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Auro K, Holopainen I, Perola M, Havulinna AS, Raevuori A. Attention-Deficit/Hyperactivity Disorder Diagnoses in Finland During the COVID-19 Pandemic. JAMA Netw Open 2024; 7:e2418204. [PMID: 38935377 PMCID: PMC11211961 DOI: 10.1001/jamanetworkopen.2024.18204] [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] [Received: 11/24/2023] [Accepted: 04/03/2024] [Indexed: 06/28/2024] Open
Abstract
Importance Several reports suggest an increase in attention-deficit/hyperactivity disorder (ADHD) symptoms during the COVID-19 pandemic. This nationwide study assessed new ADHD diagnoses and ADHD prevalence before and during the pandemic. Objective To investigate trends in new ADHD diagnoses, prevalence, and ADHD medication use from 2015 to 2022 in Finland. Design, Setting, and Participants This longitudinal cohort study comprised the entire Finnish population. ADHD diagnoses and medication use were obtained from nationwide registers and assessed at 3 time points: in 2015 and before (2020) and after (2022) the pandemic. Data were analyzed from January 2015 to June 2022. Main outcomes and Measures New ADHD diagnoses, ADHD lifetime prevalence, and ADHD medication use. Results The cohort comprised 5 572 420 individuals (2 819 645 women [50.6%]). Lifetime prevalence of ADHD increased by 2.7-fold during 2015 to 2022; prevalence was 1.02% in 2015 (95% CI, 1.01%-1.03%), 1.80% in 2020 (95% CI, 1.79%-1.81%), and 2.76% in 2022 (95% CI, 2.75%-2.77%). Young men aged 13 to 20 years had the highest lifetime prevalence of 11.68% (95% CI, 11.56%-11.81%) in 2022. New ADHD diagnoses doubled during the pandemic, from 238 per 100 000 in 2020 to 477 per 100 000 in 2022. The pandemic-associated incremental increase in new diagnoses was 18.60% (95% CI, 16.47%-20.49%; 9482 per 50 897 cases). Young women aged 13 to 20 years had a 2.6-fold increase in new diagnoses during the pandemic, from 577 per 100 000 in 2020 to 1488 per 100 000 in 2022, and women aged 21 to 30 years had a 3.0-fold increase, from 361 per 100 000 to 1100 per 100 000. New diagnoses increased by 2.9-fold among those older than 55 years (from 5 per 100 000 to 13 per 100 000 in women and from 5 per 100 000 to 14 per 100 000 in men). Boys younger than 13 years had the highest absolute rate of new ADHD diagnoses in 2022 (1745 per 100 000), but boys and young men younger than 21 years did not show a significant incremental increase in new diagnoses. Lifetime prevalence of ADHD medication purchases was 0.57% (95% CI, 0.56%-0.58%) in 2015 (31 771 [55.62%] of those with ADHD diagnosis), 1.15% (95% CI, 1.14%-1.16%) in 2020 (64 034 [63.83%]), and 1.69% (95% CI 1.68%-1.70%) in 2022 (92 557 [61.43%]), respectively. Conclusions and Relevance In this nationwide cohort study, new ADHD diagnoses and ADHD prevalence showed significant increase in Finland during the pandemic. ADHD medication use did not increase in relation to ADHD diagnoses. These results highlight potential adverse outcomes of pandemic-associated changes in living conditions.
