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Shkalim Zemer V, Manor I, Weizman A, Cohen HA, Hoshen M, Menkes Caspi N, Cohen S, Faraone SV, Shahar N. The influence of COVID-19 on attention-deficit/hyperactivity disorder diagnosis and treatment rates across age, gender, and socioeconomic status: A 20-year national cohort study. Psychiatry Res 2024; 339:116077. [PMID: 39053214 DOI: 10.1016/j.psychres.2024.116077] [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: 01/06/2024] [Revised: 06/27/2024] [Accepted: 06/30/2024] [Indexed: 07/27/2024]
Abstract
Infection and lockdowns resulting from COVID-19 have been suggested to increase the prevalence and treatment rates of Attention Deficit/Hyperactivity Disorder (ADHD). To accurately estimate the pandemic's effects, pre-pandemic data can be used to estimate diagnosis and treatment rates during the COVID-19 years as if the COVID-19 pandemic did not occur. However, accurate predictions require a broad dataset, both in terms of the number of cases and the pre-pandemic timeframe. In the current study, we modeled monthly ADHD diagnosis and treatment rates over the 18 years preceding the COVID-19 pandemic. The dataset included ∼3 million cases for individuals aged 6 to 18 from the Clalit Health Services' electronic database. Using a trained model, we projected monthly rates for post-lockdown and post-infection periods, enabling us to estimate the expected diagnosis and treatment rates without the COVID-19 pandemic. We then compared these predictions to observed data, stratified by age groups, gender, and socioeconomic status. Our findings suggest no influence of the COVID-19 pandemic on ADHD diagnosis or treatment rates. We show that a narrower timeframe for pre-COVID-19 data points can lead to incorrect conclusions that COVID-19 affected ADHD diagnosis rates. Findings are discussed, given the assumed impact of the COVID-19 pandemic on ADHD.
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Affiliation(s)
- Vered Shkalim Zemer
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Dan-Petach-Tikva District, Clalit Health Services, Israel.
| | - Iris Manor
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Dan-Petach-Tikva District, Clalit Health Services, Israel; Geha Mental Health Center, Petah Tikva, Israel
| | - Abraham Weizman
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Dan-Petach-Tikva District, Clalit Health Services, Israel; Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
| | - Herman Avner Cohen
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Pediatric Ambulatory Community Clinic, Petach Tikva, Israel
| | - Moshe Hoshen
- Dan-Petach-Tikva District, Clalit Health Services, Israel; Bioinformatics Department, Jerusalem College of Technology, Jerusalem, Israel
| | | | - Shira Cohen
- Geha Mental Health Center, Petah Tikva, Israel
| | - Stephen V Faraone
- Departments of Psychiatry and Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Nitzan Shahar
- The School of Psychological Sciences, Tel Aviv University, Tel Aviv, Israel; Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
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Lamer A, Saint-Dizier C, Levaillant M, Hamel-Broza JF, Ayed E, Chazard E, Bubrovszky M, D'Hondt F, Génin M, Horn M. Prolonged increase in psychotropic drug use among young women following the COVID-19 pandemic: a French nationwide retrospective study. BMC Med 2024; 22:274. [PMID: 38956514 PMCID: PMC11218156 DOI: 10.1186/s12916-024-03496-8] [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: 02/12/2024] [Accepted: 06/20/2024] [Indexed: 07/04/2024] Open
Abstract
BACKGROUND The COVID-19 pandemic has had a significant impact on mental health, with evidence suggesting an enduring mental health crisis. Studies worldwide observed increased usage of antidepressants, anxiolytics, and hypnotics during the pandemic, notably among young people and women. However, few studies tracked consumption post-2021. Our study aimed to fill this gap by investigating whether the surge in the number psychotropic drug consumers in France persisted 2 years after the first lockdown, particularly focusing on age and gender differences. METHODS We conducted a national retrospective observational study based on the French national insurance database. We retrieved all prescriptions of anxiolytics, hypnotics, and antidepressants dispensed in pharmacies in France for the period 2015-2022. We performed interrupted time series analyses based on Poisson models for five age classes (12-18; 19-25; 26-50; 51-75; 76 and more) to assess the trend before lockdown, the gap induced and the change in trend after. RESULTS In the overall population, the number of consumers remained constant for antidepressants while it decreased for anxiolytics and hypnotics. Despite this global trend, a long-term increase was observed in the 12-18 and 19-25 groups for the three drug classes. Moreover, for these age classes, the increases were more pronounced for women than men, except for hypnotics where the trends were similar. CONCLUSIONS The number of people using antidepressants continues to increase more than 2 years after the first lockdown, showing a prolonged effect on mental health. This effect is particularly striking among adolescents and young adults confirming the devastating long-term impact of the pandemic on their mental health.
