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Vinueza Veloz MF, Bhatta L, Jones PR, Tesli M, Smith GD, Davies NM, Brumpton BM, Næss ØE. Educational attainment and mental health conditions: a within-sibship Mendelian randomization study. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.08.10.24311789. [PMID: 39148847 PMCID: PMC11326327 DOI: 10.1101/2024.08.10.24311789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/17/2024]
Abstract
Importance Observational studies have demonstrated consistent protective effects of higher educational attainment (EA) on the risk of suffering mental health conditions (MHC). Determining whether these beneficial effects are causal is challenging given the potential role of dynastic effects and demographic factors (assortative mating and population structure) in this association. Objective To evaluate to what extent the relationship between EA and various MHC is independent from dynastic effects and demographic factors. Design Within-sibship Mendelian randomization (MR) study. Setting One-sample MR analyses included participants' data from the Trøndelag Health Study (HUNT, Norway) and UK Biobank (United Kingdom). For two-sample MR analyses we used summary statistics from publicly available genome-wide-association-studies. Participants 61 880 siblings (27 507 sibships). Exposure Years of education. Main outcomes Scores for symptoms of anxiety, depression and neuroticism using the Hospital Anxiety Depression Scale (HADS), the 7-item Generalized Anxiety Disorder Scale (GAD-7), the 9-item Patient Health Questionnaire (PHQ-9), and the Eysenck Personality Questionnaire, as well as self-reported consumption of psychotropic medication. Results One standard deviation (SD) unit increase in years of education was associated with a lower symptom score of anxiety (-0.20 SD [95%CI: -0.26, -0.14]), depression (-0.11 SD [-0.43, 0.22]), neuroticism (-0.30 SD [-0.53, -0.06]), and lower odds of psychotropic medication consumption (OR: 0.60 [0.52, 0.69]). Estimates from the within-sibship MR analyses showed some attenuation, which however were suggestive of a causal association (anxiety: -0.17 SD [-0.33, -0.00]; depression: -0.18 SD [-1.26, 0.89]; neuroticism: -0.29 SD [-0.43, -0.15]); psychotropic medication consumption: OR, 0.52 [0.34, 0.82]). Conclusions and Relevance Associations between EA and MHC in adulthood, although to some extend explained by dynastic effects and demographic factors, overall remain robust, indicative of a causal effect. However, larger studies are warranted to improve statistical power and further validate our conclusions.
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Affiliation(s)
- María Fernanda Vinueza Veloz
- Department of Community Medicine and Global Health, Institute of Health and Society, Faculty of Medicine, University of Oslo, Post box 1130, 0318 Oslo, Norway
| | - Laxmi Bhatta
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology – NTNU, Post box 8905, 7491 Trondheim, Norway
- FIU-PH, Division of Mental Health Care, St Olavs Hospital, Post box 3250 Torgarden, 7006 Trondheim, Norway
| | - Paul Remy Jones
- Department of Community Medicine and Global Health, Institute of Health and Society, Faculty of Medicine, University of Oslo, Post box 1130, 0318 Oslo, Norway
| | - Martin Tesli
- Department of Mental Disorders, Norwegian Institute of Public Health, Post box 222 Skøyen, N-0214 Oslo, Norway
- Centre for Research and Education in Forensic Psychiatry, Department of Mental Health and Addiction, Oslo University Hospital, PO Box 4956 Nydalen, 0424 Oslo, Norway
| | - George Davey Smith
- MRC Centre for Causal Analyses in Translational Epidemiology, Department of Social Medicine, University of Bristol, Oakfield House, Oakfield Grove, BS8 2BN Bristol, United Kingdom
| | - Neil Martin Davies
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology – NTNU, Post box 8905, 7491 Trondheim, Norway
- MRC Centre for Causal Analyses in Translational Epidemiology, Department of Social Medicine, University of Bristol, Oakfield House, Oakfield Grove, BS8 2BN Bristol, United Kingdom
- Division of Psychiatry, University College London, Maple House, 149 Tottenham Court Rd, W1T 7NF London, United Kingdom
- Department of Statistical Sciences, University College London, Gower Street, WC1E 6BT London, United Kingdom
| | - Ben M. Brumpton
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology – NTNU, Post box 8905, 7491 Trondheim, Norway
- HUNT Research Center, Department of Public and Nursing, Norwegian University of Science and Technology – NTNU, Post box 8905, 7491 Trondheim, Norway
- Clinic of Medicine, St. Olavs Hospital, Trondheim University Hospital, Postboks 3250 Torgarden, 7006 Trondheim, Norway
| | - Øyvind Erik Næss
- Department of Community Medicine and Global Health, Institute of Health and Society, Faculty of Medicine, University of Oslo, Post box 1130, 0318 Oslo, Norway
