对青少年抑郁和焦虑症状干预目标的模拟网络分析

IF 3.8 4区 医学 Q1 PSYCHIATRY Asian journal of psychiatry Pub Date : 2024-07-11 DOI:10.1016/j.ajp.2024.104152
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引用次数: 0

摘要

尽管以往的研究对心理健康问题的中心症状和桥接症状进行了深入探讨,但很少有人研究这些症状是否可以作为干预措施的有效目标。基于伊辛模型,本研究构建了抑郁和焦虑症状的网络结构。使用 NodeIdentifyR 算法(NIRA)在该网络中模拟干预措施,研究减轻或加重特定症状对网络总分的影响。在这项研究中,共从中国招募了 15,569 名参与者(50.87% 为女性,Mage = 13.44; SD = 0.97)。伊辛模型显示,"悲伤情绪 "具有最高的预期影响,而 "易怒 "具有最高的桥接预期影响。缓解性干预表明,降低 "紧张 "的症状值可最大程度地减少网络症状激活,这可能是一个潜在的治疗目标症状。恶化干预表明,提高 "悲伤情绪 "的症状值预计会最大程度地增加网络激活,这可能是一个潜在的预防目标。此外,网络结构指数(如中心或桥梁症状)作为干预目标需要更加谨慎地解释,因为它们可能并不完全相同。这些发现丰富了对中国青少年抑郁和焦虑网络的理解,为设计有效的干预措施提供了宝贵的见解。
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A simulation-based network analysis of intervention targets for adolescent depressive and anxiety symptoms

Although previous research has well explored central and bridge symptoms of mental health problems, little examined whether these symptoms can serve as effective targets for intervention practices. Based on the Ising model, this study constructed a network structure of depressive and anxiety symptoms. The NodeIdentifyR algorithm (NIRA) was used to simulate interventions within this network, examining the effects of alleviating or aggravating specific symptoms on the network’s sum scores. In this study, a total of 15,569 participants were recruited from China (50.87 % females, Mage = 13.44; SD = 0.97). The Ising model demonstrated that “sad mood” had the highest expected influence, and “irritability” had the highest bridge expected influence. Alleviating interventions suggested that decreasing the symptom value of “nervousness” resulted in the greatest projected reduction in network symptom activation, which may be a potential target symptom for treatment. Aggravating interventions indicated that elevating the symptom value of “sad mood” had the most projected increase in network activation, which may be a potential target for prevention. Additionally, network structure indices (e.g., central or bridge symptoms) need to be interpreted with more caution as intervention targets, since they may not be exactly the same. These findings enriched the comprehension of the depressive and anxiety network in Chinese adolescents, offering valuable insights for designing effective interventions.

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来源期刊
Asian journal of psychiatry
Asian journal of psychiatry Medicine-Psychiatry and Mental Health
CiteScore
12.70
自引率
5.30%
发文量
297
审稿时长
35 days
期刊介绍: The Asian Journal of Psychiatry serves as a comprehensive resource for psychiatrists, mental health clinicians, neurologists, physicians, mental health students, and policymakers. Its goal is to facilitate the exchange of research findings and clinical practices between Asia and the global community. The journal focuses on psychiatric research relevant to Asia, covering preclinical, clinical, service system, and policy development topics. It also highlights the socio-cultural diversity of the region in relation to mental health.
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