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Luttinen J, Watroba A, Niemelä M, Miettunen J, Ruotsalainen H. The effectiveness of targeted preventive interventions for depression symptoms in children and adolescents: Systematic review and meta-analyses. J Affect Disord 2025; 376:189-205. [PMID: 39914750 DOI: 10.1016/j.jad.2025.02.002] [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: 07/01/2024] [Revised: 01/31/2025] [Accepted: 02/01/2025] [Indexed: 02/11/2025]
Abstract
BACKGROUND Targeted interventions are needed to prevent depression in at-risk children and adolescents. Children and adolescents are commonly at risk of depression due to subsyndromal depressive symptoms or problems in their social environment. METHODS This review was conducted according to the Cochrane guidelines (2023) and reported using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) statement. A literature search was done in December 2023 using three electronic databases and a manual search. The methodological quality of all eligible studies was assessed using the Cochrane Collaboration's tool for assessing the risk of bias. RESULTS This review includes 77 intervention studies of which 13 are follow-ups. Of the 64 identified main studies (n = 11,808), 19 were selective interventions targeting the problems in a social environment. Of the participants 63.6 % were girls and the mean age ranged between 9 and 17. Most of the studies were conducted in a Western school setting using psychological interventions, with the majority being CBT (cognitive behavioral therapy) based programs. Targeted interventions reduced the symptoms of depression statistically significantly at postintervention (SMD 0.27, 95 % confidence interval 0.16-0.37) and 6-month follow-up (SMD 0.32, 0.18-0.45) compared to any comparator. Intervention effects were not statistically significant at the 12-month follow-up. CONCLUSION Indicated and selective interventions targeted to children and adolescents at risk of depression due to their social environment have a small effect on depressive symptoms. Interventions should be delivered by mental health experts.
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Affiliation(s)
- Johanna Luttinen
- Faculty of Medicine, Research Unit of Population Health, University of Oulu, Oulu, Finland; Hoivatie Ltd, Child Protection services, Special foster care unit, Oulu, Finland
| | - Anni Watroba
- Oulu University of Applied sciences, wellbeing and culture, Oulu, Finland
| | - Mika Niemelä
- Faculty of Medicine, Research Unit of Population Health, University of Oulu, Oulu, Finland.
| | - Jouko Miettunen
- Faculty of Medicine, Research Unit of Population Health, University of Oulu, Oulu, Finland; Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland.
| | - Heidi Ruotsalainen
- Oulu University of Applied sciences, wellbeing and culture, Oulu, Finland; Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland.
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Liang J, Pu Y, Chen J, Liu M, Ouyang B, Jin Z, Ge W, Wu Z, Yang X, Qin C, Wang C, Huang S, Jiang N, Hu L, Zhang Y, Gui Z, Pu X, Huang S, Chen Y. Global prevalence, trend and projection of myopia in children and adolescents from 1990 to 2050: a comprehensive systematic review and meta-analysis. Br J Ophthalmol 2025; 109:362-371. [PMID: 39317432 DOI: 10.1136/bjo-2024-325427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Accepted: 07/18/2024] [Indexed: 09/26/2024]
Abstract
BACKGROUND Myopia is a pervasive global public health concern, particularly among the younger population. However, the escalating prevalence of myopia remains uncertain. Hence, our research aims to ascertain the global and regional prevalence of myopia, along with its occurrence within specific demographic groups. METHODS An exhaustive literature search was performed on several databases covering the period from their inception to 27 June 2023. The global prevalence of myopia was determined by employing pooled estimates with a 95% CI, and further analysis was conducted to assess variations in prevalence estimates across different subgroups. Additionally, a time series model was utilised to forecast and fit accurately the future prevalence of myopia for the next three decades. RESULTS This study encompasses a comprehensive analysis of 276 studies, involving a total of 5 410 945 participants from 50 countries across all six continents. The findings revealed a gradual increase in pooled prevalence of myopia, ranging from 24.32% (95% CI 15.23% to 33.40%) to 35.81% (95% CI 31.70% to 39.91%), observed from 1990 to 2023, and projections indicate that this prevalence is expected to reach 36.59% in 2040 and 39.80% in 2050. Notably, individuals residing in East Asia (35.22%) or in urban areas (28.55%), female gender (33.57%), adolescents (47.00%), and high school students (45.71%) exhibit a higher proportion of myopia prevalence. CONCLUSION The global prevalence of childhood myopia is substantial, affecting approximately one-third of children and adolescents, with notable variations in prevalence across different demographic groups. It is anticipated that the global incidence of myopia will exceed 740 million cases by 2050.
