Approaches to optimally target frailty screening among people with HIV in clinical care: findings from the Centers for AIDS Research Network of Integrated Clinical Systems (CNICS).

IF 2.2 3区 医学 Q3 IMMUNOLOGY
Heidi M Crane, Stephanie A Ruderman, Robin M Nance, Lydia N Drumright, Bridget M Whitney, L Sarah Mixson, Kenneth H Mayer, Joseph J Eron, Sonia Napravnik, Katerina Christopoulos, Edward R Cachay, Laura Bamford, Geetanjali Chander, Allison Webel, Michael S Saag, Amanda L Willig, Greer Burkholder, Chintan Pandya, Francisco Cartujano-Barrera, Charles Kamen, Andrew W Hahn, Jimmy Ma, Mari M Kitahata, William B Lober, Joseph Ac Delaney
{"title":"Approaches to optimally target frailty screening among people with HIV in clinical care: findings from the Centers for AIDS Research Network of Integrated Clinical Systems (CNICS).","authors":"Heidi M Crane, Stephanie A Ruderman, Robin M Nance, Lydia N Drumright, Bridget M Whitney, L Sarah Mixson, Kenneth H Mayer, Joseph J Eron, Sonia Napravnik, Katerina Christopoulos, Edward R Cachay, Laura Bamford, Geetanjali Chander, Allison Webel, Michael S Saag, Amanda L Willig, Greer Burkholder, Chintan Pandya, Francisco Cartujano-Barrera, Charles Kamen, Andrew W Hahn, Jimmy Ma, Mari M Kitahata, William B Lober, Joseph Ac Delaney","doi":"10.1097/QAI.0000000000003688","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Frailty screening in HIV care has been recommended, however, screening adds burden to busy clinics. We compared criteria that predict concurrent frailty to identify approaches to optimally target frailty screening.</p><p><strong>Methods: </strong>The development cohort included people with HIV (PWH) at six U.S. sites. Frailty was assessed based on four components of a modified Fried phenotype: fatigue, unintentional weight loss, low mobility, and poor physical activity. We evaluated demographic and clinical characteristics, comorbidities, and substance use as predictors of who should be screened using selection approaches for simple and complex frailty screening tools, including machine learning approaches. We compared discrimination and calibration including area under the receiver operator characteristic (ROC) curve (AUC), sensitivity, and specificity in a validation cohort (7th site).</p><p><strong>Results: </strong>Among the 9,592 PWH in the development cohort, 11% were frail. AUC ranged from 0.52 for simple screening approaches such as age-based to 0.84 for complex approaches in the development and validation cohorts. Using an age cutoff >50 years reduced the percentage of PWH needing screening by over half but also reduced the sensitivity to 58% in the validation cohort. Complex approaches required 47% to be screened and had a sensitivity of 89%.</p><p><strong>Conclusions: </strong>Age-based frailty screening approaches (e.g., >50 years) miss many frail PWH. Complex tools had marginally better testing characteristics but would be more difficult to implement in clinical care. Simple targeted screening based on three characteristics (age, gender, and depressive symptoms) identified 89% of frail PWH and reduced the number who needed screened by 52%.</p>","PeriodicalId":14588,"journal":{"name":"JAIDS Journal of Acquired Immune Deficiency Syndromes","volume":" ","pages":""},"PeriodicalIF":2.2000,"publicationDate":"2025-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"JAIDS Journal of Acquired Immune Deficiency Syndromes","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1097/QAI.0000000000003688","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"IMMUNOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Frailty screening in HIV care has been recommended, however, screening adds burden to busy clinics. We compared criteria that predict concurrent frailty to identify approaches to optimally target frailty screening.

Methods: The development cohort included people with HIV (PWH) at six U.S. sites. Frailty was assessed based on four components of a modified Fried phenotype: fatigue, unintentional weight loss, low mobility, and poor physical activity. We evaluated demographic and clinical characteristics, comorbidities, and substance use as predictors of who should be screened using selection approaches for simple and complex frailty screening tools, including machine learning approaches. We compared discrimination and calibration including area under the receiver operator characteristic (ROC) curve (AUC), sensitivity, and specificity in a validation cohort (7th site).

Results: Among the 9,592 PWH in the development cohort, 11% were frail. AUC ranged from 0.52 for simple screening approaches such as age-based to 0.84 for complex approaches in the development and validation cohorts. Using an age cutoff >50 years reduced the percentage of PWH needing screening by over half but also reduced the sensitivity to 58% in the validation cohort. Complex approaches required 47% to be screened and had a sensitivity of 89%.

Conclusions: Age-based frailty screening approaches (e.g., >50 years) miss many frail PWH. Complex tools had marginally better testing characteristics but would be more difficult to implement in clinical care. Simple targeted screening based on three characteristics (age, gender, and depressive symptoms) identified 89% of frail PWH and reduced the number who needed screened by 52%.

艾滋病综合临床系统研究网络中心(CNICS)的研究结果:在临床护理中对艾滋病毒感染者进行最佳针对性虚弱筛查的方法
背景:在艾滋病毒护理中建议进行虚弱筛查,然而,筛查增加了繁忙诊所的负担。我们比较了预测并发虚弱的标准,以确定最佳目标虚弱筛查的方法。方法:发展队列包括美国六个地点的HIV感染者(PWH)。虚弱是根据改良Fried表型的四个组成部分来评估的:疲劳、无意的体重减轻、低活动能力和身体活动不足。我们评估了人口统计学和临床特征、合并症和药物使用情况,以此作为应该使用简单和复杂虚弱筛查工具(包括机器学习方法)的选择方法进行筛查的预测因素。在验证队列(第7个站点)中,我们比较了鉴别和校准,包括受试者操作者特征曲线下面积(AUC)、灵敏度和特异性。结果:在发展队列的9592名PWH中,11%虚弱。在开发和验证队列中,简单筛选方法(如基于年龄的筛选方法)的AUC范围为0.52,而复杂筛选方法的AUC范围为0.84。在验证队列中,使用年龄限制(50岁)将需要筛查的PWH百分比降低了一半以上,但也将敏感性降低到58%。复杂方法的筛查率为47%,灵敏度为89%。结论:基于年龄的虚弱筛查方法(例如,60 - 50岁)错过了许多虚弱的PWH。复杂的工具有更好的测试特征,但在临床护理中更难以实施。基于三个特征(年龄、性别和抑郁症状)的简单针对性筛查确定了89%的虚弱PWH,并将需要筛查的人数减少了52%。
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
CiteScore
5.80
自引率
5.60%
发文量
490
审稿时长
3-6 weeks
期刊介绍: JAIDS: Journal of Acquired Immune Deficiency Syndromes​ seeks to end the HIV epidemic by presenting important new science across all disciplines that advance our understanding of the biology, treatment and prevention of HIV infection worldwide. JAIDS: Journal of Acquired Immune Deficiency Syndromes is the trusted, interdisciplinary resource for HIV- and AIDS-related information with a strong focus on basic and translational science, clinical science, and epidemiology and prevention. Co-edited by the foremost leaders in clinical virology, molecular biology, and epidemiology, JAIDS publishes vital information on the advances in diagnosis and treatment of HIV infections, as well as the latest research in the development of therapeutics and vaccine approaches. This ground-breaking journal brings together rigorously peer-reviewed articles, reviews of current research, results of clinical trials, and epidemiologic reports from around the world.
×
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:604180095
Book学术官方微信