Understanding Personalized Dynamics in Eating Disorders: A Dynamic Time Warp Analysis.

IF 4.7 2区 医学 Q1 NUTRITION & DIETETICS
A E Dingemans, E J Giltay, P J Rohrbach, E F van Furth, M C T Slof-Op 't Landt
{"title":"Understanding Personalized Dynamics in Eating Disorders: A Dynamic Time Warp Analysis.","authors":"A E Dingemans, E J Giltay, P J Rohrbach, E F van Furth, M C T Slof-Op 't Landt","doi":"10.1002/eat.24407","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>To enhance our understanding of the processes of change and the interaction of symptoms, we applied a relatively novel method known as Dynamic Time Warp to data from low-threshold internet-based interventions directed at decreasing eating disorder (ED) symptoms and increasing help-seeking.</p><p><strong>Method: </strong>Utilizing data from the Featback study, we examined how various factors such as ED psychopathology, binge eating, vomiting, laxative use, BMI, anxiety, depression, self-efficacy, social support, well-being, and health-related quality of life interplayed over a period of 14 months among 355 individuals at six different time points. Moreover, we explored which symptoms exerted a significant temporal relationship on others (with high out-strength) and which were most affected by other symptoms (with high in-strength).</p><p><strong>Results: </strong>The sample included participants with different types of ED symptoms and high levels of severity. On a group level, we identified four dimensions with similar within-person trajectories: (1) Depression, anxiety, ED psychopathology, health-related quality of life, and self-rated health; (2) binge eating and vomiting; (3) self-efficacy and social support; (4) BMI, well-being, and laxative use. Directed analyses revealed that social support and anxiety had the highest significant out-strength (i.e., temporal lead), indicating their changes preceded those of other factors, while laxative use and well-being were among those that mostly lagged behind those of other items (with significant in-strength).</p><p><strong>Discussion: </strong>Depressive and anxiety symptom severity were strongly connected to ED severity. Social support may be an important factor to address first as it may drive other factors and symptoms in patients with EDs.</p>","PeriodicalId":51067,"journal":{"name":"International Journal of Eating Disorders","volume":" ","pages":""},"PeriodicalIF":4.7000,"publicationDate":"2025-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Eating Disorders","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1002/eat.24407","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"NUTRITION & DIETETICS","Score":null,"Total":0}
引用次数: 0

Abstract

Objective: To enhance our understanding of the processes of change and the interaction of symptoms, we applied a relatively novel method known as Dynamic Time Warp to data from low-threshold internet-based interventions directed at decreasing eating disorder (ED) symptoms and increasing help-seeking.

Method: Utilizing data from the Featback study, we examined how various factors such as ED psychopathology, binge eating, vomiting, laxative use, BMI, anxiety, depression, self-efficacy, social support, well-being, and health-related quality of life interplayed over a period of 14 months among 355 individuals at six different time points. Moreover, we explored which symptoms exerted a significant temporal relationship on others (with high out-strength) and which were most affected by other symptoms (with high in-strength).

Results: The sample included participants with different types of ED symptoms and high levels of severity. On a group level, we identified four dimensions with similar within-person trajectories: (1) Depression, anxiety, ED psychopathology, health-related quality of life, and self-rated health; (2) binge eating and vomiting; (3) self-efficacy and social support; (4) BMI, well-being, and laxative use. Directed analyses revealed that social support and anxiety had the highest significant out-strength (i.e., temporal lead), indicating their changes preceded those of other factors, while laxative use and well-being were among those that mostly lagged behind those of other items (with significant in-strength).

Discussion: Depressive and anxiety symptom severity were strongly connected to ED severity. Social support may be an important factor to address first as it may drive other factors and symptoms in patients with EDs.

理解饮食失调的个性化动态:动态时间扭曲分析。
目的:为了加强我们对变化过程和症状相互作用的理解,我们应用了一种相对较新的方法,即动态时间扭曲,对来自低阈值的基于互联网的干预数据进行分析,旨在减少进食障碍(ED)的症状,增加寻求帮助的机会。方法:利用来自Featback研究的数据,我们在六个不同的时间点对355个人进行了为期14个月的研究,研究了ED精神病理、暴食、呕吐、泻药使用、BMI、焦虑、抑郁、自我效能、社会支持、幸福感和健康相关生活质量等各种因素是如何相互作用的。此外,我们探讨了哪些症状对其他症状(高外向强度)施加了显著的时间关系,哪些症状受其他症状(高内向强度)的影响最大。结果:样本包括不同类型ED症状和严重程度的参与者。在群体水平上,我们确定了具有相似个人轨迹的四个维度:(1)抑郁、焦虑、ED精神病理、健康相关生活质量和自评健康;(2)暴食、呕吐;(3)自我效能感与社会支持;(4)身体质量指数、幸福感和泻药的使用。直接分析显示,社会支持和焦虑具有最高的显着优势(即时间领先),表明它们的变化先于其他因素,而泻药使用和幸福感是最落后于其他项目的(具有显着优势)。讨论:抑郁和焦虑症状严重程度与ED严重程度密切相关。社会支持可能是首先要解决的一个重要因素,因为它可能会驱动急症患者的其他因素和症状。
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
10.00
自引率
12.70%
发文量
204
审稿时长
4-8 weeks
期刊介绍: Articles featured in the journal describe state-of-the-art scientific research on theory, methodology, etiology, clinical practice, and policy related to eating disorders, as well as contributions that facilitate scholarly critique and discussion of science and practice in the field. Theoretical and empirical work on obesity or healthy eating falls within the journal’s scope inasmuch as it facilitates the advancement of efforts to describe and understand, prevent, or treat eating disorders. IJED welcomes submissions from all regions of the world and representing all levels of inquiry (including basic science, clinical trials, implementation research, and dissemination studies), and across a full range of scientific methods, disciplines, and approaches.
×
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