1
|
O'Brien MJ, Pauls AM, Cates AM, Larson PD, Zorn AN. Psychotropic Medication Use and Polypharmacy Among Children and Adolescents Initiating Intensive Behavioral Therapy for Severe Challenging Behavior. J Pediatr 2024; 271:114056. [PMID: 38615943 DOI: 10.1016/j.jpeds.2024.114056] [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: 11/20/2023] [Revised: 03/27/2024] [Accepted: 04/08/2024] [Indexed: 04/16/2024]
Abstract
OBJECTIVE To evaluate the prevalence, trends, and factors associated with psychotropic medication use and polypharmacy among children and adolescents initiating intensive behavioral therapy for severe challenging behavior over a 10-year period. STUDY DESIGN In this retrospective observational study, we examined data from caregiver interviews and patient medical records on the number and types of psychotropic medications prescribed to patients initiating intensive behavioral therapy between January 1, 2013, and December 31, 2022. Trends in medication use and polypharmacy across the 10-year period were analyzed using regression analysis, while differences in demographics and clinical factors for patients with use and polypharmacy were analyzed using nonparametric statistical analysis with odds ratios presented for significant factors. RESULTS Data from all 302 pediatric patients initiating intensive behavioral therapy across the 10-year period were analyzed. Among all patients and all years, 83.8% were taking at least 1 psychotropic medication and 68.2% experienced polypharmacy. There were no changes in the prevalence of use, mean number of medications taken, or polypharmacy across the 10-year period. Patients diagnosed with attention-deficit/hyperactivity disorder or anxiety disorder, as well as those exhibiting self-injurious behavior had higher use of psychotropic medication and polypharmacy and were taking more medications overall. CONCLUSIONS Psychotropic medication use and polypharmacy were extremely high for children and adolescents with severe challenging behavior, but use and polypharmacy did not change over the 10-year period of data collection. Further research is needed to establish the generality of these findings to other regions of the US.
Collapse
Affiliation(s)
- Matthew J O'Brien
- The University of Iowa, Iowa City, IA; The University of Iowa Stead Family Department of Pediatrics, Iowa City, IA.
| | | | | | - Priya D Larson
- The University of Iowa, Iowa City, IA; The University of Iowa Department of Child and Adolescent Psychiatry, Iowa City, IA
| | - Alithea N Zorn
- The University of Iowa, Iowa City, IA; Center for Public Health Statistics, Iowa City, IA; College of Public Health, Iowa City, IA
| |
Collapse
|
2
|
Li R, Wen X, Qiu H, Gu X, Zhang Y, Wang S. Cost-related medication nonadherence among US adults with severe mental disorder, 2011-2018: A nationally cross-sectional study. Asian J Psychiatr 2024; 99:104186. [PMID: 39084088 DOI: 10.1016/j.ajp.2024.104186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Revised: 05/16/2024] [Accepted: 07/27/2024] [Indexed: 08/02/2024]
Affiliation(s)
- Ruishan Li
- Department of Epidemiology and Biostatistics, School of Public Health, Jiamusi University, Jiamusi, China
| | - Xin Wen
- Department of Epidemiology and Biostatistics, School of Public Health, Jiamusi University, Jiamusi, China
| | - Hongbin Qiu
- Department of Epidemiology and Biostatistics, School of Public Health, Jiamusi University, Jiamusi, China
| | - Xia Gu
- Department of Cardiology, Second Affiliated Hospital of Harbin Medical University, Harbin, China; The Key Laboratory of Myocardial Ischemia, Chinese Ministry of Education, Harbin, China
| | - Yiying Zhang
- Department of Epidemiology and Biostatistics, School of Public Health, Jiamusi University, Jiamusi, China.
| | - Shanjie Wang
- Department of Cardiology, Second Affiliated Hospital of Harbin Medical University, Harbin, China; The Key Laboratory of Myocardial Ischemia, Chinese Ministry of Education, Harbin, China.