- Department Chronic diseases, Norwegian Institute of Public Health, Post box 222 Skøyen, N-0213 Oslo, Norway
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Ayano G, Abraha M, Tsegay L, Gizachew Y. Umbrella Review of the Global Prevalence of Conduct Disorder in Children and Adolescents. Psychiatr Q 2024; 95:173-183. [PMID: 37962781 DOI: 10.1007/s11126-023-10060-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/15/2023] [Indexed: 11/15/2023]
Abstract
With the ever-increasing prevalence of mental health issues worldwide, a robust synthesis of existing epidemiological data on the prevalence of Conduct disorder (CD) in children and adolescents is needed to strengthen the knowledge base. This quantitative umbrella review aims to provide a robust synthesis of evidence on the prevalence of CD children and adolescents from meta-analytic systematic reviews. We searched PubMed, Web of Science, PsychINFO, and Scopus to identify relevant articles. The study protocol has been registered with PROSPERO (CRD42023447620). The methodological quality of the studies was evaluated by using a Measurement Tool to Assess Systematic Reviews (AMSTAR). Invariance variance weighted random-effect meta-analysis was performed to pool prevalence estimates from the included articles. Seven meta-analyses, encompassing 138 primary studies and slightly over 48 million CD cases were included in this umbrella review. The quantitative analysis of these studies found a pooled prevalence of CD 3.0% (95%CI 2.0-5%) in children and adolescents, based on random effect meta-analyses. In a stratified analysis, the prevalence estimate of CD was 2.6 times higher in boys compared to girls. Evidence from our quantitative umbrella review showed that the prevalence of CD is relatively high in children and adolescents with boys 2.6 times more likely to experience the disorders when compared to girls. Our findings underlie that attention should be given to preventing, identifying, and treating CD in children and adolescents.
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Affiliation(s)
- Getinet Ayano
- School of Population Health, Curtin University, Perth, Australia.
| | - Mebratu Abraha
- Research Directorate Office and Nursing Education Department, SaintPaulo's Millennium Medical College, Addis Ababa, Ethiopia
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Levola J, Alakokkare AE, Denissoff A, Mustonen A, Miettunen J, Niemelä S. Adolescent alcohol and cannabis use and early adulthood educational attainment in the 1986 Northern Finland birth cohort study. BMC Public Health 2024; 24:255. [PMID: 38254063 PMCID: PMC10804574 DOI: 10.1186/s12889-024-17693-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 01/06/2024] [Indexed: 01/24/2024] Open
Abstract
BACKGROUND Heavy alcohol and cannabis use during adolescence have been previously described as risk factors not only for morbidity in adulthood, but also social problems including adversities in educational attainment. Attempts to consider overlapping risk factors and confounders for these associations are needed. METHODS Using weighted multivariable models, we examined prospective associations between age at first drink (AFD), age at first intoxication (AFI), frequency of alcohol intoxication, as well as self-reported alcohol tolerance (i.e., number of drinks needed for the subjective experience of intoxication), and lifetime cannabis use at age 15/16 years with subsequent educational attainment obtained from comprehensive registers until age 33 in the Northern Finland Birth Cohort 1986 (6,564 individuals, 49.1% male). Confounding variables including sex, family structure (intact vs. non-intact), maternal and paternal education level, behavioural/emotional problems in school at age 7/8 years, having a history of illicit substance use in adolescence, having any psychiatric diagnosis before age 16, and parental psychiatric diagnoses, were adjusted for. RESULTS In this large birth cohort study with a 17-year follow-up, younger age at first intoxication, higher frequency of alcohol intoxication, and high self-reported alcohol tolerance at age 15/16 years were associated with poorer educational outcomes by the age of 33 years. These associations were evident regardless of potential confounders, including parental education and childhood behavioural/emotional problems. The association between adolescent cannabis use and educational attainment in adulthood was no longer statistically significant after adjusting for confounders including frequency of alcohol intoxication at age 15/16. CONCLUSIONS Assessments of age of first alcohol intoxication, high self-reported alcohol tolerance and frequency of intoxication during adolescence should be included when implementing screening strategies aimed at identifying adolescents at risk for subsequent social problems.
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Affiliation(s)
- Jonna Levola
- Department of Psychiatry, University of Helsinki, F1-00014, Helsinki, P.O. Box 63, Finland.