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Affiliation(s)
- Jinghong Liang
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Yingqi Pu
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Jiaqi Chen
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Meiling Liu
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Bowen Ouyang
- Hainan Eye Hospital and Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Haikou, China
| | - Zhengge Jin
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Wenxin Ge
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Zhuowen Wu
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Xiuzhi Yang
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Chunsong Qin
- Department of Occupational and Environmental Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Cong Wang
- Department of Radiology, Henan Provincial People's Hospital, Zhengzhou, China
| | - Shan Huang
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Nan Jiang
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Lixin Hu
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Yushan Zhang
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Zhaohuan Gui
- Guangzhou Key Laboratory of Environmental Pollution and Health Risk Assessment, Guangdong Provincial Engineering Technology Research Center of Environmental and Health risk Assessment, Department of Occupational and Environmental Health, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Xueya Pu
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Shaoyi Huang
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Yajun Chen
- Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, China
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Caldwell DM, Palmer JC, Webster KE, Davies SR, Hughes H, Rona J, Churchill R, Hetrick SE, Welton NJ. Exploring the Moderating Effect of Control Group Type on Intervention Effectiveness in School-Based Anxiety and Depression Prevention: Findings from a Rapid Review and Network Meta-analysis. PREVENTION SCIENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR PREVENTION RESEARCH 2025; 26:175-192. [PMID: 39937398 PMCID: PMC11891107 DOI: 10.1007/s11121-025-01786-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/28/2025] [Indexed: 02/13/2025]
Abstract
Many randomized controlled trials have investigated the role of school-based prevention interventions to reduce symptoms of anxiety and depression in young people. Systematic reviews have subsequently demonstrated a small, beneficial effect of these interventions when compared to a combined control group including usual care, no intervention, or waiting list controls. However, evidence from behavioral science and clinical psychology suggests control group choice may influence the relative effectiveness of non-pharmacological interventions. Here we explored whether separating this combined control group into distinct categories might influence the apparent effectiveness of preventive interventions. After updating an earlier review and network meta-analysis of preventive interventions for anxiety and depression in young people, we considered the impact of alternative control groups on estimates of effectiveness. This analysis was restricted to comparisons with cognitive-behavioral interventions only-the most common intervention used in the included studies. In targeted populations, for both anxiety and depression outcomes, the effect of a cognitive-behavioral intervention was larger when compared to waiting list controls than to usual curriculum, no intervention, or attention controls. For anxiety, the effect of no intervention was also considerably larger than waiting list control (standardized mean difference -0.37 [95% credible interval - 0.66, - 0.11], favoring no intervention). These results suggest that the beneficial effect of preventive school-based interventions previously observed in standard meta-analyses may be an artifact of combining control groups. Although exploratory, these findings indicate the impact of different control groups may vary considerably and should be taken into account when interpreting the effectiveness of interventions.
