cause of alcohol-attributable deaths. This study aims to forecast ALD mortality trends up to 2030, focusing on individuals under 55 years.</p>\n </section>\n \n <section>\n \n <h3> Methods</h3>\n \n <p>We utilized data from the CDC WONDER database (1999–2022) to examine ALD-related deaths, identified by ICD-10 codes (K70.0–K70.9). Crude mortality rates (CMRs) per 100 000 were analyzed and temporal trends were assessed using annual and average annual percent changes (APC/AAPC) with empirical quantile confidence intervals. An Autoregressive Integrated Moving Average (ARIMA) model was employed to project mortality rates until 2030, validated through time series cross-validation.</p>\n </section>\n \n <section>\n \n <h3> Results</h3>\n \n <p>From 1999 to 2022, there were 181 862 ALD-related deaths among individuals under 55, with mortality rates increasing from 3.9 per 100 000 in 1999 to 9.7 per 100 000 in 2022 (AAPC 4.66%, 95% CI: 3.90%–5.86%). Projections suggest rates will continue to rise, reaching 14.4 per 100 000 by 2030. From 1999 to 2022, the 25–34 age group experienced the highest increase, with an AAPC of 10.27% (95% CI: 9.19%–11.35%), while the 35–44 and 45–54 age groups showed more moderate increases, with AAPCs of 5.03% and 4.38%, respectively. Projections indicate an AAPC of 3.86% for ages 25–34, 3.90% for ages 35–44, and 6.17% for ages 45–54 by 2030.</p>\n </section>\n \n <section>\n \n <h3> Conclusion</h3>\n \n <p>Forecasts indicate a continued rise in ALD mortality among individuals under 55, necessitating immediate public health strategies to mitigate this trend.</p>\n </section>\n </div>","PeriodicalId":45861,"journal":{"name":"JGH Open","volume":"8 12","pages":""},"PeriodicalIF":1.7000,"publicationDate":"2024-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/jgh3.70057","citationCount":"0","resultStr":"{\"title\":\"Forecasting Alcohol-Related Liver Disease Mortality Trends in Younger Populations Using Advanced Time-Series Models: A 1999–2030 Analysis\",\"authors\":\"Hassam Ali,&nbsp;Vinay Jahagirdar,&nbsp;Hanna Blaney,&nbsp;Dushyant Singh Dahiya,&nbsp;Manesh K. Gangwani,&nbsp;Pratik Patel,&nbsp;Umar Hayat,&nbsp;Fouad Jaber,&nbsp;Douglas A. Simonetto,&nbsp;Sanjaya K. Satapathy\",\"doi\":\"10.1002/jgh3.70057\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div>\\n \\n \\n <section>\\n \\n <h3> Objective</h3>\\n \\n <p>Alcohol-related liver disease (ALD) has emerged as a significant public health concern, particularly among younger populations. ALD remains the leading cause of alcohol-attributable deaths. This study aims to forecast ALD mortality trends up to 2030, focusing on individuals under 55 years.</p>\\n </section>\\n \\n <section>\\n \\n <h3> Methods</h3>\\n \\n <p>We utilized data from the CDC WONDER database (1999–2022) to examine ALD-related deaths, identified by ICD-10 codes (K70.0–K70.9). Crude mortality rates (CMRs) per 100 000 were analyzed and temporal trends were assessed using annual and average annual percent changes (APC/AAPC) with empirical quantile confidence intervals. An Autoregressive Integrated Moving Average (ARIMA) model was employed to project mortality rates until 2030, validated through time series cross-validation.</p>\\n </section>\\n \\n <section>\\n \\n <h3> Results</h3>\\n \\n <p>From 1999 to 2022, there were 181 862 ALD-related deaths among individuals under 55, with mortality rates increasing from 3.9 per 100 000 in 1999 to 9.7 per 100 000 in 2022 (AAPC 4.66%, 95% CI: 3.90%–5.86%). Projections suggest rates will continue to rise, reaching 14.4 per 100 000 by 2030. From 1999 to 2022, the 25–34 age group experienced the highest increase, with an AAPC of 10.27% (95% CI: 9.19%–11.35%), while the 35–44 and 45–54 age groups showed more moderate increases, with AAPCs of 5.03% and 4.38%, respectively. Projections indicate an AAPC of 3.86% for ages 25–34, 3.90% for ages 35–44, and 6.17% for ages 45–54 by 2030.</p>\\n </section>\\n \\n <section>\\n \\n <h3> Conclusion</h3>\\n \\n <p>Forecasts indicate a continued rise in ALD mortality among individuals under 55, necessitating immediate public health strategies to mitigate this trend.</p>\\n </section>\\n </div>\",\"PeriodicalId\":45861,\"journal\":{\"name\":\"JGH Open\",\"volume\":\"8 12\",\"pages\":\"\"},\"PeriodicalIF\":1.7000,\"publicationDate\":\"2024-12-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1002/jgh3.70057\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"JGH Open\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/jgh3.70057\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"GASTROENTEROLOGY & HEPATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"JGH Open","FirstCategoryId":"1085","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/jgh3.70057","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
引用次数: 0