- Psychiatry, Hospital District of Helsinki and Uusimaa, Helsinki, Finland.
| | | | - Alexander Denissoff
- Addiction Psychiatry Unit, Department of Psychiatry, Turku University Hospital, The wellbeing services county of Southwest Finland, Turku, Finland
- Department of Psychiatry, University of Turku, Turku, Finland
| | - Antti Mustonen
- Research Unit of Population Health, University of Oulu, Oulu, Finland
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
- Department of Psychiatry, Seinäjoki Central Hospital, Seinäjoki, Finland
| | - Jouko Miettunen
- Research Unit of Population Health, University of Oulu, Oulu, Finland
- Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland
| | - Solja Niemelä
- Addiction Psychiatry Unit, Department of Psychiatry, Turku University Hospital, The wellbeing services county of Southwest Finland, Turku, Finland
- Department of Psychiatry, University of Turku, Turku, Finland
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Ayano G, Demelash S, Gizachew Y, Tsegay L, Alati R. The global prevalence of attention deficit hyperactivity disorder in children and adolescents: An umbrella review of meta-analyses. J Affect Disord 2023; 339:860-866. [PMID: 37495084 DOI: 10.1016/j.jad.2023.07.071] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 06/19/2023] [Accepted: 07/14/2023] [Indexed: 07/28/2023]
Abstract
BACKGROUND Emerging epidemiological data suggest that hundreds of primary studies have examined the prevalence of ADHD in children and adolescents and dozens of systematic view and meta-analyses studies have been conducted on the subject. The purpose of this umbrella review is to provide a robust synthesis of evidence from these systematic reviews and meta-analyses. METHODS We systematically searched PubMed, Web of Science, PsychINFO, and Scopus to find pertinent studies. The study was preregistered with PROSPERO (CRD42023389704). The quality of the studies was assessed using a Measurement Tool to Assess Systematic Reviews (AMSTAR). Prevalence estimates from the included studies were pooled using invariance variance weighted random-effect meta-analysis. RESULTS Thirteen meta-analytic systematic reviews (588 primary studies) with 3,277,590 participants were included in the final analysis. A random effect meta-analysis of these studies showed that the global prevalence of ADHD in children and adolescents was 8.0 % (95%CI 6.0-10 %). The prevalence estimate was twice higher in boys (10 %) compared to girls (5 %). Of the three subtypes of ADHD, the inattentive type of ADHD (ADHD-I) was found to be the most common type of ADHD followed by the hyperactive (ADHD-HI) and the combined types (ADHD-C). CONCLUSION Findings from our compressive umbrella review suggest that ADHD is highly prevalent in children and adolescents with boys twice more likely to experience the disorder than girls. Our results underpin that priority should be given to preventing, early identifying, and treating ADHD in children and adolescents.
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Affiliation(s)
- Getinet Ayano
- School of Population Health, Curtin University, Australia.
| | - Sileshi Demelash
- Ethiopian Public Health Institute, Addis Ababa, Ethiopia; Department of Family Medicine, CAPHRI School for Public Health and Primary Care, Maastricht University, Maastricht, The Netherlands
| | | | | | - Rosa Alati
- School of Population Health, Curtin University, Australia; Institute for Social Science Research, The University of Queensland, Brisbane, QLD, Australia.
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Ayano G, Tsegay L, Gizachew Y, Necho M, Yohannes K, Abraha M, Demelash S, Anbesaw T, Alati R. Prevalence of attention deficit hyperactivity disorder in adults: Umbrella review of evidence generated across the globe. Psychiatry Res 2023; 328:115449. [PMID: 37708807 DOI: 10.1016/j.psychres.2023.115449] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 08/26/2023] [Accepted: 08/27/2023] [Indexed: 09/16/2023]
Abstract
BACKGROUND Attention deficit hyperactivity disorder (ADHD) is a class of neurodevelopmental disorders which is commonly diagnosed in school-age children, but it can occur in any age group. To provide a robust synthesis of published evidence on the prevalence of ADHD in adults, we conducted an umbrella review of systematic reviews and meta-analyses. METHODS The review was guided by preferred reporting items for systematic review and meta-analysis (PRISMA). We searched PsychINFO, Web of Science, PubMed, and Scopus to retrieve pertinent studies. The review protocol was registered with PROSPERO (CRD42023389704). A Measurement Tool to Assess Systematic Reviews (AMSTAR) was used to assess the quality of the included studies. A random-effects model was used to perform a meta-analysis. RESULTS Five systematic reviews and meta-analyses (57 unique primary studies) with data on 21,142,129 adult participants were eligible for inclusion in this umbrella review. Inverse variance weighted random effect meta-analysis of these studies indicated that the pooled prevalence of ADHD in adults was 3.10% (95%CI 2.60-3.60%). ADHD-I (the inattentive type of ADHD) remained the commonest type of ADHD, followed by ADHD-HI (the hyperactive type) and ADHD-C (the combined type). CONCLUSION The results indicate that ADHD is relatively high in adults, with ADHD-I remaining the most common subtype. Attention should be given to preventing, reducing, identifying, and managing ADHD in adults.
