A simulation-based network analysis of intervention targets for adolescent depressive and anxiety symptoms

被引:2
|
作者
Li, Pengyuan [1 ,2 ]
Huang, Ningning [1 ,2 ]
Yang, Xiaoman [1 ,2 ]
Fang, Yuan [1 ]
Chen, Zhiyan [1 ]
机构
[1] Chinese Acad Sci, Inst Psychol, Key Lab Mental Hlth, 16 Lincui Rd, Beijing 100101, Peoples R China
[2] Univ Chinese Acad Sci, Dept Psychol, Beijing 100049, Peoples R China
基金
中国博士后科学基金;
关键词
Depressive symptoms; Anxiety symptoms; Alleviating interventions; Aggravating interventions; Chinese adolescents; DISORDER;
D O I
10.1016/j.ajp.2024.104152
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
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, M age = 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.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Network analysis of anxiety and depressive symptoms among patients with heart failure
    Zhao, Qiuge
    Sun, Xiaofei
    Zhang, Yanting
    Zhang, Yuzhen
    Chen, Cancan
    BMC PSYCHIATRY, 2024, 24 (01)
  • [2] Multidimensional stressors and depressive and anxiety symptoms in adolescents: A network analysis through simulations
    Yang, Xiaoman
    Fang, Yuan
    Wang, Yaxin
    Liu, Shaoran
    Cai, Jimin
    Li, Haoyu
    Chen, Zhiyan
    JOURNAL OF AFFECTIVE DISORDERS, 2024, 347 : 364 - 374
  • [3] Effective targets of intervention on generalized anxiety symptoms across whole adolescence and emerging adulthood: network analysis and insilico intervention
    Li, Feng
    Zhang, Yihong
    Fang, Yuan
    Chen, Zhiyan
    EUROPEAN CHILD & ADOLESCENT PSYCHIATRY, 2024,
  • [4] Gender Difference in the Onset of Adolescent Depressive Symptoms: A Cross-Lagged Panel Network Analysis
    Liu, Sihan
    Ren, Haining
    Li, Yijia
    Liu, Yang
    Fu, Sinan
    Han, Zhuo Rachel
    RESEARCH ON CHILD AND ADOLESCENT PSYCHOPATHOLOGY, 2025, 53 (01): : 113 - 123
  • [5] Gender-specific network analysis of parenting styles, depressive symptoms, and anxiety symptoms among 5157 Chinese adolescents
    Suo, Xingbo
    Zhang, Yang
    Qin, Yan
    Niu, Xingmeng
    Niu, Sifang
    Guo, Yangziye
    Mu, Fuqin
    Hu, Maorong
    Liu, Yan
    Zhang, Ying
    JOURNAL OF AFFECTIVE DISORDERS, 2025, 379 : 429 - 440
  • [6] Family Environmental Risk and Perceived Stress in Adolescent Depressive Symptoms: A Network Analysis
    Jiang, Xiaoliu
    Zhang, Kuo
    CHILD PSYCHIATRY & HUMAN DEVELOPMENT, 2024,
  • [7] Network analysis of depressive and anxiety symptoms in older Chinese adults with diabetes mellitus
    Zhang, Yajuan
    Cui, Yi
    Li, Yijun
    Lu, Hongliang
    Huang, He
    Sui, Jiaru
    Guo, Zhihua
    Miao, Danmin
    FRONTIERS IN PSYCHIATRY, 2024, 15
  • [8] Longitudinal Associations Between Cybervictimization and Adolescent Sleep Problems: The Role of Anxiety and Depressive Symptoms
    Chen, Yuanyuan
    Zhu, Jianjun
    JOURNAL OF INTERPERSONAL VIOLENCE, 2023, 38 (3-4) : 2806 - 2827
  • [9] A network analysis of anxiety, depressive, and psychotic symptoms and functioning in children and adolescents at clinical high risk for psychosis
    Lo Buglio, Gabriele
    Pontillo, Maria
    Cerasti, Erika
    Polari, Andrea
    Schiano Lomoriello, Arianna
    Vicari, Stefano
    Lingiardi, Vittorio
    Boldrini, Tommaso
    Solmi, Marco
    FRONTIERS IN PSYCHIATRY, 2022, 13
  • [10] Interpersonal stress, anxiety and depressive symptoms: Results from a moderated mediation analysis with resilience
    Anyan, Frederick
    Ingvaldsen, Sigrid Hegna
    Hjemdal, Odin
    ANSIEDAD Y ESTRES-ANXIETY AND STRESS, 2020, 26 (2-3): : 148 - 154