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Zhou T, Wang C, Hu J, Zhang S, Fu L, Huang Z, Qi H. Multiple Risks and Adolescent Depressive Symptoms in Ethnic Regions of China: Analyses Using Cumulative Risk Model, Logistic Regression, and Association Rule Mining. Behav Sci (Basel) 2025; 15:657. [PMID: 40426435 PMCID: PMC12109515 DOI: 10.3390/bs15050657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2025] [Revised: 05/07/2025] [Accepted: 05/09/2025] [Indexed: 05/29/2025] Open
Abstract
The present study aimed to examine the relationship between multiple risk exposures in family and school settings and the depressive symptoms of Chinese students in early adolescence living in the ethnic regions of Yunnan and Hebei, China, via different multiple risk analytic approaches. A total of 2940 students (47.3% females) in grades 4 to 9 (Mage = 12.08, SD = 2.04) from ethnic minority counties in Yunnan and Hebei participated in the survey. The participants completed the questionnaires and reported family risk, school risk, depressive symptoms, and demographic information. The cumulative risk model and the individual multiple risk models with logistic regression/association rule mining were used to examine the effects of cumulative risk, the relative contributions of individual risks, and combinations of multiple risks. We found that (1) when a cumulative risk model was used, the associations between family cumulative risk and school cumulative risk on depressive symptoms were significant, but the cross-domain interaction effect was not significant. (2) The results of logistic regression indicated that high levels of family conflict, low levels of family cohesion, low levels of teacher support, and low levels of peer support were significantly correlated with a high risk for depression. (3) The results of association rule mining revealed meaningful associations between multiple risk factor combinations and depressive symptoms. In conclusion, the use of association rule mining enhanced the analyses and understanding of the effects of multiple risk exposures. Interpersonal stressors in family and school settings need to be addressed in depression prevention and intervention programs for adolescents.
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Affiliation(s)
- Ting Zhou
- Department of Medical Psychology, School of Health Humanities, Peking University, Beijing 100191, China; (T.Z.); (J.H.); (S.Z.)
| | - Chen Wang
- Department of Health Informatics and Management, School of Health Humanities, Peking University, Beijing 100191, China;
| | - Jennifer Hu
- Department of Medical Psychology, School of Health Humanities, Peking University, Beijing 100191, China; (T.Z.); (J.H.); (S.Z.)
| | - Shan Zhang
- Department of Medical Psychology, School of Health Humanities, Peking University, Beijing 100191, China; (T.Z.); (J.H.); (S.Z.)
| | - Lin Fu
- School of Sociology, Beijing University of Technology, Beijing 100124, China;
| | - Zheng Huang
- Department of Psychology, University of Chinese Academy of Sciences, Beijing 100101, China
- Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China
| | - Huiying Qi
- Department of Health Informatics and Management, School of Health Humanities, Peking University, Beijing 100191, China;
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Yuan F, Feng Y, Wu J, Wang J, Shao Y. Impact of childhood psychological abuse on the trajectory of adolescent depressive symptoms: a latent growth modeling approach. BMC Psychiatry 2025; 25:421. [PMID: 40287674 PMCID: PMC12034197 DOI: 10.1186/s12888-025-06884-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/01/2025] [Accepted: 04/17/2025] [Indexed: 04/29/2025] Open
Abstract
BACKGROUND Although researchers have examined the impact of childhood psychological abuse on adolescent depressive symptoms, further investigation is needed to understand the mechanisms by which childhood psychological abuse influences these symptoms. METHODS Utilizing a latent variable growth model, this study analyzed the dynamic trajectories of depressive symptoms among 1,300 adolescents from four middle schools in Jiangsu Province and Sichuan Province, as well as the factors influencing these trajectories. A longitudinal survey was conducted with three rounds of questionnaires over the course of a semester. Data analysis was performed using SPSS 24.0 and Mplus 7.0. RESULTS The findings revealed several key points: (1) Depressive symptoms among adolescents generally showed a linear decline; however, there were significant individual differences in initial symptom levels and rates of change; (2) Childhood psychological abuse was found to significantly predict both initial levels and the pace of change in depressive symptoms; (3) All three dimensions of childhood psychological abuse-verbal aggression, threats, and intrusiveness-significantly influenced both initial symptom levels and the trajectory of change; (4) The dynamics of psychological abuse were significantly correlated with the rate of change in depressive symptoms. CONCLUSION The results highlight the detrimental effects of childhood psychological abuse and suggest the feasibility of interventions targeting early secondary school students, providing insights into strategies to mitigate the impact of depressive symptoms among adolescents.