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Affiliation(s)
- Deborah M Caldwell
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2PS, UK.
| | - Jennifer C Palmer
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2PS, UK
| | - Katie E Webster
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2PS, UK
| | - Sarah R Davies
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2PS, UK
- NIHR Health Protection Research Unit in Behavioural Science and Evaluation, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Hugo Hughes
- School of Medicine and Population Health, University of Sheffield, Sheffield, S10 2HQ, UK
| | - Joseph Rona
- School of Medicine and Population Health, University of Sheffield, Sheffield, S10 2HQ, UK
| | - Rachel Churchill
- Centre for Reviews and Dissemination, University of York, York, YO10 5DD, UK
| | - Sarah E Hetrick
- Faculty of Medical and Health Sciences, Psychological Medicine, University of Auckland, Auckland, 1023, New Zealand
| | - Nicky J Welton
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2PS, UK
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Salam RA, Khan MH, Meerza SSA, Das JK, Lewis-Watts L, Bhutta ZA. An evidence gap map of interventions for noncommunicable diseases and risk factors among children and adolescents. Nat Med 2024; 30:290-301. [PMID: 38195753 DOI: 10.1038/s41591-023-02737-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Accepted: 11/27/2023] [Indexed: 01/11/2024]
Abstract
Substance misuse, obesity, mental health conditions, type 1 diabetes, cancers, and cardiovascular and chronic respiratory diseases together account for 41% of disability-adjusted life years linked to noncommunicable diseases (NCDs) among children and adolescents worldwide. However, the evidence on risk factors and interventions for this age group is scarce. Here we searched four databases to generate an evidence gap map of existing interventions and research gaps for these risk factors and NCDs. We mapped 159 reviews with 2,611 primary studies; most (96.2%) were conducted in high-income countries, and only 100 studies (3.8%) were from low- and middle-income countries (LMICs). The efficacy of therapeutic interventions on biomarkers and adverse events for NCDs appears to be well evidenced. Interventions for mental health conditions appear to be moderately evidenced, while interventions for obesity and substance misuse appear to be moderate to very low evidenced. Priority areas for future research include evaluating digital health platforms to support primary NCD prevention and management, and evaluating the impact of policy changes on the prevalence of obesity and substance misuse. Our findings highlight the wide disparity of evidence between high-income countries and LMICs. There is an urgent need for increased, targeted financing to address the research gaps in LMICs.
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Affiliation(s)
- Rehana A Salam
- The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW, Sydney, New South Wales, Australia
| | - Maryam Hameed Khan
- Institute for Global Health and Development, Aga Khan University Hospital, Karachi, Pakistan
| | - Syed Saqlain Ali Meerza
- Institute for Global Health and Development, Aga Khan University Hospital, Karachi, Pakistan
| | - Jai K Das
- Institute for Global Health and Development, Aga Khan University Hospital, Karachi, Pakistan
| | - Laura Lewis-Watts
- Centre for Global Child Health, The Hospital for Sick Children (SickKids), Toronto, Ontario, Canada
| | - Zulfiqar A Bhutta
- Centre for Global Child Health, The Hospital for Sick Children (SickKids), Toronto, Ontario, Canada.
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Lin S, Gong Q, Chen J, Wang J, Gao H, Hong J, Guo Y, Zhang Y, Jiang D. Sleep duration is associated with depressive symptoms in Chinese adolescents. J Affect Disord 2023; 340:64-70. [PMID: 37536426 DOI: 10.1016/j.jad.2023.07.114] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 07/25/2023] [Accepted: 07/31/2023] [Indexed: 08/05/2023]
Abstract
BACKGROUND Depressive symptoms have become one of the most common mental health problems in adolescents. Identifying potential factors associated with adolescent depressive symptoms could be practical and essential for early intervention programs. The association between sleep duration and depressive symptoms in adolescents is inconsistent and needs further exploration. METHODS A total of 7330 participants aged 10-19 years were included in this study. Sleep duration was categorized into <7 h, 7-8 h, 8-9 h, and ≥ 9 h per day. The Chinese version of the Center for Epidemiology Scale for Depression was used to assess depressive symptoms. Binary logistic regression analysis was performed to evaluate the association between sleep duration and the risk of depressive symptoms. Restrictive cubic spline analyses were conducted to evaluate the dose-response relationship between sleep duration and depressive symptoms. RESULTS Thirty-four percent of the participants suffered from depressive symptoms. The prevalence of depressive symptoms in adolescents with sleep durations of <7 h, 7-8 h, 8-9 h, and ≥9 h per day was 52.66 %, 37.80 %, 27.55 %, and 20.49 %, respectively. After adjusting for potential covariates, long sleep duration was significantly associated with a decreased risk of depressive symptoms in adolescents. A nonlinear relationship between sleep duration and depressive symptoms was identified. CONCLUSIONS Long sleep duration is independently associated with a decreased risk of depressive symptoms in Chinese adolescents.