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Affiliation(s)
- Kirsi Auro
- Division of Adolescent Psychiatry, Department of Psychiatry, Helsinki University Hospital, Helsinki, Finland
- Faculty of Medicine, University of Helsinki, Clinicum, Helsinki, Finland
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare-THL, Helsinki, Finland
| | - Ida Holopainen
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare-THL, Helsinki, Finland
| | - Markus Perola
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare-THL, Helsinki, Finland
| | - Aki S. Havulinna
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare-THL, Helsinki, Finland
- Institute for Molecular Medicine Finland, FIMM-HiLIFE, University of Helsinki, Helsinki, Finland
| | - Anu Raevuori
- Division of Adolescent Psychiatry, Department of Psychiatry, Helsinki University Hospital, Helsinki, Finland
- Faculty of Medicine, University of Helsinki, Clinicum, Helsinki, Finland
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Danielson ML, Claussen AH, Bitsko RH, Katz SM, Newsome K, Blumberg SJ, Kogan MD, Ghandour R. ADHD Prevalence Among U.S. Children and Adolescents in 2022: Diagnosis, Severity, Co-Occurring Disorders, and Treatment. JOURNAL OF CLINICAL CHILD AND ADOLESCENT PSYCHOLOGY : THE OFFICIAL JOURNAL FOR THE SOCIETY OF CLINICAL CHILD AND ADOLESCENT PSYCHOLOGY, AMERICAN PSYCHOLOGICAL ASSOCIATION, DIVISION 53 2024; 53:343-360. [PMID: 38778436 DOI: 10.1080/15374416.2024.2335625] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2024]
Abstract
OBJECTIVE To provide updated national prevalence estimates of diagnosed attention-deficit/hyperactivity disorder (ADHD), ADHD severity, co-occurring disorders, and receipt of ADHD medication and behavioral treatment among U.S. children and adolescents by demographic and clinical subgroups using data from the 2022 National Survey of Children's Health (NSCH). METHOD This study used 2022 NSCH data to estimate the prevalence of ever diagnosed and current ADHD among U.S. children aged 3-17 years. Among children with current ADHD, ADHD severity, presence of current co-occurring disorders, and receipt of medication and behavioral treatment were estimated. Weighted estimates were calculated overall and for demographic and clinical subgroups (n = 45,169). RESULTS Approximately 1 in 9 U.S. children have ever received an ADHD diagnosis (11.4%, 7.1 million children) and 10.5% (6.5 million) had current ADHD. Among children with current ADHD, 58.1% had moderate or severe ADHD, 77.9% had at least one co-occurring disorder, approximately half of children with current ADHD (53.6%) received ADHD medication, and 44.4% had received behavioral treatment for ADHD in the past year; nearly one third (30.1%) did not receive any ADHD-specific treatment. CONCLUSIONS Pediatric ADHD remains an ongoing and expanding public health concern, as approximately 1 million more children had ever received an ADHD diagnosis in 2022 than in 2016. Estimates from the 2022 NSCH provide information on pediatric ADHD during the last full year of the COVID-19 pandemic and can be used by policymakers, government agencies, health care systems, public health practitioners, and other partners to plan for needs of children with ADHD.
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Affiliation(s)
- Melissa L Danielson
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention
| | - Angelika H Claussen
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention
| | - Rebecca H Bitsko
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention
| | - Samuel M Katz
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention
- Oak Ridge Institute for Science and Education
| | - Kimberly Newsome
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention
| | - Stephen J Blumberg
- National Center for Health Statistics, Centers for Disease Control and Prevention
| | - Michael D Kogan
- Maternal and Child Health Bureau, Health Resources and Services Administration
| | - Reem Ghandour
- Maternal and Child Health Bureau, Health Resources and Services Administration
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Cénat JM, Kokou-Kpolou CK, Blais-Rochette C, Morse C, Vandette MP, Dalexis RD, Darius WP, Noorishad PG, Labelle PR, Kogan CS. Prevalence of ADHD among Black Youth Compared to White, Latino and Asian Youth: A Meta-Analysis. JOURNAL OF CLINICAL CHILD AND ADOLESCENT PSYCHOLOGY : THE OFFICIAL JOURNAL FOR THE SOCIETY OF CLINICAL CHILD AND ADOLESCENT PSYCHOLOGY, AMERICAN PSYCHOLOGICAL ASSOCIATION, DIVISION 53 2024; 53:373-388. [PMID: 35427201 DOI: 10.1080/15374416.2022.2051524] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
OBJECTIVE To systematically review the prevalence of Attention Deficit Hyperactivity Disorder (ADHD) among Black children and adolescents compared to White, Latino and Asian children and adolescents. METHOD Peer-reviewed articles were identified in seven databases and included if they reported prevalence of ADHD among Black children and adolescents living in a minority context and compared rates to at least one of White, Latino or Asian samples. A total of 7050 articles were retrieved and 155 articles were subjected to full evaluation. Twenty-three studies representing 26 independent samples were included. RESULTS The pooled sample size was n = 218,445 (k = 26), n = 835,505 (k = 25), n = 493,417 (k = 24), and n = 66,413 (k = 7) of Black, White, Latino, and Asian participants, respectively. Pooled prevalence rate of ADHD was 15.9% (95%CI 11.6% - 20.7%) among Black children and adolescents, 16.6% (95%CI 11.6% - 22.2%) among Whites, 10.1% (95%CI 6.9% - 13.8%) among Latinos and 12.4% (95%CI 1.4% - 31.8%) among Asians. There was no significant difference in prevalence between ethnic groups, whereas both Black and White children and adolescents had marginally statistically significant higher prevalence than Asians. The results of a meta-regression analysis showed no moderating effects of the type of sample and the year of publication of studies. A significant publication bias was observed, suggesting that other moderators were not identified in the present systematic review. CONCLUSION In contrast to the assertion in the DSM-5 that clinical identification among Black children and adolescents is lower than among White children and adolescents, the present meta-analysis suggests similar rates of ADHD among these two groups. The importance of considering cultural appropriateness of assessment tools and processes is emphasized.