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Affiliation(s)
- Fang Yuan
- School of Education, Faculty of Education, Qufu Normal University, Qufu, China
| | - Yongna Feng
- School of Teacher Education, Weifang Engineering Vocational College, Weifang, China
| | - Jingtao Wu
- School of Physical Education, Leshan Normal University, Leshan, China
| | - Jingxia Wang
- College of Chemistry, Chemical Engineering and Materials, Jining University, Qufu, China
| | - Yanhong Shao
- Xiangshui Teacher Development Center, Yancheng, China.
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Xu Z, Zhang F, Su M, Wang X. Physical activity and mental health in Chinese high school students: a cross-sectional study. Sci Rep 2025; 15:9888. [PMID: 40121303 PMCID: PMC11929784 DOI: 10.1038/s41598-025-94397-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2024] [Accepted: 03/13/2025] [Indexed: 03/25/2025] Open
Abstract
Adolescent physical activity (PA) is essential for mental health. However, the declining PA levels amongst this group pose global challenges. This study examines the relationship between PA and mental health amongst 1668 Chinese high school students, focusing on gender and grade-level differences. Only 30.9% of students met the recommended 60 min of daily moderate-to-vigorous PA (MVPA), with boys showing a significantly higher compliance rate than girls (44.2% vs. 25.2%, P < 0.001). MVPA compliance was linked to better mental health, as compliant students had a lower mental health detection rate (43.6%) compared with non-compliant peers (56.4%, P < 0.001). The grade 11 students were at the highest risk of mental health issues (OR = 2.421, 95% CI: 1.893-3.096 and P < 0.001), whilst being female (OR = 0.630, 95% CI: 0.502-0.791 and P < 0.001). Meanwhile, MVPA non-compliance (OR = 0.792, 95% CI: 0.736-0.851 and P = 0.008) were additional risk factors. Poorer mental health correlated with reduced time in vigorous PA and increased time in low-intensity activities (P = 0.001). These findings highlight the low PA levels and significant mental health risks amongst adolescents, particularly girls and grade 11 students. Targeted interventions promoting PA, time management and mental health support are critical.
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Affiliation(s)
- Zhiyi Xu
- Physical Education Institute, Jimei University, Xiamen, China
| | - Fucheng Zhang
- Physical Education Institute, Jimei University, Xiamen, China
| | - Meihua Su
- Physical Education Institute, Jimei University, Xiamen, China.
| | - Xiangdong Wang
- Physical Education Institute, Jimei University, Xiamen, China.
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Kelly S, Lardier DT, Napoli D, Verdezoto C, Reid R, Garcia-Reid P. The Influence of School Bullying and Violence Victimization on Suicidal Ideation Among Urban Minority Adolescents. Issues Ment Health Nurs 2025; 46:119-128. [PMID: 39761196 DOI: 10.1080/01612840.2024.2430391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/27/2025]
Abstract
BACKGROUND According to the Center for Disease Control and Prevention (CDC), death by suicide is the third leading cause of death among youth aged 14 to 19. Suicidal behavior (suicidal thoughts, plans, or attempts) has significantly increased among female and male Hispanic and Black populations in the past few years. Therefore, the purpose of this study was to examine if exposure to bullying and violence influenced adolescent suicidal thoughts. METHOD Youth were asked to complete questions from the Youth Risk Behavior Survey focused on suicidal ideation, bullying exposure, and exposure to fights in the community. They were also asked to complete the 10-item Kessler psychological distress scale. RESULTS A total of 2,118 students participated in this study. Suicidal ideations was positively correlated with bullying exposure, exposure to fights, and symptoms of depression and anxiety. Bullying exposure, exposure to fights in the community and symptoms associated with depression and anxiety increased odds of suicidal ideations. Perceived social support and family support lowered the odds of suicidal ideations. CONCLUSION Bullying and violence at school can influence mental health outcomes among youth. As healthcare providers, it is imperative to identify youth and implement culturally sensitive interventions to improve and enhance their home, community, and school environments.