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Affiliation(s)
- Shujuan Lin
- School of Basic Medical Science, Putian University, Putian, China; Key Laboratory of Translational Tumor Medicine in Fujian Province, Putian University, Putian, China
| | - Qinghai Gong
- Ningbo Municipal Center for Disease Control and Prevention, Ningbo, China
| | - Jingru Chen
- School of Basic Medical Science, Putian University, Putian, China; Key Laboratory of Translational Tumor Medicine in Fujian Province, Putian University, Putian, China
| | - Jinghui Wang
- Ningbo Municipal Center for Disease Control and Prevention, Ningbo, China
| | - Hua Gao
- Ningbo Municipal Center for Disease Control and Prevention, Ningbo, China
| | - Jia Hong
- Ningbo Municipal Center for Disease Control and Prevention, Ningbo, China
| | - Yanbo Guo
- Ningbo Municipal Center for Disease Control and Prevention, Ningbo, China
| | - Yan Zhang
- Ningbo Municipal Center for Disease Control and Prevention, Ningbo, China.
| | - Danjie Jiang
- Ningbo Municipal Center for Disease Control and Prevention, Ningbo, China.
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Zheng K, Xu H, Qu C, Sun X, Xu N, Sun P. The effectiveness of Interpersonal Psychotherapy-Adolescent Skills Training for adolescents with depression: a systematic review and meta-analysis. Front Psychiatry 2023; 14:1147864. [PMID: 37588027 PMCID: PMC10425533 DOI: 10.3389/fpsyt.2023.1147864] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Accepted: 07/17/2023] [Indexed: 08/18/2023] Open
Abstract
Background Interpersonal Psychotherapy-Adolescent Skills Training (IPT-AST) is a standardized depression prevention program for adolescents conducted in campus settings. The purpose of this review is to examine the randomized controlled trials of IPT-AST for the prevention of adolescent depression in the past 20 years. Methods A systematic search of relevant electronic databases (PubMed, WOS, Embase, PsycINFO, the Cochrane Library, CNKI and WANFANG DATA) and study reference lists was conducted. Any study investigating the effectiveness of IPT-AST in 12- to 20-year-olds with depressive symptoms was eligible. Synthesis was via narrative summary and meta-analysis. Results A total of 6 studies met the inclusion criteria. Meta-analysis results showed a remarkable improvement in patients' depressive symptoms after IPT-AST intervention (WMD = -5.05, 95% CI = -8.11 to -1.98, p < 0.05, I2 = 77%). Six month follow-up data showed that the intervention outcomes of IPT-AST remained significant (WMD = -3.09, 95% CI: -5.23 to -0.94, p < 0.05, I2 = 57%). Conclusion This meta-analysis showed that IPT-AST was effective in adolescents with depressive symptoms at post-prevention and at 6-month follow-up. However, these conclusions are cautious, as they are based on a small number of studies and the presence of author duplication. Future studies should use multi-center, large-sample randomized controlled trials to evaluate the efficacy of IPT-AST for preventing depression in adolescents. Systematic review registration https://www.crd.york.ac.uk/prospero/, identifier CRD42023393047.