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Affiliation(s)
- Jude Mary Cénat
- School of Psychology, University of Ottawa
- Interdisciplinary Centre for Black Health, University of Ottawa
| | | | | | | | | | | | | | | | | | - Cary S Kogan
- School of Psychology, University of Ottawa
- Interdisciplinary Centre for Black Health, University of Ottawa
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Bhandari N, Gupta S. Trends in Mental Wellbeing of US Children, 2019-2022: Erosion of Mental Health Continued in 2022. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2024; 21:132. [PMID: 38397623 PMCID: PMC10887976 DOI: 10.3390/ijerph21020132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Revised: 01/18/2024] [Accepted: 01/23/2024] [Indexed: 02/25/2024]
Abstract
We provide fresh estimates of a change in the nationwide prevalence of mental health symptoms among US children during the COVID-19 pandemic using National Health Interview Survey data (2019-22) on children aged 2-17 years (n = 27,378; age subgroups 2-5, 6-11, and 12-17) to assess overall mental distress and 19 specific outcomes related to developmental, communicative, cognitive, affective, and behavioral domains. Raw and adjusted (for socio-demographics) linear regressions estimated the change in prevalence for each outcome between 2019 (baseline year) and three succeeding years (2020-2022). Summary scores for mental distress rose between 2019 and 2020 (1.01 to 1.18 points, range of 0-15), declined slightly in 2021 (1.09), and climbed sharply again in 2022 (1.25). The declines primarily affected adolescents (1.11 at baseline, 1.24 in 2020, 1.30 in 2021, and 1.49 in 2022). Specific outcomes belonging to all domains of mental health showed similar increases in prevalence. US children suffered significant erosion of mental health during the COVID-19 pandemic that continued into 2022. Expansion of mental health programs aimed at school-going children will likely be needed to respond effectively to the ongoing crisis.
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Affiliation(s)
- Neeraj Bhandari
- Department of Healthcare Administration and Policy, School of Public Health, University of Nevada, Las Vegas, NV 89154, USA
| | - Shivani Gupta
- Department of Health Administration, College of Business, University of Houston-Clear Lake, Houston, TX 77058, USA;
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5
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Habdank-Kolaczkowski JS, Akahara PC, Ishola F, Salawu MA, Augustine SW, Ezeamii VC, David AB, Okobi E, Okobi OE. Attention-Deficit Hyperactivity Disorder Among American Youth: A Comprehensive 20-Year Analysis of National Center for Health Statistics (NCHS) Data. Cureus 2023; 15:e48781. [PMID: 38098925 PMCID: PMC10719878 DOI: 10.7759/cureus.48781] [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] [Accepted: 11/13/2023] [Indexed: 12/17/2023] Open
Abstract
BACKGROUND Attention-deficit hyperactivity disorder (ADHD) is a neurodevelopmental condition that has a significant impact on the lives of children and adolescents. This study conducts a comprehensive 20-year analysis of data from the National Center for Health Statistics (NCHS) to investigate the prevalence of ADHD among American youth, as well as its demographic patterns and socioeconomic determinants. METHODS A retrospective analysis of NCHS data spanning from 1997 to 2018 was carried out. The dataset included information on ADHD diagnoses, demographic characteristics (such as age, gender, and race/ethnicity), socioeconomic indicators (including poverty level and health insurance status), and temporal variables. A range of statistical analyses were performed, encompassing temporal trend analysis, demographic assessments, and socioeconomic examinations. RESULTS It was consistently observed that boys had a higher prevalence of ADHD (12.93% compared to 5.61%), aligning with established trends. Among adolescents aged 10-17, the prevalence was the highest at 11.09%, while for the 5-9 age group, it stood at 6.57%. In terms of racial and ethnic groups, individuals identifying as two or more races exhibited the highest prevalence at 12.36%, followed by white (9.83%), black or African American (10.09%), Hispanic or Latino (5.36%), and non-Hispanic or Latino (10.64%). Socioeconomic disparities were evident, with a prevalence of 11.41% among those living below the poverty line, compared to 10.6% (100%-199% of the poverty line), 8.6% (200%-399%), and 8.39% (400% or more). Medicaid beneficiaries had the highest prevalence at 12.57%, followed by those with private insurance (9.65%), insured (8.11%), and uninsured (5.83%). CONCLUSION These findings underscore the intricate relationship between ADHD prevalence and demographic and socioeconomic factors. It is imperative to address these disparities to ensure equitable assessment and intervention for ADHD, taking into account cultural influences, determinants of health tied to socioeconomic status, and access to healthcare for all children. This analysis by the NCHS provides essential insights into ADHD among American youth, emphasizing the necessity for tailored interventions, equitable healthcare access, and further research to comprehensively address this complex neurodevelopmental disorder.