| |
Collapse
|
3
|
Bachmann CJ, Scholle O, Bliddal M, dosReis S, Odsbu I, Skurtveit S, Wesselhoeft R, Vivirito A, Zhang C, Scott S. Recognition and management of children and adolescents with conduct disorder: a real-world data study from four western countries. Child Adolesc Psychiatry Ment Health 2024; 18:18. [PMID: 38281951 PMCID: PMC10823694 DOI: 10.1186/s13034-024-00710-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Accepted: 01/16/2024] [Indexed: 01/30/2024] Open
Abstract
BACKGROUND Conduct disorders (CD) are among the most frequent psychiatric disorders in children and adolescents, with an estimated worldwide prevalence in the community of 2-4%. Evidence-based psychological outpatient treatment leads to significant improvement in about two-thirds of cases. However, there seems to be considerable variation in rates of CD diagnoses and implementation of evidence-based interventions between nations. The aim of this study was to compare administrative prevalence and treatment patterns for CD in children and adolescents seen in health care systems across four Western countries (Denmark, Germany, Norway, and the USA). METHODS Cross-sectional observational study using healthcare data to identify children and adolescents (aged 0-19 years) with an ICD-10 code for CD within the calendar year 2018. Within each country's study population, the prevalence of CD, psychiatric comorbidity, psychopharmacological treatment, and psychiatric hospitalisation was calculated. RESULTS The prevalence of diagnosed CD differed 31-fold between countries: 0.1% (Denmark), 0.3% (Norway), 1.1% (USA) and 3.1% (Germany), with a male/female ratio of 2.0-2.5:1. The rate of psychiatric comorbidity ranged from 69.7 to 86.1%, with attention-deficit/hyperactivity disorder being most common. Between 4.0% (Germany) and 12.2% (USA) of youths with a CD diagnosis were prescribed antipsychotic medication, and 1.2% (Norway) to 12.5% (Germany) underwent psychiatric hospitalisation. CONCLUSION Recognition and characteristics of youths diagnosed with CD varied greatly by country. In some countries, the administrative prevalence of diagnosed CD was markedly lower than the average estimated worldwide prevalence. This variation might reflect country-specific differences in CD prevalence, referral thresholds for mental health care, diagnostic tradition, and international variation in service organisation, CD recognition, and availability of treatment offers for youths with CD. The rather high rates of antipsychotic prescription and hospitalisation in some countries are remarkable, due to the lack of evidence for these therapeutic approaches. These findings stress the need of prioritising evidence-based treatment options in CD. Future research should focus on possible reasons for inter-country variation in recognition and management of CD, and also address possible differences in patient-level outcomes.
Collapse
Affiliation(s)
- Christian J Bachmann
- Department of Child and Adolescent Psychiatry, University of Ulm, Steinhövelstr. 5, DE-89075, Ulm, Germany.
| | - Oliver Scholle
- Department of Clinical Epidemiology, Leibniz Institute for Prevention Research and Epidemiology - BIPS, Bremen, Germany
| | - Mette Bliddal
- Research Unit OPEN, Department of Clinical Research, University of Southern Denmark, Odense, Denmark
- Clinical Pharmacology, Pharmacy and Environmental Medicine, Department of Public Health, University of Southern Denmark, Odense, Denmark
| | - Susan dosReis
- Department of Practice, Sciences, and Health Outcomes Research, University of Maryland School of Pharmacy, Baltimore, MD, USA
| | - Ingvild Odsbu
- Department of Chronic Diseases, Norwegian Institute of Public Health, Oslo, Norway
| | - Svetlana Skurtveit
- Department of Chronic Diseases, Norwegian Institute of Public Health, Oslo, Norway
| | - Rikke Wesselhoeft
- Clinical Pharmacology, Pharmacy and Environmental Medicine, Department of Public Health, University of Southern Denmark, Odense, Denmark
- Child and Adolescent Mental Health Odense, Mental Health Services in the Region of Southern Denmark, Odense, Denmark
| | - Annika Vivirito
- InGef - Institute for Applied Health Research Berlin GmbH, Berlin, Germany
| | - Chengchen Zhang
- Department of Practice, Sciences, and Health Outcomes Research, University of Maryland School of Pharmacy, Baltimore, MD, USA
| | - Stephen Scott
- Department of Child and Adolescent Psychiatry, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
- National Academy for Parenting Research, King's College London, London, UK
| |
Collapse
|
4
|
Putnam-Hornstein E, Foust R, Cuccaro-Alamin S, Prindle J, Nghiem H, Ahn E, Palmer L. A Population-Based Study of Mental Health Diagnoses and Child Protection System Involvement Among Medicaid-Insured Children. J Pediatr 2023; 252:117-123. [PMID: 36027974 DOI: 10.1016/j.jpeds.2022.08.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Revised: 08/12/2022] [Accepted: 08/18/2022] [Indexed: 10/15/2022]
Abstract