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Affiliation(s)
- Sarah Kelly
- School of Nursing, Montclair State University, Montclair, New Jersey, USA
| | - David T Lardier
- Department of Psychiatry and Behavioral Sciences, Division of Community Behavioral Health, The University of New Mexico School of Medicine, The University of New Mexico, Albuquerque, New Mexico, USA
| | - Danielle Napoli
- Department of Family Science and Human Development, College of Community Health, Montclair State University, Montclair, New Jersey, USA
| | - Carolina Verdezoto
- Department of Psychiatry and Behavioral Sciences, Division of Community Behavioral Health, The University of New Mexico School of Medicine, The University of New Mexico, Albuquerque, New Mexico, USA
| | - Robert Reid
- Department of Family Science and Human Development, College of Community Health, Montclair State University, Montclair, New Jersey, USA
| | - Pauline Garcia-Reid
- Department of Family Science and Human Development, College of Community Health, Montclair State University, Montclair, New Jersey, USA
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Yudes C, Chamizo‐Nieto MT, Peláez‐Fernández MA, Extremera N. Core self-evaluations and perceived classmate support: Independent predictors of psychological adjustment. Scand J Psychol 2025; 66:150-157. [PMID: 39291494 PMCID: PMC11735242 DOI: 10.1111/sjop.13072] [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: 12/21/2023] [Revised: 07/18/2024] [Accepted: 08/29/2024] [Indexed: 09/19/2024]
Abstract
INTRODUCTION The main aim of this research was to explore the contribution of both core self-evaluations (CSE) and classmate support as unique predictors of positive and negative psychological adjustment among adolescents. METHODS In a cross-sectional study, 2,293 Spanish adolescents (Mage = 14.07) completed the Core Self-Evaluations Scale, the Classmate Support subscale, the Satisfaction with Life Scale, the Depression, Anxiety, and Stress Scales and the Frequency of Suicidal Ideation Inventory. Pearson correlations among assessed variables were examined, and three hierarchical regression analyses were conducted to examine the predictive role of CSE and classmate support on life satisfaction, depressive symptomatology, and suicidal ideation. RESULTS Both CSE and classmate support were positively related to life satisfaction and negatively related to depressive symptoms and suicidal ideation. Hierarchical regression analyses identified CSE and classmate support as independent predictors of both positive and negative psychological outcomes in this sample. These results indicated support for a comprehensive model involving CSE and classmate support as additive predictors of both positive and negative outcomes among adolescents. CONCLUSION These findings underscore the unique and additive role of both individual (i.e., CSE) and, to a lower degree, social factors (i.e., classmate support) to augment the prediction model of positive and negative psychological adjustment among adolescents. Practical implications are discussed, focusing on preventive programs that include strategies to increase positive self-appraisals and create a supportive classroom climate.
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Affiliation(s)
- Carolina Yudes
- Department of Developmental and Educational PsychologyUniversity of MalagaMalagaSpain
| | | | - María Angeles Peláez‐Fernández
- Department of Social Psychology, Social Work and Social Services, and Social AnthropologyUniversity of MalagaMalagaSpain
| | - Natalio Extremera
- Department of Social Psychology, Social Work and Social Services, and Social AnthropologyUniversity of MalagaMalagaSpain
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Jacobs M, Gerlach-Houck H, Briley P. Differential Impacts of Anticipated Success on Employment Outcomes Among Adults Who Stutter. AMERICAN JOURNAL OF SPEECH-LANGUAGE PATHOLOGY 2025; 34:246-260. [PMID: 39546417 DOI: 10.1044/2024_ajslp-24-00202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2024]
Abstract
PURPOSE Stuttering is associated with disparities in labor market outcomes among young adults, but little is known about how labor market outcomes associated with stuttering change over time. Therefore, this study characterized longitudinal associations between stuttering and early life expectations, job satisfaction, receipt of employer-provided insurance benefits, and income. METHOD The analysis used data from three waves of the National Longitudinal Study of Adolescent to Adult Health, which contained 16,653 individuals aged 18-43 years interviewed over 18 years. First, regression models evaluated the likelihood of employment between people who stutter (PWS) and people who do not stutter (PWNS). Second, conditional on employment, two-stage likelihood models quantified differences in their job satisfaction, receipt of employer-provided insurance benefits, and earned income, controlling for age, sex, race, and household characteristics. Finally, the relationship between their reported education and income expectations and these employment outcomes was evaluated. RESULTS Although stuttering was not related to the likelihood of working or receiving employer-provided benefits, PWS were 20%-22% (SE = 0.06-0.07) less likely to be satisfied with their jobs than PWNS, and dissatisfaction increased with age. Additionally, the odds of earning a higher income were significantly lower for PWS than for PWNS. PWS who anticipated attending college and earning a middle-class income were more likely to be satisfied with their jobs and earn a higher income. However, PWS were less likely to expect that they would earn a middle-class income (PWNS: 46.4%, PWS: 36.3%) or graduate from college (PWNS: 70.9%, PWS: 58.4%) compared to PWNS. CONCLUSIONS Labor market inequities associated with stuttering persist and increase with age. PWS have significantly lower expectations for their likelihood of future success, and these expectations predict their future occupational outcomes.
