Network analysis of depressive and anxiety symptoms in adolescents during the later stage of the COVID-19 pandemic

被引:105
作者
Cai, Hong [1 ,2 ,3 ,4 ]
Bai, Wei [1 ,2 ,3 ,4 ]
Liu, Huanzhong [5 ]
Chen, Xu [6 ,7 ,8 ]
Qi, Han [6 ,7 ,8 ]
Liu, Rui [6 ,7 ,8 ]
Cheung, Teris [9 ]
Su, Zhaohui [10 ]
Lin, Jingxia [11 ]
Tang, Yi-lang [12 ,13 ]
Jackson, Todd [14 ]
Zhang, Qinge [6 ,7 ,8 ]
Xiang, Yu-Tao [1 ,2 ,3 ,4 ]
机构
[1] Univ Macau, Fac Hlth Sci, Dept Publ Hlth & Med Adm, Unit Psychiat, Macau, Peoples R China
[2] Univ Macau, Fac Hlth Sci, Inst Translat Med, Macau, Peoples R China
[3] Univ Macau, Ctr Cognit & Brain Sci, Macau, Peoples R China
[4] Univ Macau, Inst Adv Studies Humanities & Social Sci, Macau, Peoples R China
[5] Anhui Med Univ, Chaohu Hosp, Dept Psychiat, Hefei, Anhui, Peoples R China
[6] Capital Med Univ, Natl Clin Res Ctr Mental Disorders, Beijing, Peoples R China
[7] Capital Med Univ, Beijing Key Lab Mental Disorders, Beijing Anding Hosp, Beijing, Peoples R China
[8] Capital Med Univ, Adv Innovat Ctr Human Brain Protect, Beijing, Peoples R China
[9] Hong Kong Polytech Univ, Sch Nursing, Hong Kong, Peoples R China
[10] UT Hlth San Antonio, Mays Canc Ctr, Sch Nursing, Ctr Smart & Connected Hlth Technol, San Antonio, TX USA
[11] Hong Kong Polytech Univ, Dept Rehabil Sci, Hong Kong, Peoples R China
[12] Emory Univ, Dept Psychiat & Behav Sci, Atlanta, GA 30322 USA
[13] Atlanta Vet Affairs Med Ctr, Decatur, GA USA
[14] Univ Macau, Fac Social Sci, Dept Psychol, Macau, Peoples R China
关键词
SUICIDAL IDEATION; MODEL SELECTION; MEDIATING ROLE; MENTAL-HEALTH; GLOBAL BURDEN; CENTRALITY; DISORDER; CHILDREN; IRRITABILITY; BEHAVIOR;
D O I
10.1038/s41398-022-01838-9
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Network analysis is an effective approach for examining complex relationships between psychiatric symptoms. This study was designed to examine item-level relationships between depressive and anxiety symptoms using network analysis in an adolescent sample and identified the most central symptoms within the depressive-anxiety symptoms network model. Depressive and anxiety symptoms were assessed using the Patient Health Questionire-9 (PHQ-9) and Generalized Anxiety Disorder Screener (GAD-7), respectively. The structure of depressive and anxiety symptoms was characterized using "Strength" and "Bridge Strength" as centrality indices in the symptom network. Network stability was tested using a case-dropping bootstrap procedure. Finally, a Network Comparison Test (NCT) was conducted to examine whether network characteristics differed on the basis of gender, school grade and residence. Network analysis revealed that nodes PHQ2 ("Sad mood"), GAD6 ("Irritability"), GAD3 ("Worry too much"), and PHQ6 ("Guilty") were central symptoms in the network model of adolescents. Additionally, bridge symptoms linking anxiety and depressive symptoms in this sample were nodes PHQ6 ("Guilty"), PHQ2 ("Sad mood"), and PHQ9 ("Suicide ideation"). Gender, school grade and residence did not significantly affect the network structure. Central symptoms (e.g., Sad mood, Irritability, Worry too much, and Guilty) and key bridge symptoms (e.g., Guilty, Sad mood, and Suicide ideation) in the depressive and anxiety symptoms network may be useful as potential targets for intervention among adolescents who are at risk for or suffer from depressive and anxiety symptoms.
引用
收藏
页数:8
相关论文
共 87 条
[31]   Aggressive behavior in adolescence as a predictor of personal, family, and school adjustment problems [J].
Estevez, Estefaina ;
Jimenez, Teresa I. ;
Moreno, David .
PSICOTHEMA, 2018, 30 (01) :66-73
[32]   Background and rationale for the Sequenced Treatment Alternatives to Relieve Depression (STAR*D) study [J].
Fava, M ;
Rush, AJ ;
Trivedi, MH ;
Nierenberg, AA ;
Thase, ME ;
Sackeim, HA ;
Quitkin, FM ;
Wisniewski, S ;
Lavori, PW ;
Rosenbaum, JF ;
Kupfer, DJ .
PSYCHIATRIC CLINICS OF NORTH AMERICA, 2003, 26 (02) :457-+
[33]   Prospective Predictors of Premature Death: Evidence from the National Longitudinal Study of Adolescent Health [J].
Feigelman, William ;
Gorman, Bernard S. .
JOURNAL OF PSYCHOACTIVE DRUGS, 2010, 42 (03) :353-361
[34]  
Foygel R., 2010, Advances in Neural Information Processing Systems, V23
[35]   Depression is more than the sum score of its parts: individual DSM symptoms have different risk factors [J].
Fried, E. I. ;
Nesse, R. M. ;
Zivin, K. ;
Guille, C. ;
Sen, S. .
PSYCHOLOGICAL MEDICINE, 2014, 44 (10) :2067-2076
[36]   The Impact of Individual Depressive Symptoms on Impairment of Psychosocial Functioning [J].
Fried, Eiko I. ;
Nesse, Randolph M. .
PLOS ONE, 2014, 9 (02)
[37]   What are 'good' depression symptoms? Comparing the centrality of DSM and non-DSM symptoms of depression in a network analysis [J].
Fried, Eiko I. ;
Epskamp, Sacha ;
Nesse, Randolph M. ;
Tuerlinckx, Francis ;
Borsboom, Denny .
JOURNAL OF AFFECTIVE DISORDERS, 2016, 189 :314-320
[38]   Problematic assumptions have slowed down depression research: why symptoms, not syndromes are the way forward [J].
Fried, Eiko I. .
FRONTIERS IN PSYCHOLOGY, 2015, 6
[39]   Exploring comorbidity between anxiety and depression among migrant Filipino domestic workers: A network approach [J].
Garabiles, Melissa R. ;
Lao, Chao Kei ;
Xiong, Yingxin ;
Hall, Brian J. .
JOURNAL OF AFFECTIVE DISORDERS, 2019, 250 :85-93
[40]   Major depressive disorder in adolescence: The role of subthreshold symptoms [J].
Georgades, Katholiki ;
Lewinsohn, Peter M. ;
Monroe, Scott M. ;
Seeley, John R. .
JOURNAL OF THE AMERICAN ACADEMY OF CHILD AND ADOLESCENT PSYCHIATRY, 2006, 45 (08) :936-944