OBJECTIVE To determine the population prevalence of diagnosed mental health disorders among Medicaid-insured children <18 years old in California based on levels of current and past child protection system (CPS) involvement. STUDY DESIGN In this retrospective, population-based study, we examined the full population of children enrolled in California's Medicaid program for at least 1 month between 2014 and 2015 and who had at least 1 claim during that period (n = 3 352 886). Records for Medicaid-insured children were probabilistically linked to statewide CPS records of maltreatment and foster care placements since 1998. A primary or secondary mental health diagnosis was classified using International Classification of Diseases codes. RESULTS Overall, 14% (n = 470 513) of all children insured through Medicaid in 2014-2015 had a documented mental health diagnosis. Among children with a diagnosis, the percentage with CPS involvement (ie, any report for maltreatment) was nearly twice that of the Medicaid population overall (50.4% vs 26.9%). This finding held across all diagnostic groups but with notable variations in magnitude. A graded relationship emerged between the level of CPS involvement and the likelihood of a mental health diagnosis. Diagnoses among children reported for maltreatment were common, regardless of placement in foster care. CONCLUSIONS Findings document high rates of both mental health diagnoses and past child protection involvement in a population of Medicaid-insured children. Most children reported for maltreatment will never be placed in foster care, underscoring the importance of ensuring that the children who remain at home receive the proper array and coordination of services.
Collapse
Affiliation(s)
- Emily Putnam-Hornstein
- Children's Data Network, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; Children's Data Network, University of Southern California, Los Angeles, CA, USA; California Child Welfare Indicators Project, University of California at Berkeley, Berkeley, CA, USA.
| | - Regan Foust
- Children's Data Network, University of Southern California, Los Angeles, CA, USA
| | - Stephanie Cuccaro-Alamin
- Children's Data Network, University of Southern California, Los Angeles, CA, USA; California Child Welfare Indicators Project, University of California at Berkeley, Berkeley, CA, USA
| | - John Prindle
- Children's Data Network, University of Southern California, Los Angeles, CA, USA
| | - Huy Nghiem
- Children's Data Network, University of Southern California, Los Angeles, CA, USA
| | - Eunhye Ahn
- Children's Data Network, University of Southern California, Los Angeles, CA, USA; George Warren Brown School of Social Work, Washington University in St. Louis, St. Louis, MO, USA
| | - Lindsey Palmer
- Children's Data Network, University of Southern California, Los Angeles, CA, USA; Child Maltreatment Solutions Network, Pennsylvania State University, State College, PA, USA
| |
Collapse
|
5
|
Bitsko RH, Claussen AH, Lichstein J, Black LI, Jones SE, Danielson ML, Hoenig JM, Davis Jack SP, Brody DJ, Gyawali S, Maenner MJ, Warner M, Holland KM, Perou R, Crosby AE, Blumberg SJ, Avenevoli S, Kaminski JW, Ghandour RM. Mental Health Surveillance Among Children - United States, 2013-2019. MMWR Suppl 2022; 71:1-42. [PMID: 35202359 PMCID: PMC8890771 DOI: 10.15585/mmwr.su7102a1] [Citation(s) in RCA: 249] [Impact Index Per Article: 124.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Mental health encompasses a range of mental, emotional, social, and behavioral functioning and occurs along a continuum from good to poor. Previous research has documented that mental health among children and adolescents is associated with immediate and long-term physical health and chronic disease, health risk behaviors, social relationships, education, and employment. Public health surveillance of children's mental health can be used to monitor trends in prevalence across populations, increase knowledge about demographic and geographic differences, and support decision-making about prevention and intervention. Numerous federal data systems collect data on various indicators of children's mental health, particularly mental disorders. The 2013-2019 data from these data systems show that mental disorders begin in early childhood and affect children with a range of sociodemographic characteristics. During this period, the most prevalent disorders diagnosed among U.S. children and adolescents aged 3-17 years were attention-deficit/hyperactivity disorder and anxiety, each affecting approximately one in 11 (9.4%-9.8%) children. Among children and adolescents aged 12-17 years, one fifth (20.9%) had ever experienced a major depressive episode. Among high school students in 2019, 36.7% reported persistently feeling sad or hopeless in the past year, and 18.8% had seriously considered attempting suicide. Approximately seven in 100,000 persons aged 10-19 years died by suicide in 2018 and 2019. Among children and adolescents aged 3-17 years, 9.6%-10.1% had received mental health services, and 7.8% of all children and adolescents aged 3-17 years had taken medication for mental health problems during the past year, based on parent report. Approximately one in four children and adolescents aged 12-17 years reported having received mental health services during the past year. In federal data systems, data on positive indicators of mental health (e.g., resilience) are limited. Although no comprehensive surveillance system for children's mental health exists and no single indicator can be used to define the mental health of children or to identify the overall number of children with mental disorders, these data confirm that mental disorders among children continue to be a substantial public health concern. These findings can be used by public health professionals, health care providers, state health officials, policymakers, and educators to understand the prevalence of specific mental disorders and other indicators of mental health and the challenges related to mental health surveillance.
