Comparing survival rates for clusters of depressive symptoms found by Network analysis' community detection algorithms: Results from a prospective population-based study among 9774 cancer survivors from the PROFILES-registry

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
C. Hinnen, S. Hochstenbach, F. Mols, B. J. A. Mertens
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Abstract

Objectives

Previous studies have shown that depression is associated with mortality in patients with cancer. Depression is however a heterogeneous construct and it may be more helpful to look at different (clusters) of depressive symptoms than to look at depression as a discrete condition. The aim of the present study is to investigate whether clusters of depressive symptoms can be identified using advanced statistics and to investigate how these symptom clusters are associated with all-cause mortality in a large group of patients with cancer.

Method

Data from a large population-based cohort study (PROFILES) including various cancer types were used. Eligible patients completed self-report questionnaires (i.e. Fatigue assessment scale, Hospital anxiety and depression scale, EORTC QOL-C30) after diagnosis. Survival status was determined on 31 January 2022.

Results

In total, 9744 patients were included. Network analyses combining different community detection algorithms showed that clusters of depressive symptoms could be detected that correspond with motivational anhedonia, consummatory anhedonia and negative affect. Survival analyses using the variables that represented these clusters best showed that motivational and consummatory anhedonia were associated with survival. Even after controlling for clinical and sociodemographic variables items assessing motivational anhedonia were significantly associated with mortality over time.

Conclusion

Separate clusters of symptoms that correspond with motivational and consummatory anhedonia and negative affect can be distinguished and anhedonia may be associated with mortality more than negative affect. Looking at particular (clusters of) depressive symptoms may be more informative and clinically relevant than using depression as a single construct (i.e. syndrome).

Abstract Image

比较网络分析的社区检测算法发现的抑郁症状集群的存活率:来自PROFILES注册中心9774名癌症幸存者的前瞻性人群研究结果。
目的:先前的研究表明,抑郁症与癌症患者的死亡率有关。然而,抑郁症是一个异质结构,观察不同(集群)的抑郁症症状可能比将抑郁症视为一种离散的情况更有帮助。本研究的目的是调查是否可以使用高级统计数据识别抑郁症状群,并调查这些症状群如何与癌症患者的全因死亡率相关。方法:使用包括各种癌症类型的大型人群队列研究(PROFILES)的数据。符合条件的患者在诊断后完成了自我报告问卷(即疲劳评估量表、医院焦虑和抑郁量表、EORTC QOL-C30)。生存状态于2022年1月31日确定。结果:总共包括9744名患者。结合不同社区检测算法的网络分析表明,可以检测到与动机性快感缺乏、完成性快感缺乏和负面影响相对应的抑郁症状集群。使用代表这些集群的变量进行的生存分析最好地表明,动机性和完全性快感缺乏与生存相关。即使在控制了临床和社会人口学变量后,评估动机性快感缺乏的项目也与死亡率显著相关。结论:可以区分与动机性和完全性快感缺乏和负面影响相对应的单独的症状群,快感缺乏与死亡率的相关性可能大于负面影响。与将抑郁症作为单一结构(即综合征)相比,观察特定的(集群)抑郁症状可能更具信息性和临床相关性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
7.20
自引率
4.30%
发文量
567
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