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Affiliation(s)
- Molly Jacobs
- Department of Health Services Research, Management & Policy, College of Public Health and Health Professions, University of Florida, Gainesville
| | - Hope Gerlach-Houck
- Department of Speech, Language and Hearing Sciences, Western Michigan University, Kalamazoo
| | - Patrick Briley
- Department of Communication Sciences and Disorders, College of Allied Health Sciences, East Carolina University, Greenville, NC
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Allen JP. Rethinking peer influence and risk taking: A strengths-based approach to adolescence in a new era. Dev Psychopathol 2024; 36:2244-2255. [PMID: 38752571 PMCID: PMC11568074 DOI: 10.1017/s0954579424000877] [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] [Indexed: 11/17/2024]
Abstract
The ways that psychopathology manifests in adolescence have shifted dramatically over the past twenty-five years, with rates of many externalizing behaviors declining substantially while rates of anxiety and depressive disorders have skyrocketed. This paper argues that understanding these changes requires rethinking the field's historically somewhat negative views of intense peer connections, peer influences, and adolescent risk-taking behavior. It is argued that intense peer connections are critical to development, and that peer influence and risk taking have important, often overlooked, adaptive components. The shift in observed manifestations of adolescent psychopathology over this period can be viewed at least partly in terms of a shift away from strong peer connections and toward greater risk aversion. Implications for research and intervention based on a focus on the adaptive aspects of peer influences and risk taking are discussed.
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Fitzpatrick MM, Anderson AM, Browning C, Ford JL. Relationship Between Family and Friend Support and Psychological Distress in Adolescents. J Pediatr Health Care 2024; 38:804-811. [PMID: 39306785 DOI: 10.1016/j.pedhc.2024.06.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2024] [Revised: 06/18/2024] [Accepted: 06/24/2024] [Indexed: 11/17/2024]
Abstract
OBJECTIVE This study examines the associations between family and friend support and depressive and anxiety symptoms among adolescents, considering potential sex differences. METHODS Secondary data from a longitudinal cohort study of 1,348 adolescents ages 11-17 were analyzed using descriptive statistics and multiple linear regression, controlling for relevant factors. Interaction terms between sex and support were created to examine moderation by sex. RESULTS Youth who reported higher family support reported lower depressive symptoms (b = -0.53, p < .001) and lower anxiety symptoms (b = -0.39, p < .001). Similarly, youth's higher reported friend support was associated with lower depressive symptoms (b = -0.52, p < .001) and lower anxiety symptoms (b = -0.44, p < .001). Effects were not modified by sex. CONCLUSION Understanding modifiable factors such as supportive systems is important to mitigate mental health disorders. Further investigation of protective factors for promoting adolescent mental health is needed.
