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Zhang Q, Ran L, Li W, Liu X, Gong J, An X, Feng Z, Chen Z, Zhang J. The impact of primary mental healthcare on core symptoms of depression among underrepresented adolescents: a network analysis perspective. BMC Psychiatry 2025; 25:530. [PMID: 40410687 PMCID: PMC12103014 DOI: 10.1186/s12888-025-06992-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2025] [Accepted: 05/15/2025] [Indexed: 05/25/2025] Open
Abstract
BACKGROUND Depression has emerged as a leading contribution of the global mental health burden, particularly among underrepresented adolescents. Despite the World Health Organization's promotion of primary mental healthcare as a critical solution, its real-world effectiveness in low- and middle-income countries remains debated due to high costs and insufficient follow-up. This study aimed to explore the impact of primary mental healthcare on the core symptoms of adolescent depression using network analysis, while examining the influence of demographic factors such as gender, age, and family support, to identify more precise and targeted healthcare strategies, improving its effectiveness. METHODS A citywide, multi-center, longitudinal cohort study was conducted in Nanchong, Sichuan Province, China, involving 73,750 adolescents (34,606 girls and 39,144 boys) with median age of 14.00 years old. The Comprehensive Primary Healthcare for Adolescents Program (CPHG) involved two rounds of psychological screening and early intervention. Depressive symptoms were assessed using the Center for Epidemiological Studies Depression Scale (CES-D). Network analysis was employed to map the interrelations between depressive symptoms and evaluate the healthcare's impact. RESULTS The CPHG program significantly reduced CES-D median scores from 6.00 to 2.00 (p < 0.001). Network analysis revealed changes in the structure and centrality of depressive symptoms post-intervention, with specific symptoms such as sadness (C18) showing consistent reductions across subgroups. Gender disparities were evident, with female adolescents exhibiting stronger symptom interconnectivity. Junior high school students also demonstrated a more robust symptom network compared to senior high school students. Adolescents living in social welfare institutions exhibited higher global expected influence of depressive symptoms than those living with both parents. CONCLUSIONS Primary mental healthcare effectively modifies the network structure of depressive symptoms in adolescents, with specific symptoms like sadness being critical targets. Gender and grade-level differences highlight the need for tailored mental healthcare strategies. The findings underscore the importance of addressing both core and peripheral symptoms to enhance treatment efficacy and reduce the severity and recurrence of depression among underrepresented adolescents.
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Affiliation(s)
- Qianyu Zhang
- Experimental Research Center of Medical and Psychological Science (ERC-MPS), School of Psychology, Army Medical University, Chongqing, 400038, China
| | - Li Ran
- School of Psychology, Army Medical University, Chongqing, 400038, China
| | - Wei Li
- Experimental Research Center of Medical and Psychological Science (ERC-MPS), School of Psychology, Army Medical University, Chongqing, 400038, China
| | - Xuerong Liu
- Experimental Research Center of Medical and Psychological Science (ERC-MPS), School of Psychology, Army Medical University, Chongqing, 400038, China
| | - Jie Gong
- Nanchong Psychosomatic Hospital, Nanchong, Sichuan, 637700, China
| | - Xianyong An
- Nanchong Psychosomatic Hospital, Nanchong, Sichuan, 637700, China
| | - Zhengzhi Feng
- Experimental Research Center of Medical and Psychological Science (ERC-MPS), School of Psychology, Army Medical University, Chongqing, 400038, China
- Department of Medical Psychology, The Southwest Hospital, Army Medical University, Chongqing, 400038, China
| | - Zhiyi Chen
- Experimental Research Center of Medical and Psychological Science (ERC-MPS), School of Psychology, Army Medical University, Chongqing, 400038, China.
| | - Jingxuan Zhang
- School of Psychology, Army Medical University, Chongqing, 400038, China.
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Wilson KL, Boettner BL, Bai P, Wagner DD, Ford JL, Browning CR, Way BM. Cross-sectional and longitudinal influences of stress mindset on adolescent depressive symptoms and cannabis use. ANXIETY, STRESS, AND COPING 2025:1-15. [PMID: 40404588 DOI: 10.1080/10615806.2025.2507094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Revised: 04/30/2025] [Accepted: 05/12/2025] [Indexed: 05/24/2025]
Abstract
BACKGROUND AND OBJECTIVE A stress-is-enhancing mindset refers to viewing the nature of stress as enhancing rather than debilitating and has been linked to better mental health in response to stressors. We examined the cross-sectional and longitudinal link between stress mindset and two mental health outcomes, depressive symptoms and cannabis use, over the COVID-19 pandemic in a diverse sample of adolescents. DESIGN AND METHODS A community sample of adolescents completed measures assessing depressive symptoms, cannabis use, and intentions to use cannabis at three time points (T1: 2018-2020, N = 299, T2: 2020, N = 219, T3: 2021, N = 173). Participants completed the stress mindset measure at T2. RESULTS Cross-sectionally, a more stress-is-enhancing mindset was associated with fewer depressive symptoms and reduced intentions to use cannabis, which in turn were associated with less cannabis use. Longitudinally, a more stress-is-enhancing mindset was associated with fewer depressive symptoms and indirectly associated with less future cannabis use through behavioral intentions to use cannabis. CONCLUSION This study establishes a stress-is-enhancing mindset as a protective factor against cannabis use and contributes to a growing literature that stress mindset is protective against depression, indicating that stress mindset may be an important protective factor even in the face of naturalistic, chronic stressors.