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Affiliation(s)
- Julian S Habdank-Kolaczkowski
- Medical School, Poznan University of Medical Sciences, Poznan, POL
- Neurological Surgery, University of California San Francisco, San Francisco, USA
- Psychiatry and Behavioral Sciences, Avant Interventional Psychiatry, Atlanta, USA
- Psychiatry and Behavioral Sciences, ClearMinds Behavioral Health, Chesterfield, USA
| | | | - Fola Ishola
- Healthcare, University of Southern Mississippi, Houston, USA
| | - Mujeeb A Salawu
- Medicine and Surgery, University of Ilorin College of Health Sciences, Ilorin, NGA
- Internal Medicine and Psychiatry, Houston Health Department, Houston, USA
| | - Sana W Augustine
- Internal Medicine, Liaquat University of Medical and Health Sciences, Hyderabad, PAK
| | | | - Ademiluyi B David
- Medical Laboratory Sciences, Asokoro General Hospital Abuja, Abuja, NGA
| | - Emeka Okobi
- Dentistry, Ahmadu Bello University Teaching Hospital Zaria, Abuja, NGA
| | - Okelue E Okobi
- Family Medicine, Larkin Community Hospital Palm Springs Campus, Miami, USA
- Family Medicine, Medficient Health Systems, Laurel, USA
- Family Medicine, Lakeside Medical Center, Belle Glade, USA
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Karavallil Achuthan S, Stavrinos D, Holm HB, Anteraper SA, Kana RK. Alterations of Functional Connectivity in Autism and Attention-Deficit/Hyperactivity Disorder Revealed by Multi-Voxel Pattern Analysis. Brain Connect 2023; 13:528-540. [PMID: 37522594 DOI: 10.1089/brain.2023.0006] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/01/2023] Open
Abstract
Background: Autism and attention-deficit/hyperactivity disorder (ADHD) are comorbid neurodevelopmental disorders that share common and distinct neurobiological mechanisms, with disrupted brain connectivity patterns being a hallmark feature of both conditions. It is challenging to gain a mechanistic understanding of the underlying disorder, because brain connectivity changes in autism and ADHD are heterogeneous. Objectives: The present resting state functional MRI (rs-fMRI) study focuses on investigating the shared and distinct resting state-fMRI connectivity (rsFC) patterns in autistic and ADHD adults using multi-voxel pattern analysis (MVPA). By identifying spatial patterns of fMRI activity across a given time course, MVPA is an innovative and powerful method for generating seed regions of interest (ROIs) without a priori hypotheses. Methods: We performed a data-driven, whole-brain, connectome-wide MVPA on rs-fMRI data collected from 15 autistic, 19 ADHD, and 15 neurotypical (NT) young adults. Results: MVPA identified cerebellar vermis 9, precuneus, and the right cerebellum VI for autistic versus NT, right inferior frontal gyrus and vermis 9 for ADHD versus NT, and right dorsolateral prefrontal cortex for autistic versus ADHD as significant clusters. Post hoc seed-to-voxel analyses using these clusters as seed ROIs were performed for further characterization of group differences. The cerebellum VI, vermis, and precuneus in autistic adults, and the vermis and frontal regions in ADHD showed different connectivity patterns in comparison with NT. Conclusions: The study characterizes the rsFC profile of cerebellum with key cortical areas in autism and ADHD, and it emphasizes the importance of studying the role of the functional connectivity of the cerebellum in neurodevelopmental disorders.