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Affiliation(s)
- Margaret M Fitzpatrick
- Margaret M. Fitzpatrick, PhD Candidate, The Ohio State University College of Nursing, Columbus, Ohio.
| | - Avery M Anderson
- Avery M. Anderson, Assistant Professor, Endowed Early Scholar in Psychiatric Mental Health, University of Colorado Anschutz Medical Campus College of Nursing, Aurora, Colorado
| | - Christopher Browning
- Christopher Browning, ASC Distinguished Professor, Department of Sociology, The Ohio State University, Columbus, Ohio
| | - Jodi L Ford
- Jodi L. Ford, Professor Director of the Stress Science Lab Assistant Director of the Martha S. Pitzer Center for Women Children and Youth, The Ohio State University College of Nursing, Columbus, Ohio
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Tong Y, Xie F, Wen X, Li Y, Yuan M, Zhang X, Chen J, Wang G, Su P. Longitudinal Association between Bullying Victimization and Depressive Symptoms in Chinese Early Adolescents: The Effect of Life Satisfaction. Depress Anxiety 2024; 2024:6671415. [PMID: 40226671 PMCID: PMC11918514 DOI: 10.1155/2024/6671415] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 04/18/2024] [Accepted: 06/12/2024] [Indexed: 04/15/2025] Open
Abstract
Bullying victimization is associated with an increased risk of depression among adolescents. However, few studies have examined the association between bullying victimization and depressive symptoms, the impact of particular dimensions of life satisfaction on this relationship, and whether these associations vary by gender. A multilevel model (MLM) was used to explore the relationship between 1,611 Chinese early adolescents' incidence of bullying victimization and depression and life satisfaction's effect on this relationship (60.5% boys, M age = 12.48, SD = 0.48 at baseline). Bullying victimization was found to predict a high risk of depression in early adolescence. Further, we observed that life satisfaction mitigated the relationship between bullying victimization and depression; the MLM analysis indicated that these associations somewhat differed between genders. This study emphasized-based on ecological theory-four special dimensions of life satisfaction and bullying victimization in relation to depression risk. Additionally, this study provides novel insights into the correlation between bullying victimization and depression among Chinese early adolescents.
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Affiliation(s)
- Yingying Tong
- Department of Maternal, Child and Adolescent Health, School of Public Health, Anhui Medical University, No.81 Meishan Road, Hefei 230032, Anhui, China
| | - Faliang Xie
- Department of Maternal, Child and Adolescent Health, School of Public Health, Anhui Medical University, No.81 Meishan Road, Hefei 230032, Anhui, China
| | - Xue Wen
- Department of Maternal, Child and Adolescent Health, School of Public Health, Anhui Medical University, No.81 Meishan Road, Hefei 230032, Anhui, China
| | - Yonghan Li
- Department of Maternal, Child and Adolescent Health, School of Public Health, Anhui Medical University, No.81 Meishan Road, Hefei 230032, Anhui, China
| | - Mengyuan Yuan
- Department of Maternal, Child and Adolescent Health, School of Public Health, Anhui Medical University, No.81 Meishan Road, Hefei 230032, Anhui, China
| | - Xueying Zhang
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York 10029, NY, USA
| | - Juan Chen
- Affiliated Psychological Hospital of Anhui Medical University, Anhui Mental Health Center, Fourth People's Hospital of Hefei, No.316 Huangshan Road, Hefei 230032, Anhui, China
| | - Gengfu Wang
- Department of Maternal, Child and Adolescent Health, School of Public Health, Anhui Medical University, No.81 Meishan Road, Hefei 230032, Anhui, China
- Key Laboratory of Population Health Across Life Cycle, Ministry of Education of the People's Republic of China, Anhui Medical University, No 81 Meishan Road, Hefei 230032, Anhui, China
- Anhui Provincial Key Laboratory of Population Health and Aristogenics, No 81 Meishan Road, Hefei 230032, Anhui, China
| | - Puyu Su
- Department of Maternal, Child and Adolescent Health, School of Public Health, Anhui Medical University, No.81 Meishan Road, Hefei 230032, Anhui, China
- Key Laboratory of Population Health Across Life Cycle, Ministry of Education of the People's Republic of China, Anhui Medical University, No 81 Meishan Road, Hefei 230032, Anhui, China
- Anhui Provincial Key Laboratory of Population Health and Aristogenics, No 81 Meishan Road, Hefei 230032, Anhui, China
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Shani M, van Zalk MHW. Love beyond gluten: self-esteem, illness identity, and social support in romantic rejection concerns among adolescents with celiac disease. Front Psychol 2024; 15:1335201. [PMID: 38831945 PMCID: PMC11144883 DOI: 10.3389/fpsyg.2024.1335201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Accepted: 04/30/2024] [Indexed: 06/05/2024] Open
Abstract