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Affiliation(s)
- Getinet Ayano
- School of Population Health, Curtin University, WA, Australia.
| | | | | | - Mogesie Necho
- Department of Psychiatry, College of Medicine and Health Sciences, Wollo University, Dessie, Ethiopia
| | - Kalkidan Yohannes
- SWEDESD, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Mebratu Abraha
- Research Directorate Office and Nursing Education Department, Saint Paulo's Millennium Medical College, Addis Ababa, Ethiopia
| | - Sileshi Demelash
- Ethiopian Public Health Institute, Addis Ababa, Ethiopia; Department of Family Medicine, CAPHRI School for Public Health and Primary Care, Maastricht University, Maastricht, The Netherlands
| | - Tamrat Anbesaw
- Department of Psychiatry, College of Medicine and Health Sciences, Wollo University, Dessie, Ethiopia
| | - Rosa Alati
- School of Population Health, Curtin University, WA, Australia; Institute for Social Science Research, The University of Queensland, Brisbane, QLD, Australia
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Nordmo M, Kleppestø T, Sunde HF, Flatø M, Demange P, Torvik FA. The association between parental internalizing disorders and child school performance. NPJ SCIENCE OF LEARNING 2023; 8:34. [PMID: 37670035 PMCID: PMC10480151 DOI: 10.1038/s41539-023-00182-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Accepted: 08/18/2023] [Indexed: 09/07/2023]
Abstract
Parents play a crucial role in children's lives. Despite high prevalences of anxiety and depression, we do not know how these disorders among parents associate with child school performance in Norway. We use regression models to estimate associations between parental mental disorders and child school performance, while adjusting for some social and genetic confounders. Parental anxiety and depression were assessed from administrative registers of government funded health service consultations for all individuals in Norway with children born between 1992 and 2002. School performance was assessed as standardized grade point average at the end of compulsory education when children are 16 years old. Associations were also considered in samples of adoptees and among differentially affected siblings. We find that 18.8% of children have a parent with an anxiety or depression diagnosis from primary care during the last three years of compulsory education (yearly prevalence: 11.5%). There is a negative association between these parental mental disorders and child school outcomes (z = 0.43). This association was weakened, but statistically significant among differentially exposed siblings (z = 0.04), while disappearing in adoptee children. Many children experience that their parents have anxiety or depression and receive a diagnosis from primary care. On average, these children have lower school performance. The association is attenuated when comparing differentially exposed siblings and disappears in adoptee children. These results have a poor fit with the hypothesis that parental internalizing is an influential causal factor in determining children's educational success.
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Affiliation(s)
- Magnus Nordmo
- Department of Educational Science, University of South-Eastern Norway, Notodden, Norway.
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway.
| | - Thomas Kleppestø
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Hans Fredrik Sunde
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Martin Flatø
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Perline Demange
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Fartein Ask Torvik
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
- Promenta Research Center, Department of Psychology, University of Oslo, Oslo, Norway
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Quevedo-Blasco R, Díaz-Román A, Quevedo-Blasco VJ. Associations between Sleep, Depression, and Cognitive Performance in Adolescence. Eur J Investig Health Psychol Educ 2023; 13:501-511. [PMID: 36826222 PMCID: PMC9955842 DOI: 10.3390/ejihpe13020038] [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: 12/30/2022] [Revised: 02/09/2023] [Accepted: 02/16/2023] [Indexed: 02/22/2023] Open
Abstract
The relevance of cognitive performance during adolescence requires further studies that analyze potential associated factors. This study aimed to analyze inductive reasoning, reading comprehension, and mathematical thinking (problem-solving and number and calculation) in relation to sleep and depression in 244 students aged 12-17 years (47.6% boys and 52.4% girls). Daytime sleepiness, sleep quality, dysthymia, and euthymia (state and trait) were assessed by self-reported questionnaires. Moreover, correlations between these variables and cognitive performance, and differences depending on sociodemographic variables (sex, age, or academic year) were analyzed using non-parametric tests. Robust regression models were also conducted to evaluate the predictive role of significant variables on cognitive performance. The results showed significant bidirectional relationships between sleep- and depression-related variables, and between the latter ones and cognitive performance. Depression-trait was more related to cognitive performance than depression-state, and euthymia more than dysthymia, but neither daytime sleepiness nor sleep quality significantly correlated with it. As for sociodemographic variables, girls reported worse sleep and more depressive symptoms than boys did, and younger students reported better sleep but performed worse than the older ones. Although these findings should be further explored in forthcoming studies adding other promising variables, they highlight the importance of promoting euthymia to improve cognitive performance in adolescents.