Collapse
|
6
|
Rao AR, Rao S, Chhabra R. Rising Mental Health Incidence Among Adolescents in Westchester, NY. Community Ment Health J 2022; 58:41-51. [PMID: 33591481 PMCID: PMC7884869 DOI: 10.1007/s10597-021-00788-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Accepted: 01/29/2021] [Indexed: 01/31/2023]
Abstract
CONTEXT Many governments have publicly released healthcare data, which can be mined for insights about disease conditions, and their impact on society. METHODS We present a big-data analytics approach to investigate data in the New York Statewide Planning and Research Cooperative System (SPARCS) consisting of 20 million patient records. FINDINGS Whereas the age group 30-48 years exhibited an 18% decline in mental health (MH) disorders from 2009 to 2016, the age group 0-17 years showed a 5.4% increase. MH issues amongst the age group 0-17 years comprise a significant expenditure in New York State. Within this age group, we find a higher prevalence of MH disorders in females and minority populations. Westchester County has seen a 32% increase in incidences and a 41% increase in costs. CONCLUSIONS Our approach is scalable to data from multiple government agencies and provides an independent perspective on health care issues, which can prove valuable to policy and decision-makers.
Collapse
Affiliation(s)
| | - Saroja Rao
- State University of New York, Buffalo, NY, USA
| | - Rosy Chhabra
- Albert Einstein College of Medicine, New York, NY, USA
| |
Collapse
|
7
|
Danielson ML, Bitsko RH, Holbrook JR, Charania SN, Claussen AH, McKeown RE, Cuffe SP, Owens JS, Evans SW, Kubicek L, Flory K. Community-Based Prevalence of Externalizing and Internalizing Disorders among School-Aged Children and Adolescents in Four Geographically Dispersed School Districts in the United States. Child Psychiatry Hum Dev 2021; 52:500-514. [PMID: 32734339 PMCID: PMC8016018 DOI: 10.1007/s10578-020-01027-z] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The Project to Learn About Youth-Mental Health (PLAY-MH; 2014-2018) is a school-based, two-stage study designed to estimate the prevalence of selected mental disorders among K-12 students in four U.S.-based sites (Colorado, Florida, Ohio, and South Carolina). In Stage 1, teachers completed validated screeners to determine student risk status for externalizing or internalizing problems or tics; the percentage of students identified as being at high risk ranged from 17.8% to 34.4%. In Stage 2, parents completed a structured diagnostic interview to determine whether their child met criteria for fourteen externalizing or internalizing disorders; weighted prevalence estimates of meeting criteria for any disorder were similar in three sites (14.8%-17.8%) and higher in Ohio (33.3%). PLAY-MH produced point-in-time estimates of mental disorders in K-12 students, which may be used to supplement estimates from other modes of mental disorder surveillance and inform mental health screening and healthcare and educational services.