Introduction Fear of stigmatization, high perceived partner burden, or refraining from self-disclosure may manifest in romantic rejection concerns among adolescents with celiac disease (CD), potentially impacting their health-related quality of life (HRQOL). This study examined the prevalence, predictors, and consequences of romantic rejection concerns among adolescents and young adults with CD. Methods A cross-sectional online survey was conducted among 165 German adolescents and young adults (aged 14-22) with self-reported CD. Participants completed measures of romantic rejection concerns, illness identity, self-esteem, peer support, and CD-specific HRQOL. Results Participants reported moderate levels of concerns about the impact of CD on their romantic relationships, with no significant gender differences. Participants involved in romantic relationships expressed lower concerns of rejection, but similar preference for a "gluten-free partner." Hierarchical regression analysis revealed that higher illness acceptance and peer support predicted lower rejection concerns. Significant interactions emerged between self-esteem and illness acceptance, and between self-esteem and peer support. Higher illness acceptance predicted fewer rejection worries only among those with high self-esteem, while peer support played a mitigating role only for those with low self-esteem. Romantic rejection concerns significantly predicted lower CD-specific HRQOL across all domains. Discussion Anxieties about CD's impact on romantic relationships are prevalent among adolescents and may hinder their HRQOL. The findings highlight the complex interplay between self-esteem, illness identity, and social support in shaping romantic concerns. Targeted interventions focusing on peer support and fostering positive illness identity are recommended to alleviate rejection fears and improve HRQOL among youth with CD.
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Affiliation(s)
- Maor Shani
- Department of Developmental Psychology, Institute for Psychology, Osnabrück University, Osnabrück, Germany
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Wang C, Zhou T, Fu L, Xie D, Qi H, Huang Z. Risk and Protective Factors of Depression in Family and School Domains for Chinese Early Adolescents: An Association Rule Mining Approach. Behav Sci (Basel) 2023; 13:893. [PMID: 37998640 PMCID: PMC10669531 DOI: 10.3390/bs13110893] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2023] [Revised: 10/21/2023] [Accepted: 10/27/2023] [Indexed: 11/25/2023] Open
Abstract
Depression is one of the most common psychological problems in adolescence. Familial and school-related factors are closely related to adolescents' depression, but their combined effects need further examination. The purpose of this study was to explore the combined effects of risk/protective factors of depression in family and school domains using a sample of Chinese adolescents differing in gender, age group and left-behind status. A total of 2455 Chinese students in primary and secondary school participated in the cross-sectional survey and reported multiple risk/protective factors in family and school environments and depressive symptoms. Association rule mining, a machine learning method, was used in the data analyses to identify the correlation between risk/protective factor combinations and depression. We found that (1) Family cohesion, family conflict, peer support, and teacher support emerged as the strongest factors associated with adolescent depression; (2) The combination of these aforementioned factors further strengthened their association with depression; (3) Female gender, middle school students, and family socioeconomic disadvantages attenuated the protective effects of positive relational factors while exacerbating the deleterious effects of negative relational factors; (4) For individuals at risk, lack of mental health education resources at school intensified the negative impact; (5) The risk and protective factors of depression varied according to gender, age stage and left-behind status. In conclusion, the findings shed light on the identification of high-risk adolescents for depression and underscore the importance of tailored programs targeting specific subgroups based on gender, age, or left-behind status.
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Affiliation(s)
- Chen Wang
- Department of Health Informatics and Management, School of Health Humanities, Peking University, Beijing 100191, China;
| | - Ting Zhou
- Department of Medical Psychology, School of Health Humanities, Peking University, Beijing 100191, China;
| | - Lin Fu
- Faculty of Humanities and Social Sciences, Beijing University of Technology, Beijing 100124, China;
| | - Dong Xie
- School of Basic Medical Sciences, Peking University, Beijing 100191, China;
| | - Huiying Qi
- Department of Health Informatics and Management, School of Health Humanities, Peking University, Beijing 100191, China;
| | - Zheng Huang
- Department of Psychology, University of Chinese Academy of Sciences, Beijing 100101, China
- Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China
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