Latent class analysis of depressive symptoms and associations with suicidal thoughts, plans, and attempts among a large national sample.

IF 5.9 2区 医学 Q1 PSYCHIATRY Psychological Medicine Pub Date : 2024-09-25 DOI:10.1017/S0033291724002009
Annabelle M Mournet, Evan M Kleiman
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Abstract

Background: Depression is strongly associated with risk for suicidal behaviors. However, depression is a highly heterogeneous condition (i.e. there are more than 200 combinations of DSM-5-TR depressive symptoms to correspond to a depression diagnosis). Limited research to date has taken an empirical approach to see how people cluster together based on their classification of depressive symptoms and whether people in certain classes are more likely to report suicide outcomes than other classes. This analysis leverages the National Survey on Drug Use and Health and examines classes of depressive symptoms to explore differences in suicide-related outcomes by class among adults endorsing depressive symptoms (n = 41 969).

Methods: We used latent class analysis (LCA) to identify classes of individuals' DSM-5 depressive symptoms presentation and then explored differences in suicide-related outcomes (i.e. suicide plans, suicide attempts) by the resulting classes.

Results: A four-class model was determined to optimize the fit criteria. Class 3 (high depressive symptoms) had significantly greater rates of suicide-related outcomes, followed by class 1 (high depressed mood and moderate worthlessness), with classes 4 and 2 having significantly lower rates of suicide-related outcomes.

Conclusions: The use of LCA provided valuable findings on the importance of leveraging both a multi-faceted assessment of depressive symptoms to identify cases where a high number of depressive symptoms are endorsed, and review of the specific symptoms endorsed. Worthlessness, in particular, may be of particular value to focus on within the context of suicide prevention.

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对全国大样本中的抑郁症状及其与自杀念头、计划和企图的关联进行潜类分析。
背景:抑郁症与自杀行为的风险密切相关:抑郁症与自杀行为的风险密切相关。然而,抑郁症是一种高度异质性的疾病(即有 200 多种 DSM-5-TR 抑郁症状组合与抑郁症诊断相对应)。迄今为止,只有有限的研究采用实证方法来了解人们如何根据抑郁症状的分类进行聚类,以及某些类别的人是否比其他类别的人更有可能报告自杀结果。本分析利用全国药物使用和健康调查(National Survey on Drug Use and Health),研究抑郁症状的类别,以探讨在认可抑郁症状的成年人(n = 41 969)中,不同类别的自杀相关结果的差异:我们使用潜类分析(LCA)确定了个人的DSM-5抑郁症状表现类别,然后探讨了不同类别的自杀相关结果(即自杀计划、自杀未遂)的差异:结果:确定了一个四级模型来优化拟合标准。第 3 类(高抑郁症状)的自杀相关结果发生率明显更高,其次是第 1 类(高抑郁情绪和中度无价值感),第 4 类和第 2 类的自杀相关结果发生率明显更低:LCA 的使用提供了有价值的发现,即利用抑郁症状的多方面评估来识别抑郁症状较多的病例,以及审查所认可的具体症状的重要性。尤其是 "无价值感",在预防自杀方面可能具有特别重要的价值。
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来源期刊
Psychological Medicine
Psychological Medicine 医学-精神病学
CiteScore
11.30
自引率
4.30%
发文量
711
审稿时长
3-6 weeks
期刊介绍: Now in its fifth decade of publication, Psychological Medicine is a leading international journal in the fields of psychiatry, related aspects of psychology and basic sciences. From 2014, there are 16 issues a year, each featuring original articles reporting key research being undertaken worldwide, together with shorter editorials by distinguished scholars and an important book review section. The journal''s success is clearly demonstrated by a consistently high impact factor.
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