Collapse
Affiliation(s)
- Melissa L. Danielson
- Division of Human Development and Disability, National Center On Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, 4770 Buford Highway NE MS S106-4, Atlanta, GA 30341-3717, USA
| | - Rebecca H. Bitsko
- Division of Human Development and Disability, National Center On Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, 4770 Buford Highway NE MS S106-4, Atlanta, GA 30341-3717, USA
| | - Joseph R. Holbrook
- Division of Human Development and Disability, National Center On Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, 4770 Buford Highway NE MS S106-4, Atlanta, GA 30341-3717, USA
| | - Sana N. Charania
- Division of Human Development and Disability, National Center On Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, 4770 Buford Highway NE MS S106-4, Atlanta, GA 30341-3717, USA,Oak Ridge Institute for Science and Education, Oak Ridge, TN, USA
| | - Angelika H. Claussen
- Division of Human Development and Disability, National Center On Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, 4770 Buford Highway NE MS S106-4, Atlanta, GA 30341-3717, USA
| | - Robert E. McKeown
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Steven P. Cuffe
- Department of Psychiatry, University of Florida College of Medicine–Jacksonville, Jacksonville, FL, USA
| | | | | | - Lorraine Kubicek
- Department of Pediatrics and Department of Psychiatry, University of Colorado School of Medicine, Aurora, CO, USA
| | - Kate Flory
- Department of Psychology, University of South Carolina, Columbia, SC, USA
| |
Collapse
|
8
|
Libowitz MR, Nurmi EL. The Burden of Antipsychotic-Induced Weight Gain and Metabolic Syndrome in Children. Front Psychiatry 2021; 12:623681. [PMID: 33776816 PMCID: PMC7994286 DOI: 10.3389/fpsyt.2021.623681] [Citation(s) in RCA: 39] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Accepted: 02/17/2021] [Indexed: 12/13/2022] Open
Abstract
Antipsychotic medications are critical to child and adolescent psychiatry, from the stabilization of psychotic disorders like schizophrenia, bipolar disorder, and psychotic depression to behavioral treatment of autism spectrum disorder, tic disorders, and pediatric aggression. While effective, these medications carry serious risk of adverse events-most commonly, weight gain and cardiometabolic abnormalities. Negative metabolic consequences affect up to 60% of patients and present a major obstacle to long-term treatment. Since antipsychotics are often chronically prescribed beginning in childhood, cardiometabolic risk accumulates. An increased susceptibility to antipsychotic-induced weight gain (AIWG) has been repeatedly documented in children, particularly rapid weight gain. Associated cardiometabolic abnormalities include central obesity, insulin resistance, dyslipidemia, and systemic inflammation. Lifestyle interventions and medications such as metformin have been proposed to reduce risk but remain limited in efficacy. Furthermore, antipsychotic medications touted to be weight-neutral in adults can cause substantial weight gain in children. A better understanding of the biological underpinnings of AIWG could inform targeted and potentially more fruitful treatments; however, little is known about the underlying mechanism. As yet, modest genetic studies have nominated a few risk genes that explain only a small percentage of the risk. Recent investigations have begun to explore novel potential mechanisms of AIWG, including a role for gut microbiota and microbial metabolites. This article reviews the problem of AIWG and AP metabolic side effects in pediatric populations, proposed mechanisms underlying this serious side effect, and strategies to mitigate adverse impact. We suggest future directions for research efforts that may advance the field and lead to improved clinical interventions.
Collapse
Affiliation(s)
| | - Erika L. Nurmi
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, Los Angeles, CA, United States
| |
Collapse
|
9
|
Practical opportunities for pharmacists to optimize psychotropic medication use among foster youth. J Am Pharm Assoc (2003) 2020; 60:S7-S10. [PMID: 32669218 DOI: 10.1016/j.japh.2020.05.019] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2019] [Revised: 05/05/2020] [Accepted: 05/16/2020] [Indexed: 11/21/2022]
Abstract
OBJECTIVES Bring awareness of the health disparity of higher psychotropic medication use among foster youth, describe barriers to optimizing foster children's medication regimen from the perspective of people who work closely with them, and propose practical strategies to empower pharmacists to identify and care for this vulnerable population. SUMMARY A total of 11 focus groups with 72 participants were conducted. Although the discussion guide did not specifically address pharmacists or pharmacies, participants in 9 groups referenced them. The pharmacist-related comments fell under 2 main themes: (1) Pharmacists are recognized as medication experts and their expertise is valued. (2) Those caring for foster youth observe barriers to optimal medication therapy that are unique to children in the foster care system. Practical considerations include providing education to social workers, offering unit-dose packaging, offering delivery, and being a resource during transitions of care. CONCLUSION Higher rates of psychotropic medication use among foster youth in the United States have raised concern for several decades. Pharmacists are recognized as medication experts by the foster care team, creating an opportunity for pharmacists to become more involved in optimizing psychotropic medication use among foster youth.