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Affiliation(s)
- Smitha Karavallil Achuthan
- Department of Psychology & The Center for Innovative Research in Autism, University of Alabama, Tuscaloosa, Alabama, USA
| | - Despina Stavrinos
- Department of Psychology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Haley B Holm
- Children's Hospital of Atlanta, Atlanta, Georgia, USA
| | - Sheeba Arnold Anteraper
- Stephens Family Clinical Research Institute, Carle Illinois Advanced Imaging Center, Urbana, Illinois, USA
| | - Rajesh K Kana
- Department of Psychology & The Center for Innovative Research in Autism, University of Alabama, Tuscaloosa, Alabama, USA
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Lopera SD, O'Kane VM, Goldhirsh JL, Piper BJ. Regional Disparities in Prescription Methamphetamine and Amphetamine Distribution Across the United States. J Atten Disord 2023; 27:1322-1331. [PMID: 37288726 DOI: 10.1177/10870547231177467] [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] [Indexed: 06/09/2023]
Abstract
OBJECTIVE The objectives of this report were to characterize the regional and state differences in prescription methamphetamine and amphetamine distribution in the US. METHODS Prescription methamphetamine and amphetamine distribution was obtained from the Drug Enforcement Administration for 2019. RESULTS Total per capita drug weight distribution of amphetamine was 4,000 times higher than methamphetamine. Regionally, total per capita drug weight for methamphetamine was highest in the West (32.2% of total distribution) and lowest in the Northeast (17.4%). The total per capita drug weight for amphetamine was highest in the South (37.0% of total distribution) and lowest in the Northeast (19.4%). Distribution of methamphetamine was 16.1% while amphetamine was 54.0% of its production quota. CONCLUSION Overall, prescription amphetamine distribution was common while prescription methamphetamine distribution was rare. The patterns observed in distribution are likely the result of stigmatization, differences in accessibility, and the efforts of initiatives such as the Montana Meth Project.
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Affiliation(s)
- Sarah D Lopera
- Geisinger Commonwealth School of Medicine, Scranton, PA, USA
| | | | | | - Brian J Piper
- Geisinger Commonwealth School of Medicine, Scranton, PA, USA
- Center for Pharmacy Innovation and Outcomes, Scranton, PA, USA
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Morgan PL, Hu EH. Sociodemographic disparities in ADHD diagnosis and treatment among U.S. elementary schoolchildren. Psychiatry Res 2023; 327:115393. [PMID: 37595343 PMCID: PMC10662107 DOI: 10.1016/j.psychres.2023.115393] [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: 04/24/2023] [Revised: 07/27/2023] [Accepted: 07/29/2023] [Indexed: 08/20/2023]
Abstract
We examined whether some groups of U.S. elementary schoolchildren are less likely to be diagnosed and treated for ADHD in analyses of a population-based cohort (N = 10,920). We predicted ADHD diagnosis using measures of race and ethnicity, age, socioeconomic status, birthweight, individually assessed academic, behavioral, and executive functioning, family language use, mental health, health insurance coverage, marital status, school composition, and geographic region. We predicted prescription medication use among those diagnosed with ADHD. We stratified additional analyses by biological sex. Black children (aOR, 0.60), girls (aOR, 0.55), and emergent bilinguals (aOR, 0.29) were less likely to have an ADHD diagnosis than observationally similar White children, boys, or those from English-speaking households. Black children's under-diagnosis occurred among boys. Emergent bilingual children's under-diagnosis occurred among both boys and girls. Girls (aOR, 0.52) and emergent bilinguals (aOR, 0.24) with ADHD were less likely to use prescription medication. Sociodemographic disparities in ADHD diagnosis and treatment occur among U.S. elementary schoolchildren. Measured confounds including independently assessed ADHD symptomatology and impairment do not explain the disparities. The findings empirically support cultural, linguistic, and biological sensitivity in the ADHD diagnostic and treatment procedures in use for the U.S. pediatric population.