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Affiliation(s)
- Kewei Zheng
- School of Humanities and Social Sciences, Binzhou Medical University, Yantai, China
- Qingdao Mental Health Center, Qingdao, China
| | - Huimin Xu
- School of Humanities and Social Sciences, Binzhou Medical University, Yantai, China
| | - Chunhui Qu
- Qingdao Mental Health Center, Qingdao, China
| | | | - Na Xu
- School of Humanities and Social Sciences, Binzhou Medical University, Yantai, China
| | - Ping Sun
- Qingdao Mental Health Center, Qingdao, China
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Verlenden J, Kaczkowski W, Li J, Hertz M, Anderson KN, Bacon S, Dittus P. Associations between Adverse Childhood Experiences and Pandemic-Related Stress and the Impact on Adolescent Mental Health during the COVID-19 Pandemic. JOURNAL OF CHILD & ADOLESCENT TRAUMA 2022; 17:1-15. [PMID: 36532141 PMCID: PMC9747542 DOI: 10.1007/s40653-022-00502-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 11/16/2022] [Indexed: 06/01/2023]
Abstract
Vulnerabilities of adolescents during times of crisis have been previously identified, but little research has investigated the compounding effects of lifetime adversities and pandemic-related stress on adolescent mental health. This study uses adolescent self-report data to model relationships between stress exposures and indicators of poor mental health from the longitudinal COVID Experiences (CovEx) Surveys. These surveys were administered online in English to U.S. adolescents ages 13-19 using the NORC AmeriSpeak® panel, a probability-based panel designed to be representative of the U.S. household population. Two waves of data were collected (Wave 1: October-November 2020, n = 727; Wave 2: March-May 2021, n = 569). Measures included demographics, adverse childhood experiences (ACEs, 8 items), pandemic-related stress (Pandemic-Related Stress Index [PRSI], 7 items), and depression symptoms (Patient Health Questionnaire for Adolescents [PHQ-A], 9 items). Path analyses were conducted to examine pathways between Wave 1 ACEs, Wave 1 PRSI, and Wave 2 PHQ with covariates of sex and race/ethnicity. Females had higher ACEs, PRSI, and PHQ scores than males. The PRSI score at Wave 1 was positively associated with the PHQ at Wave 2 (b = 0.29, SE = 0.14, p < 0.001). ACEs at Wave 1 were positively associated with PRSI at Wave 1 (b = 0.31, SE = 0.03, p < 0.001) and with PHQ at Wave 2 (b = 0.32, SE = 0.12, p < 0.001). The direct effect of ACEs on PHQ (b = 0.23, SE = 0.12, p < 0.001) remained significant even after accounting for the indirect effect of pandemic-related stress (b = 0.09, SE = 0.05, p < 0.001). Pandemic-related stress had a direct, adverse impact on adolescent depressive symptoms and demonstrates a compounding effect of childhood adversity and pandemic-related stress on depression. Findings can aid the design of interventions that promote mental health and support adolescent coping and recovery. Supplementary Information The online version contains supplementary material available at 10.1007/s40653-022-00502-0.