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Affiliation(s)
- Antoine Lamer
- Fédération Régionale de Recherche en Psychiatrie Et Santé Mentale - F2RSM Psy, Hauts-de-France, Saint-André-Lez-Lille, France.
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France.
| | - Chloé Saint-Dizier
- Fédération Régionale de Recherche en Psychiatrie Et Santé Mentale - F2RSM Psy, Hauts-de-France, Saint-André-Lez-Lille, France
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | | | - Jean-François Hamel-Broza
- Department of Methodology and Biostatistics, CHU Angers, Angers, France
- Inserm, U1085, Irset, équipe ESTER, université d'Angers, faculté de santé, Angers, France
| | - Eiya Ayed
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | - Emmanuel Chazard
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | - Maxime Bubrovszky
- Fédération Régionale de Recherche en Psychiatrie Et Santé Mentale - F2RSM Psy, Hauts-de-France, Saint-André-Lez-Lille, France
| | - Fabien D'Hondt
- Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, Lille, 59000, France
- Centre National de Ressources Et de Résilience (Cn2r) Lille-Paris, Lille, France
| | - Michael Génin
- Univ. Lille, CHU Lille, ULR 2694-METRICS: Évaluation des Technologies de santé et des Pratiques médicales, Lille, France
| | - Mathilde Horn
- Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, Lille, 59000, France
- Centre National de Ressources Et de Résilience (Cn2r) Lille-Paris, Lille, France
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Danielson ML, Claussen AH, Arifkhanova A, Gonzalez M, Surman C. Who Provides Outpatient Clinical Care for Adults With ADHD? Analysis of Healthcare Claims by Types of Providers Among Private Insurance and Medicaid Enrollees, 2021. J Atten Disord 2024; 28:1225-1235. [PMID: 38500256 PMCID: PMC11108736 DOI: 10.1177/10870547241238899] [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: 03/20/2024]
Abstract
OBJECTIVE To characterize provider types delivering outpatient care overall and through telehealth to U.S. adults with ADHD. METHOD Using employer-sponsored insurance (ESI) and Medicaid claims, we identified enrollees aged 18 to 64 years who received outpatient care for ADHD in 2021. Billing provider codes were used to tabulate the percentage of enrollees receiving ADHD care from 10 provider types overall and through telehealth. RESULTS Family practice physicians, psychiatrists, and nurse practitioners/psychiatric nurses were the most common providers for adults with ESI, although the distribution of provider types varied across states. Lower percentages of adults with Medicaid received ADHD care from physicians. Approximately half of adults receiving outpatient ADHD care received ADHD care by telehealth. CONCLUSION Results may inform the development of clinical guidelines for adult ADHD and identify audiences for guideline dissemination and education planning.