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Affiliation(s)
- Paul L Morgan
- Department of Education Policy Studies, Penn State University, University Park, Pennsylvania, PA, United States; Population Research Institute, Penn State University, University Park, PA, United States.
| | - Eric Hengyu Hu
- Department of Education Policy Studies, Penn State University, University Park, Pennsylvania, PA, United States; Population Research Institute, Penn State University, University Park, PA, United States
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Sibley MH, Bruton AM, Zhao X, Johnstone JM, Mitchell J, Hatsu I, Arnold LE, Basu HH, Levy L, Vyas P, Macphee F, Gonzalez ES, Kelley M, Jusko ML, Bolden CR, Zulauf-McCurdy C, Manzano M, Torres G. Non-pharmacological interventions for attention-deficit hyperactivity disorder in children and adolescents. THE LANCET. CHILD & ADOLESCENT HEALTH 2023; 7:415-428. [PMID: 36907194 PMCID: PMC10370370 DOI: 10.1016/s2352-4642(22)00381-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 11/26/2022] [Accepted: 12/19/2022] [Indexed: 03/11/2023]
Abstract
Attention-deficit hyperactivity disorder (ADHD) affects approximately 5% of children and adolescents globally and is associated with negative life outcomes and socioeconomic costs. First-generation ADHD treatments were predominantly pharmacological; however, increased understanding of biological, psychological, and environmental factors contributing to ADHD has expanded non-pharmacological treatment possibilities. This Review provides an updated evaluation of the efficacy and safety of non-pharmacological treatments for paediatric ADHD, discussing the quality and level of evidence for nine intervention categories. Unlike medication, no non-pharmacological treatments showed a consistent strong effect on ADHD symptoms. When considering broad outcomes (eg, impairment, caregiver stress, and behavioural improvement), multicomponent (cognitive) behaviour therapy joined medication as a primary ADHD treatment. With respect to secondary treatments, polyunsaturated fatty acids showed a consistent modest effect on ADHD symptoms when taken for at least 3 months. Additionally, mindfulness and multinutrient supplementation with four or more ingredients showed modest efficacy on non-symptom outcomes. All other non-pharmacological treatments were safe; clinicians might tolerate their use but should educate families of childrenand adolescents with ADHD on the disadvantages, including costs, burden to the service user, absence of proven efficacy relative to other treatments, and delay of proven treatment.
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Affiliation(s)
- Margaret H Sibley
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle Children's Research Institute, Seattle, WA, USA.
| | - Alisha M Bruton
- Department of Psychiatry, Oregon Health Sciences University, Portland, OR, USA
| | - Xin Zhao
- Department of Medicine, University of California-Irvine, Irvine, CA, USA
| | | | - John Mitchell
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
| | - Irene Hatsu
- Department of Human Sciences, Ohio State University, Columbus, OH, USA
| | - L Eugene Arnold
- Department of Psychiatry and Behavioral Health, Ohio State University, Columbus, OH, USA
| | - Hana H Basu
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - Laura Levy
- Department of Medicine, Oregon Health Sciences University, Portland, OR, USA
| | - Pooja Vyas
- Department of Medicine, Oregon Health Sciences University, Portland, OR, USA
| | - Fiona Macphee
- Division of Psychiatry and Behavioral Medicine, Seattle Children's Hospital, Seattle, WA, USA
| | - Erin Schoenfelder Gonzalez
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle Children's Research Institute, Seattle, WA, USA
| | - Megan Kelley
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - Morgan L Jusko
- Department of Psychology, Florida International University, Miami, FL, USA
| | - China R Bolden
- Division of Psychiatry and Behavioral Medicine, Seattle Children's Hospital, Seattle, WA, USA
| | - Courtney Zulauf-McCurdy
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle Children's Research Institute, Seattle, WA, USA
| | - Maychelle Manzano
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - Gabriela Torres
- Department of Psychology, Florida International University, Miami, FL, USA
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Pritchard AE, Northrup RA, Peterson R, Lieb R, Wexler D, Ng R, Kalb L, Ludwig N, Jacobson LA. Can We Expand the Pool of Youth Who Receive Telehealth Assessments for ADHD? Covariates of Service Utilization. J Atten Disord 2023; 27:159-168. [PMID: 36239415 PMCID: PMC10080729 DOI: 10.1177/10870547221129304] [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] [Indexed: 11/16/2022]
Abstract
BACKGROUND During the COVID-19 pandemic, telehealth became widely utilized for healthcare, including psychological evaluations. However, whether telehealth has reduced or exacerbated healthcare disparities for children with Attention-Deficit/Hyperactivity Disorder (ADHD) remains unclear. METHODS Data (race, ethnicity, age, insurance type, ADHD presentation, comorbidities, and distance to clinic) for youth with ADHD (Mage = 10.97, SDage = 3.42; 63.71% male; 51.62% White) were extracted from the medical record at an urban academic medical center. Three naturally occurring groups were compared: those evaluated in person prior to COVID-19 (n =780), in person during COVID-19 (n = 839), and via telehealth during COVID-19 (n = 638). RESULTS Children seen via telehealth were significantly more likely to be older, White, have fewer comorbid conditions, and live farther from the clinic than those seen in person. CONCLUSIONS The current study suggests that telehealth has not eliminated barriers to care for disadvantaged populations. Providers and institutions must take action to encourage telehealth use among these groups.