摘要

目的酒精相关性肝病(ALD)已成为一个重要的公共卫生问题,特别是在年轻人群中。ALD仍然是酒精导致死亡的主要原因。这项研究旨在预测到2030年的ALD死亡率趋势,重点关注55岁以下的个体。方法:我们利用CDC WONDER数据库(1999-2022)的数据,检查由ICD-10编码(K70.0-K70.9)确定的ald相关死亡。分析了每10万人的粗死亡率(CMRs),并利用具有经验分位数置信区间的年和年均百分比变化(APC/AAPC)评估了时间趋势。采用自回归综合移动平均(ARIMA)模型预测到2030年的死亡率,并通过时间序列交叉验证进行验证。结果1999 - 2022年,55岁以下人群中有18862例与ald相关的死亡,死亡率从1999年的3.9 / 10万上升到2022年的9.7 / 10万(AAPC 4.66%, 95% CI: 3.90% ~ 5.86%)。预测表明,这一比率将继续上升,到2030年将达到每10万人14.4人。从1999年到2022年,25-34岁年龄组的AAPC增幅最大,为10.27% (95% CI: 9.19%-11.35%),而35-44岁和45-54岁年龄组的AAPC增幅较为温和,分别为5.03%和4.38%。预测显示,到2030年,25-34岁的AAPC为3.86%,35-44岁为3.90%,45-54岁为6.17%。预测表明,55岁以下人群的ALD死亡率持续上升,需要立即采取公共卫生策略来缓解这一趋势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

摘要图片

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Forecasting Alcohol-Related Liver Disease Mortality Trends in Younger Populations Using Advanced Time-Series Models: A 1999–2030 Analysis

Objective

Alcohol-related liver disease (ALD) has emerged as a significant public health concern, particularly among younger populations. ALD remains the leading cause of alcohol-attributable deaths. This study aims to forecast ALD mortality trends up to 2030, focusing on individuals under 55 years.

Methods

We utilized data from the CDC WONDER database (1999–2022) to examine ALD-related deaths, identified by ICD-10 codes (K70.0–K70.9). Crude mortality rates (CMRs) per 100 000 were analyzed and temporal trends were assessed using annual and average annual percent changes (APC/AAPC) with empirical quantile confidence intervals. An Autoregressive Integrated Moving Average (ARIMA) model was employed to project mortality rates until 2030, validated through time series cross-validation.

Results

From 1999 to 2022, there were 181 862 ALD-related deaths among individuals under 55, with mortality rates increasing from 3.9 per 100 000 in 1999 to 9.7 per 100 000 in 2022 (AAPC 4.66%, 95% CI: 3.90%–5.86%). Projections suggest rates will continue to rise, reaching 14.4 per 100 000 by 2030. From 1999 to 2022, the 25–34 age group experienced the highest increase, with an AAPC of 10.27% (95% CI: 9.19%–11.35%), while the 35–44 and 45–54 age groups showed more moderate increases, with AAPCs of 5.03% and 4.38%, respectively. Projections indicate an AAPC of 3.86% for ages 25–34, 3.90% for ages 35–44, and 6.17% for ages 45–54 by 2030.

Conclusion

Forecasts indicate a continued rise in ALD mortality among individuals under 55, necessitating immediate public health strategies to mitigate this trend.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
JGH Open
JGH Open GASTROENTEROLOGY & HEPATOLOGY-
CiteScore
3.40
自引率
0.00%
发文量
143
审稿时长
7 weeks
期刊最新文献
Large Friable Rectal Neuroendocrine Tumor Complicated by Hemorrhagic Shock: A Rare Case Report and Review of the Literature Efficacy of Metal Stents Versus Plastic Stents for Treatment of Walled-Off Pancreatic Necrosis: A Systematic Review and Meta-Analysis Causal Exposures in Pancreatic Cancer Incidence: Insights From Mendelian Randomization Studies Can Peritoneal Biopsy Diagnose Atypical Cases of Familial Mediterranean Fever?: A Case Report Malnutrition and Associated Factors Among Patients With Cirrhosis at a Tertiary Care Center in Addis Ababa Ethiopia: An Ordinal Logistic Regression Analysis
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1