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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
| | - Angelika H. Claussen
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, GA
| | - Aziza Arifkhanova
- Office of Policy, Performance, and Evaluation, Centers for Disease Control and Prevention, Atlanta GA
| | - Maria Gonzalez
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, Atlanta, GA
| | - Craig Surman
- Clinical and Research Program in Adult ADHD, Massachusetts General Hospital, Boston, MA; Harvard Medical School, Boston, MA
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Butt DA, Jaakkimainen L, Tu K. Prevalence and Incidence Trends of Attention Deficit/Hyperactivity Disorder in Children and Youth Aged 1-24 Years in Ontario, Canada: A Validation Study of Health Administrative Data Algorithms: Tendances de la prévalence et de l'incidence du trouble de déficit de l'attention/hyperactivité chez les enfants et les jeunes âgés de 1 à 24 ans, en Ontario, Canada: une étude de validation des algorithmes de données administratives de santé. CANADIAN JOURNAL OF PSYCHIATRY. REVUE CANADIENNE DE PSYCHIATRIE 2024; 69:326-336. [PMID: 37960872 PMCID: PMC11032092 DOI: 10.1177/07067437231213553] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
OBJECTIVE To estimate prevalence and incidence rates over time in children and youth with attention deficit/hyperactivity disorder from the validation of population-based administrative data algorithms using family physicians' electronic medical records as a reference standard. METHODS A retrospective cohort study was conducted in Ontario, Canada to identify attention deficit/hyperactivity disorder among children and youth aged 1-24 years in health administrative data derived from case-finding algorithms using family physicians' electronic medical records. Multiple administrative data algorithms identifying attention deficit/hyperactivity disorder cases were developed and tested from physician-diagnosis of attention deficit/hyperactivity disorder in the electronic medical record to determine their diagnostic accuracy. We calculated algorithm performance using sensitivity, specificity, and predictive values. The most optimal algorithm was used to estimate prevalence and incidence rates of attention deficit/hyperactivity disorder from 2014 to 2021 in Ontario. RESULTS The optimal performing algorithm was "2 physician visits for attention deficit/hyperactivity disorder in 1 year or 1 attention deficit/hyperactivity disorder-specific prescription" with sensitivity: 83.2% (95% confidence interval [CI], 81.8% to 84.5%), specificity: 98.6% (95% CI, 98.5% to 98.7%), positive predictive value: 78.6% (95% CI, 77.1% to 80.0%) and negative predictive value: 98.9% (95% CI, 98.8% to 99.0%). From 2014, prevalence rates for attention deficit/hyperactivity disorder increased from 5.29 to 7.48 per 100 population in 2021 (N = 281,785). Males had higher prevalence rates (7.49 to 9.59 per 100 population, 1.3-fold increase) than females (2.96-5.26 per 100 population, 1.8-fold increase) from 2014 to 2021. Incidence rates increased from 2014 (0.53 per 100 population) until 2018, decreased in 2020 then rose steeply in 2021 (0.89 per 100 population, N = 34,013). Males also had higher incidence rates than females from 2014 to 2020 with females surpassing males in 2021 (0.70-0.81 per 100 male population,1.2-fold increase versus 0.36-0.97 per 100 female population, 2.7-fold increase). CONCLUSIONS Attention deficit/hyperactivity disorder is increasing in prevalence. We developed an administrative data algorithm that can reliably identify children and youth with attention deficit/hyperactivity disorder with good diagnostic accuracy.
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Affiliation(s)
- Debra A. Butt
- Department of Family and Community Medicine, Scarborough General Hospital, Scarborough Health Network, ON, Canada
- Department of Family and Community Medicine, Temerty Faculty of Medicine, University of Toronto, ON, Canada
| | - Liisa Jaakkimainen
- Department of Family and Community Medicine, Temerty Faculty of Medicine, University of Toronto, ON, Canada
- ICES, Toronto, ON, Canada
- Sunnybrook Academic Family Health Team, Toronto, ON, Canada
| | - Karen Tu
- Department of Family and Community Medicine, Temerty Faculty of Medicine, University of Toronto, ON, Canada
- Research and Innovation and Department of Family and Community Medicine, North York General Hospital, Toronto, ON, Canada
- Toronto Western Family Health Team, University Health Network, Toronto, ON, Canada
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