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Affiliation(s)
- Raúl Quevedo-Blasco
- Center for Mind, Brain, and Behaviour Research (CIMCYC), University of Granada, 18011 Granada, Spain
| | | | - Víctor J. Quevedo-Blasco
- Consejería de Desarrollo Educativo y Formación Profesional, Junta de Andalucía, 18010 Granada, Spain
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Academic performance in adolescent offspring of mothers with prenatal and perinatal psychiatric hospitalizations: A register-based, data linkage, cohort study. Psychiatry Res 2023; 319:114946. [PMID: 36463723 DOI: 10.1016/j.psychres.2022.114946] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 10/12/2022] [Accepted: 11/07/2022] [Indexed: 11/10/2022]
Abstract
BACKGROUND This is the first study to investigate the longitudinal association between prenatal and perinatal psychiatric hospitalizations and academic achievements in adolescent offspring. METHODS We conducted an administrative health data-based cohort study of 168, 528 mother-offspring pairs using linked data obtained from health and educational registries in New South Wales, Australia. Prenatal and perinatal maternal psychiatric diagnosis was measured by using ICD-10. The National Assessment Program for Literacy and Numeracy (NAPLAN) was used to assess the educational performance of the offspring. Logistic regression model was used to explore the association. Multivariate models were adjusted for maternal sociodemographic characteristics such as age at birth, marital status, educational status, and occupational status, maternal diabetes and chronic hypertension, maternal smoking during pregnancy, birth weight, and language spoken at home. RESULTS The findings show that after adjusting for important covariates adolescent offspring of mothers with prenatal and perinatal psychiatric hospitalizations were more likely to perform below the national minimum standard in all domains of academic performance at age 14 years, when compared with the offspring of mothers without such hospitalizations, with the highest odds for numeracy (OR = 2.88; 95% CI: 2.50-3.31) followed by reading (OR = 2.08; 95% CI: 1.81-2.38), spelling (OR = 1.74; 95% CI: 1.51-2.01), and writing (OR = 1.56; 95% CI: 1.34-1.80). There was significant gender interaction such that males were more likely to experience lower rates of academic performance than females in all academic domains. Lower academic achievements were observed among offspring of mothers with all major groupings of psychiatric disorders, with a higher risk for severe psychiatric disorders followed by mental disorders due to substance use or medical conditions. CONCLUSION In sum, maternal prenatal and perinatal psychiatric hospitalizations are associated with lower academic achievements in adolescent offspring, with a stronger effect on the academic performance of male offspring. Early intervention strategies that aim to enhance educational performance in the exposed offspring are needed.
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Risks and Barriers in Substitute Care for the Children of Parents with Serious Mental Illness: A Mixed-Method Study in Kerala, India. Healthcare (Basel) 2022; 10:healthcare10122408. [PMID: 36553932 PMCID: PMC9777689 DOI: 10.3390/healthcare10122408] [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: 11/08/2022] [Revised: 11/26/2022] [Accepted: 11/26/2022] [Indexed: 12/05/2022] Open
Abstract
BACKGROUND Mental illness in parents impairs their parenting capability, which has a lifelong detrimental impact on their children's physical and psychological health. In the current Indian context, due to weak social security nets, family is the only plausible intervention to ensure adequate substitute child care. Therefore, this study explores various risk factors and barriers to providing substitute family care. METHODS We used a mixed-method approach to gather information from 94 substitute family caregivers. Quantitative screening data were collected from four hospitals using a clinical data mining tool and an interview guide to gather caregiver perspectives on economic, familial, and social risks and barriers associated with caring. We used thematic analysis to consolidate the qualitative findings. RESULTS Most of the substitute caregivers were females from low-income households. The study identified 11 sub-themes and 23 specific themes associated with risks and barriers to substitute care. These themes fell into four broad areas: economic, familial, school-related risks, and specific cultural and service access barriers. Focus on economic interventions is likely to result in strengthening the substitute family caregiver. CONCLUSION The paradigmatic shift of treatment focus from the patient to the entire household would benefit the children just as it does the patient.
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