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Affiliation(s)
- Kendra L Wilson
- Department of Psychology, Ohio State University, Columbus, OH, USA
| | - Bethany L Boettner
- Department of Sociology, Ohio State University, Columbus, OH, USA
- Institute for Population Research, Ohio State University, Columbus, OH, USA
| | - Ping Bai
- Department of Psychology, Ohio State University, Columbus, OH, USA
| | - Dylan D Wagner
- Department of Psychology, Ohio State University, Columbus, OH, USA
| | - Jodi L Ford
- Institute for Population Research, Ohio State University, Columbus, OH, USA
- College of Nursing, Ohio State University, Columbus, OH, USA
| | - Christopher R Browning
- Department of Sociology, Ohio State University, Columbus, OH, USA
- Institute for Population Research, Ohio State University, Columbus, OH, USA
| | - Baldwin M Way
- Department of Psychology, Ohio State University, Columbus, OH, USA
- Institute for Behavioral Medicine Research, Ohio State University, Columbus, OH, USA
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Ehrlich KB, Lyle SM, Corallo KL, Lavner JA, Ross TM. Changes in depressive symptoms and antibody production following influenza vaccination in adolescents and adults. Vaccine 2024; 42:3585-3591. [PMID: 38702230 PMCID: PMC11128339 DOI: 10.1016/j.vaccine.2024.04.066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Revised: 04/12/2024] [Accepted: 04/22/2024] [Indexed: 05/06/2024]
Abstract
OBJECTIVE Psychological distress has been associated with dampened antibody production following vaccination. Questions remain, however, about whether psychological distress influences vaccine response uniformly across the lifespan, and whether changes in distress result in changes in antibody production across the same period. METHODS Participants (N = 148; Mage = 32.2 years, SD = 19.7, range = 12-80 years) took part in consecutive vaccine studies during the 2017-2018 and 2018-2019 influenza seasons. Each influenza season, they reported on their depressive symptoms, provided blood samples, and received the standard influenza vaccine. Participants then provided a second blood sample one month later. Antibody titers were examined pre- and post-vaccination. RESULTS Analyses examined both within-season and across-season effects of depressive symptoms, age, and their interaction on vaccine response. Within-season analyses revealed that age predicted antibody response during both seasons (2017-2018 and 2018-2019). Neither depressive symptoms nor the interaction with age were associated with antibody response to vaccination within either season. Across the two seasons, age significantly moderated the association between change in depressive symptoms and change in antibody production. For people who were 48 or older, increases in depressive symptoms across the two seasons were associated with a less robust response to the vaccine in the second season relative to the first season. For people younger than 48, changes in depressive symptoms were not significantly related to changes in antibody production. CONCLUSIONS These findings highlight the important role of mental health for older adults' vaccine response, which could have clinical relevance for protection against disease.
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Affiliation(s)
- Katherine B Ehrlich
- Department of Psychology, University of Georgia, Athens, GA 30602, USA; Center for Family Research, University of Georgia, Athens, GA 30602, USA.
| | - Sarah M Lyle
- Psychology Discipline, Eckerd College, St. Petersburg, FL, USA
| | - Kelsey L Corallo
- Georgia Health Policy Center, Georgia State University, Atlanta GA, USA
| | - Justin A Lavner
- Department of Psychology, University of Georgia, Athens, GA 30602, USA
| | - Ted M Ross
- Center for Vaccines and Immunology, University of Georgia, Athens, GA, USA; Department of Infectious Diseases, University of Georgia, Athens, GA, USA
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Zhao Y, Niu J, Huang J, Meng Y. A bifactor representation of the Center for Epidemiological Studies Depression Scale for children: gender and age invariance and implications for adolescents' social and academic adjustment. Child Adolesc Psychiatry Ment Health 2024; 18:27. [PMID: 38378642 PMCID: PMC10880255 DOI: 10.1186/s13034-024-00717-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 02/05/2024] [Indexed: 02/22/2024] Open
Abstract
BACKGROUND The Center for Epidemiological Studies Depression Scale for Children (CES-DC) is a widely used scale for screening depressive symptoms in children and adolescents. This study aims to uncover the optimal factor structure of the DES-DC and presents an alternate conceptualization of adolescent depression by estimating bifactor models and several competing models using a sample of Chinese adolescents. METHODS The participants were 533 adolescents (49.7% boys, 49.7% girls, 3 participants did not report) between 12 and 18 years of age attending public secondary schools in the middle part of mainland China. Data were collected in classrooms using a questionnaire survey. A structural equation modeling approach was used to estimate and compare a series of competing models for the DES-DC. RESULTS A Bifactor exploratory structural equation model (Bi-ESEM) with the best model fit was retained for representing the current data. Tests of measurement invariance demonstrated strict measurement equivalence across gender and age. No gender and age differences have been found in the general depression factor. Findings provided evidence for the composite reliability and construct validity of DES-DC. Depressive symptoms positively related to the Big Five trait neuroticism, negative emotions, loneliness, social anxious behaviors, and disruptive behaviors during school and negatively related to agreeableness, conscientiousness, extraversion, physical health status, school connectedness, and academic self-efficacy. CONCLUSIONS This study provides support for the one general factor construct of the CES-DC and the continuum concept structure of adolescent depression. Moreover, this research offers empirical evidence for comparing depression symptoms among adolescent populations with diverse genders and age groups. Additionally, the findings replicate and expand upon the implications of depressive symptoms on adolescents' traits, well-being, social-relational adjustment, and academic adaptation.
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Affiliation(s)
- Yanhua Zhao
- School of Psychology, Henan University, Jinming Campus, Kaifeng, 475003, P. R. China.
| | - Jiahui Niu
- School of Psychology, Henan University, Jinming Campus, Kaifeng, 475003, P. R. China
| | - Jing Huang
- School of Psychology, Henan University, Jinming Campus, Kaifeng, 475003, P. R. China
| | - Yan Meng
- School of Education, Henan University, Jinming Campus, Kaifeng, 475003, P. R. China
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