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Affiliation(s)
- Jorge Verlenden
- Centers for Disease Control and Prevention (CDC), National Center for HIV, Viral Hepatitis, STD, and TB Prevention, Division of Adolescent and School Health (CDC/NCHHSTP/DASH), Atlanta, GA USA
| | - Wojciech Kaczkowski
- Centers for Disease Control and Prevention (CDC), National Center for HIV, Viral Hepatitis, STD, and TB Prevention, Division of Adolescent and School Health (CDC/NCHHSTP/DASH), Atlanta, GA USA
| | - Jingjing Li
- Centers for Disease Control and Prevention (CDC), National Center for HIV, Viral Hepatitis, STD, and TB Prevention, Division of Adolescent and School Health (CDC/NCHHSTP/DASH), Atlanta, GA USA
| | - Marci Hertz
- Centers for Disease Control and Prevention (CDC), National Center for HIV, Viral Hepatitis, STD, and TB Prevention, Division of Adolescent and School Health (CDC/NCHHSTP/DASH), Atlanta, GA USA
| | - Kayla N. Anderson
- Centers for Disease Control and Prevention, National Center for Injury Prevention and Control, Division of Violence Prevention (CDC/NCIPC/DVP), Atlanta, GA USA
| | - Sarah Bacon
- Centers for Disease Control and Prevention, National Center for Injury Prevention and Control, Office of Strategy and Innovation (CDC/NCIPC/OSI), Atlanta, GA USA
| | - Patricia Dittus
- Centers for Disease Control and Prevention (CDC), National Center for HIV, Viral Hepatitis, STD, and TB Prevention, Division of Adolescent and School Health (CDC/NCHHSTP/DASH), Atlanta, GA USA
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Marino C, Andrade B, Montplaisir J, Petit D, Touchette E, Paradis H, Côté SM, Tremblay RE, Szatmari P, Boivin M. Testing Bidirectional, Longitudinal Associations Between Disturbed Sleep and Depressive Symptoms in Children and Adolescents Using Cross-Lagged Models. JAMA Netw Open 2022; 5:e2227119. [PMID: 35994289 PMCID: PMC9396361 DOI: 10.1001/jamanetworkopen.2022.27119] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
IMPORTANCE Understanding the longitudinal, bidirectional associations between disturbed sleep and depression in childhood and adolescence is crucial for the development of prevention and intervention programs. OBJECTIVE To test for bidirectional associations and cascade processes between disturbed sleep and depressive symptoms covering both childhood and adolescence and to test for the moderating processes of sex and pubertal status in adolescence. DESIGN, SETTING, AND PARTICIPANTS A prospective cohort study using the Québec Longitudinal Study of Child Development (QLSCD; 1997-ongoing). QLSCD's objective is to identify early childhood factors associated with long-term psychosocial and academic adjustment. Data were collected across 8 waves between ages 5 years (2003) and 17 years (2015). Associations were tested through cross-lagged models in childhood (5, 7, and 8 years), and in adolescence (10, 12, 13, 15, and 17 years). Data were analyzed from February to October 2021. MAIN OUTCOMES AND MEASURES Primary outcomes were disturbed sleep and depressive symptoms. Disturbed sleep was parent-reported and included sleep duration, time awake in bed, daytime sleepiness, sleep talking, sleepwalking, night terrors, and nightmares. Depressive symptoms were parent-reported in childhood (Child Behavior Checklist and Revised Ontario Child Health Study Scales), and self-reported in adolescence (Mental Health and Social Inadaptation Assessment for Adolescents). RESULTS Data on 1689 children (852 female [50.4%]) and 1113 adolescents (595 female [53.5%]) were included in the analyses. In childhood, significant bidirectional associations between depressive symptoms and disturbed sleep at all time points were found, indicating cascade processes (range β = 0.07; 95% CI, 0.02-012 to β = 0.15; 95% CI, 0.10-0.19). In adolescence, significant bidirectional associations from depressive symptoms to disturbed sleep (β = 0.09; 95% CI, 0.04-0.14) and vice versa (β = 0.10; 95% CI, 0.04-0.16) between 10 and 12 years were found. Between 12 and 13 years, depressive symptoms were modestly associated with disturbed sleep (β = 0.05; 95% CI, 0.001-0.10) but the reverse association was not significant. Cross-lagged estimates were nonsignificant after 13 years. The associations did not vary as a function of either sex or puberty-by-sex. CONCLUSIONS AND RELEVANCE These findings suggest that disturbed sleep is associated with the consolidation of depressive symptoms starting in childhood, which, in turn, is associated with ongoing sleep problems. It is possible that timely and appropriate interventions for incipient disturbed sleep and depression prevent spiraling effects on both domains.