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Affiliation(s)
- Alison E. Pritchard
- Kennedy Krieger Institute, Baltimore, MD, USA
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | - Rachel Peterson
- Kennedy Krieger Institute, Baltimore, MD, USA
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Rebecca Lieb
- Kennedy Krieger Institute, Baltimore, MD, USA
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | - Rowena Ng
- Kennedy Krieger Institute, Baltimore, MD, USA
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Luke Kalb
- Kennedy Krieger Institute, Baltimore, MD, USA
- Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Natasha Ludwig
- Kennedy Krieger Institute, Baltimore, MD, USA
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Lisa A. Jacobson
- Kennedy Krieger Institute, Baltimore, MD, USA
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
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Lee W, Lee S, Lee D, Jun K, Ahn DH, Kim MS. Deep Learning-Based ADHD and ADHD-RISK Classification Technology through the Recognition of Children's Abnormal Behaviors during the Robot-Led ADHD Screening Game. SENSORS (BASEL, SWITZERLAND) 2022; 23:278. [PMID: 36616875 PMCID: PMC9824867 DOI: 10.3390/s23010278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 12/22/2022] [Accepted: 12/25/2022] [Indexed: 06/17/2023]
Abstract
Although attention deficit hyperactivity disorder (ADHD) in children is rising worldwide, fewer studies have focused on screening than on the treatment of ADHD. Most previous similar ADHD classification studies classified only ADHD and normal classes. However, medical professionals believe that better distinguishing the ADHD-RISK class will assist them socially and medically. We created a projection-based game in which we can see stimuli and responses to better understand children's abnormal behavior. The developed screening game is divided into 11 stages. Children play five games. Each game is divided into waiting and game stages; thus, 10 stages are created, and the additional waiting stage includes an explanation stage where the robot waits while explaining the first game. Herein, we classified normal, ADHD-RISK, and ADHD using skeleton data obtained through games for ADHD screening of children and a bidirectional long short-term memory-based deep learning model. We verified the importance of each stage by passing the feature for each stage through the channel attention layer. Consequently, the final classification accuracy of the three classes was 98.15% using bi-directional LSTM with channel attention model. Additionally, the attention scores obtained through the channel attention layer indicated that the data in the latter part of the game are heavily involved in learning the ADHD-RISK case. These results imply that for ADHD-RISK, the game is repeated, and children's attention decreases as they progress to the second half.
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Affiliation(s)
- Wonjun Lee
- School of Integrated Technology, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
| | - Sanghyub Lee
- School of Integrated Technology, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
| | - Deokwon Lee
- School of Integrated Technology, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
| | - Kooksung Jun
- School of Integrated Technology, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
| | - Dong Hyun Ahn
- Department of Psychiatry, Hanyang University Hospital, Seoul 04763, Republic of Korea
| | - Mun Sang Kim
- School of Integrated Technology, Gwangju Institute of Science and Technology, Gwangju 61005, Republic of Korea
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Danielson ML, Holbrook JR, Bitsko RH, Newsome K, Charania SN, McCord RF, Kogan MD, Blumberg SJ. State-Level Estimates of the Prevalence of Parent-Reported ADHD Diagnosis and Treatment Among U.S. Children and Adolescents, 2016 to 2019. J Atten Disord 2022; 26:1685-1697. [PMID: 35603751 PMCID: PMC9489617 DOI: 10.1177/10870547221099961] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVE To provide state-level estimates of diagnosed ADHD and associated treatment among children in the United States in 2016 to 2019. METHOD This study used the National Survey of Children's Health to produce national and state-level estimates of lifetime diagnosis and current ADHD among all children aged 3 to 17 years (n=114,476), and national and state-level estimates of medication and behavioral treatment use among children with current ADHD. RESULTS The state-level estimates of diagnosed ADHD ranged from 6.1% to 16.3%. Among children with current ADHD, state-level estimates of ADHD medication usage ranged from 37.8% to 81.4%, and state-level estimates of behavioral treatment ranged from 38.8% to 61.8%. CONCLUSION There was substantial state-level variation for indicators of ADHD diagnosis and associated treatment. These state-level results can be used by policymakers, public health practitioners, health care providers, and other stakeholders to help address the service needs of children with ADHD in their states.