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Affiliation(s)
- Cecilia Marino
- Hospital for Sick Children, Toronto, Ontario, Canada
- Cundill Centre for Child and Youth Depression, Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Brendan Andrade
- Cundill Centre for Child and Youth Depression, Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Jacques Montplaisir
- Center for Advanced Research in Sleep Medicine, Centre Intégré Universitaire de Santé et de Services Sociaux du Nord-de-l’île-de-Montréal, Montreal, Québec, Canada
- Department of Psychiatry, Université de Montréal, Montreal, Québec, Canada
| | - Dominique Petit
- Center for Advanced Research in Sleep Medicine, Centre Intégré Universitaire de Santé et de Services Sociaux du Nord-de-l’île-de-Montréal, Montreal, Québec, Canada
- Department of Psychiatry, Université de Montréal, Montreal, Québec, Canada
| | - Evelyne Touchette
- Department of Psychoeducation, Université du Québec à Trois-Rivières, Trois- Rivières, Québec, Canada
- Research Unit on Children’s Psychosocial Maladjustment, Université du Québec à Trois-Rivières, Trois-Rivières, Québec, Canada
| | - Hélène Paradis
- Groupe de Recherche sur l’inadaptation Psychosociale chez l’enfant, Université Laval, Québec City, Québec, Canada
| | - Sylvana M. Côté
- Department of Psychology, Université de Montréal, Montreal, Québec, Canada
| | | | - Peter Szatmari
- Hospital for Sick Children, Toronto, Ontario, Canada
- Cundill Centre for Child and Youth Depression, Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Michel Boivin
- School of Psychology, Université Laval, Québec City, Québec, Canada
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Chaieb S, Ben Mrad A, Hnich B. From Personal Observations to Recommendation of Tailored Interventions based on Causal Reasoning: a case study of Falls Prevention in Elderly Patients. Int J Med Inform 2022; 163:104765. [PMID: 35461148 DOI: 10.1016/j.ijmedinf.2022.104765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 03/31/2022] [Accepted: 04/12/2022] [Indexed: 10/18/2022]
Abstract
OBJECTIVE While the challenge of estimating the efficacy of therapies using observational data has received a lot of attention, little work has been done on estimating the treatment effect from interventions. In this paper, we tackle this problem by proposing an early guidance system based on a causal Bayesian network (CBN) for recommending personalized interventions. We are interested in the elderly fall prevention context. The objective is to develop a practical tool to help doctors estimate the effects of each intervention (or compound interventions) on a given patient and then choose the one that best fits each patient's health situation to reduce the risk of falling. METHODS On a real-world elderly information base, we undertake an empirical investigation for the proposed approach, which is based on a 44-node CBN. Then, we describe what is possible to achieve using state-of-the-art machine learning methods, namely Support Virtual Machine (SVM), Decision Tree (DT), and Bayesian Network (BN), and how well these methods can be used in recommending personalized interventions compared to the proposed approach. RESULTS 1174 elderly patients from Lille University Hospital, between January 2005 and December 2018 are included. The results reveal that none of the classifiers is significantly superior to the others, even if BN delivers somewhat better results (41.6%) and DT most often slightly lower performance (31.2%). Results also show that none of these three classifiers performs comparable to the proposed system (89.7%). The interventions recommended by the system are in agreement with the expert's judgment to a satisfactory level. The reaction of the physicians to the proposed system in its first trial version was very favorable. CONCLUSION The study showed the efficacy and utility of the causality-based strategy in recommending tailored interventions to prevent elderly falls compared to automated learning methods that had failed to infer a solid interventional paradigm for precision medicine.
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Affiliation(s)
- Salma Chaieb
- University of Sousse, ISITCom, 4011 Sousse, Tunisia; University of Sfax, CES Lab, 3038 Sfax, Tunisia.
| | - Ali Ben Mrad
- University of Sfax, ISAAS, 1013 Sfax, Tunisia; University of Sfax, CES Lab, 3038 Sfax, Tunisia
| | - Brahim Hnich
- University of Monastir, FSM, 5000 Monastir, Tunisia; University of Sfax, CES Lab, 3038 Sfax, Tunisia.