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Affiliation(s)
- Melissa L Danielson
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Joseph R Holbrook
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Rebecca H Bitsko
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Kimberly Newsome
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Sana N Charania
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Russell F McCord
- Center for State, Tribal, Local, and Territorial Support, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Michael D Kogan
- Maternal and Child Health Bureau, Health Resources and Services Administration, Rockville, MD, USA
| | - Stephen J Blumberg
- National Center for Health Statistics, Centers for Disease Control and Prevention, Hyattsville, MD, USA
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Abdelnour E, Jansen MO, Gold JA. ADHD Diagnostic Trends: Increased Recognition or Overdiagnosis? MISSOURI MEDICINE 2022; 119:467-473. [PMID: 36337990 PMCID: PMC9616454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
The prevalence of Attention Deficit Hyperactivity Disorder (ADHD) has seen a consistent rise in recent years. These numbers spark a debate over the reason for the observed trends, with some concerned about over diagnosis and over prescription of stimulant medications, and others raising the issue of diagnostic disparities, particularly in underrepresented populations. In this paper we look at both sides, starting with the history of ADHD and its diagnostic criteria changes, from early concepts of alterations in attention and hyperactivity in the 19th and 20th century, to its introduction in the Diagnostical and Statistical Manual of Mental Disorders (DSM), and its evolution into how it is defined today. The general broadening of ADHD diagnostically over time plays a role in the increased prevalence over the years, but it is not the only reason. Increased awareness of physicians and the public is also believed to play a big role, particularly in underrepresented minorities and women. However, there continues to be disparities in detection of ADHD in these groups. There are significant consequences to a patient's social, interpersonal, and professional life when ADHD is left unrecognized and untreated. Thoughtful evaluation, accurate diagnosis, and adequate treatment can make a big difference.
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Affiliation(s)
- Elie Abdelnour
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri
| | - Madeline O Jansen
- Department of Psychiatry, Child and Adolescent Division, University of California-Los Angeles, Los Angeles, California
| | - Jessica A Gold
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri
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Segenreich D. The Impact of the COVID-19 Pandemic on Diagnosing and Treating Attention Deficit Hyperactivity Disorder: New Challenges on Initializing and Optimizing Pharmacological Treatment. Front Psychiatry 2022; 13:852664. [PMID: 35463503 PMCID: PMC9020224 DOI: 10.3389/fpsyt.2022.852664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Accepted: 03/09/2022] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION COVID-19 has been causing huge disruptions in mental healthcare services worldwide, including those related to ADHD. Some consequences of the pandemic, such as virtual schooling and remote work, as well as increased telemedicine, have posed new challenges for ADHD diagnosis and treatment. In this narrative review, we summarize existing COVID-19 and ADHD literature especially focusing on ADHD diagnostic during the pandemic and treatment adherence. METHODS The databases searched were: PubMed, PsycINFO, EMBASE, Google Scholar and medRxiv. We included all English language articles and preprints that reported on medication/pharmacological treatment among the terms "ADHD" and "COVID-19" resulting in a total of 546 articles. The final search was done on Dec-23 2021. We selected fifteen articles focusing on the challenges of ADHD diagnostic during COVID-19 pandemic. RESULTS Of the fifteen studies included, most were cross-sectional and perspective pieces. Most of them discussed that individuals with ADHD present risk factors that may make them more vulnerable to health negative consequences of the pandemic, which in turn may have an impact on treatment efficacy and adherence. Telemedicine is also addressed as a potential powerful instrument on monitoring ADHD treatment. CONCLUSION Despite the challenges posed by the pandemic on monitoring ADHD treatment, the available literature stressed that the current scenario also may offer new opportunities that could lead to the development of individualized treatment interventions, such as the remote monitoring of symptoms.
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