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Abstract
PURPOSE OF REVIEW To examine recent evidence that informs the treatment of depression in children and adolescents. RECENT FINDINGS There are no new leads in the prevention and early intervention of depression in children and adolescents. For acute treatment of major depressive disorder, talking therapies are moving increasingly to internet-based platforms. Family therapy may have a slight edge over individual psychotherapy in the short-term. Patients with severe depression with endogenous features have a more robust response to pharmacotherapy than do patients with mild-to-moderate depression. Findings in relation to reward sensitivity and changes in brain-derived neurotrophic factor levels contradict research conducted in adults, suggesting developmental differences in the mechanisms underlying depression. Ketamine infusion could have a role for adolescents with treatment refractory depression. There was no new evidence concerning relapse prevention. SUMMARY Most new findings have been concerned with moderators and mediators of treatment.
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Affiliation(s)
- Philip Hazell
- University of Sydney School of Medicine, Concord West, Australia
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11
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Kemper AR, Hostutler CA, Beck K, Fontanella CA, Bridge JA. Depression and Suicide-Risk Screening Results in Pediatric Primary Care. Pediatrics 2021; 148:peds.2021-049999. [PMID: 34099503 DOI: 10.1542/peds.2021-049999] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/01/2021] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND AND OBJECTIVES Depression is common, and suicide rates are increasing. Adolescent depression screening might miss those with unidentified suicide risk. Our primary objective in this study was to compare the magnitude of positive screen results across different approaches. METHODS From June 2019 to October 2020, 803 mostly Medicaid-enrolled adolescents aged ≥12 years with no recent history of depression or self-harm were screened with the Patient Health Questionnaire-9 Modified for Adolescents (PHQ-9A) and the Ask Suicide-Screening Questions (ASQ) across 12 primary care practices. Two PHQ-9A screening strategies were evaluated: screening for any type of depression or other mental illness (positive on any item) or screening for major depressive disorder (MDD) (total score ≥10). RESULTS Overall, 56.4% of patients screened positive for any type of depression, 24.7% screened positive for MDD, and 21.1% screened positive for suicide risk. Regardless of PHQ-9A screening strategy, the ASQ identified additional subjects (eg, 2.2% additional cases compared with screening for any type of depression or other mental illness and 8.3% additional cases compared with screening positive for MDD). Of those with ≥6 month follow-up, 22.9% screened positive for any type of depression (n = 205), 35.6% screened positive for MDD (n = 90), and 42.7% with a positive ASQ result (n = 75) had a depression or self-harm diagnosis or an antidepressant prescription. CONCLUSIONS Suicide risk screening identifies cases not identified by depression screening. In this study, we underscore opportunities and challenges in primary care related to the high prevalence of depression and suicide risk. Research is needed regarding optimal screening strategies and to help clinicians manage the expected number of screening-identified adolescents.
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Affiliation(s)
- Alex R Kemper
- Division of Primary Care Pediatrics .,Department of Pediatrics, College of Medicine
| | - Cody A Hostutler
- Department of Pediatrics, College of Medicine.,Department of Pediatric Psychology and Neuropsychology, Nationwide Children's Hospital, Columbus, Ohio
| | - Kristen Beck
- Division of Primary Care Pediatrics.,Department of Pediatrics, College of Medicine
| | - Cynthia A Fontanella
- Department of Psychiatry and Behavioral Health, Wexner Medical Center, The Ohio State University, Columbus, Ohio
| | - Jeffrey A Bridge
- Department of Pediatrics, College of Medicine.,Department of Psychiatry and Behavioral Health, Wexner Medical Center, The Ohio State University, Columbus, Ohio.,Center for Suicide Prevention and Research, Abigail Wexner Research Institute
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