Collapse
|
10
|
Abstract
BACKGROUND Recent reports of increased national estimates of pediatric psychiatric emergency department (ED) visits and psychiatric hospitalizations emphasize the need to research these utilization patterns. OBJECTIVES To assess the patient-provider continuity of care (CoC) and compare the risk of psychiatric ED visits or hospitalization according to the CoC level. RESEARCH DESIGN A cohort design was applied to Medicaid administrative claims data (2007-2014) for 3-16-year olds with a first psychiatric diagnosis between 2009 and 2013 (n=38,825). SUBJECTS Continuously enrolled youths with (1) ≥1 outpatient psychiatric visits and (2) ≥4 pediatric outpatient visits in the prior 24 months. MEASURES The authors assessed CoC in the 24 months before the first psychiatric outpatient visit and quantified CoC using the Alpha Index. The authors assessed patient-provider CoC before first psychiatric diagnosis and the odds of psychiatric ED visits or psychiatric hospitalizations in the year after diagnosis. RESULTS Of the 38,825 youths, 88.9% received a first psychiatric diagnosis by age 14. The odds of ED visits were significantly higher among youths with low CoC [6.63%, adjusted odds ratio (AOR), 1.27; 95% confidence interval (CI), 1.13-1.41] or moderate CoC (5.76%; AOR, 1.14; 95% CI, 1.02-1.27) compared with those with high CoC (4.96%). Greater odds of psychiatric hospitalization related to low (7.53%; AOR, 1.17; 95% CI, 1.06-1.29) or moderate CoC (7.01%; AOR, 1.15; 95% CI, 1.03-1.27) compared with high CoC (6.06%). CONCLUSIONS The odds of potentially disruptive clinical management and costly psychiatric ED visits or hospitalizations were lower for youths with high CoC. The findings support the need to research the impact of CoC on long-term pediatric mental health service use.
Collapse
|
11
|
McMahon AW, Cooper WO, Brown JS, Carleton B, Doshi-Velez F, Kohane I, Goldman JL, Hoffman MA, Kamaleswaran R, Sakiyama M, Sekine S, Sturkenboom MCJM, Turner MA, Califf RM. Big Data in the Assessment of Pediatric Medication Safety. Pediatrics 2020; 145:peds.2019-0562. [PMID: 31937606 DOI: 10.1542/peds.2019-0562] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/13/2019] [Indexed: 11/24/2022] Open
Abstract
Big data (BD) in pediatric medication safety research provides many opportunities to improve the safety and health of children. The number of pediatric medication and device trials has increased in part because of the past 20 years of US legislation requiring and incentivizing study of the effects of medical products in children (Food and Drug Administration Modernization Act of 1997, Pediatric Rule in 1998, Best Pharmaceuticals for Children Act of 2002, and Pediatric Research Equity Act of 2003). There are some limitations of traditional approaches to studying medication safety in children. Randomized clinical trials within the regulatory context may not enroll patients who are representative of the general pediatric population, provide the power to detect rare safety signals, or provide long-term safety data. BD sources may have these capabilities. In recent years, medical records have become digitized, and cell phones and personal devices have proliferated. In this process, the field of biomedical science has progressively used BD from those records coupled with other data sources, both digital and traditional. Additionally, large distributed databases that include pediatric-specific outcome variables are available. A workshop entitled "Advancing the Development of Pediatric Therapeutics: Application of 'Big Data' to Pediatric Safety Studies" held September 18 to 19, 2017, in Silver Spring, Maryland, formed the basis of many of the ideas outlined in this article, which are intended to identify key examples, critical issues, and future directions in this early phase of an anticipated dramatic change in the availability and use of BD.
Collapse
Affiliation(s)
- Ann W McMahon
- Office of Pediatric Therapeutics, US Food and Drug Administration, Rockville, Maryland;
| | - William O Cooper
- Departments of Pediatrics and Health Policy, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Jeffrey S Brown
- Population Medicine, Harvard Medical School and Harvard Pilgrim Healthcare Insititute, Boston, Massachusetts
| | - Bruce Carleton
- Division of Translational Therapeutics, Department of Pediatrics, Faculty of Medicine, University of British Columbia, Vancouver, Canada
| | - Finale Doshi-Velez
- Paulson School of Engineering and Applied Sciences, Harvard University, Boston, Massachusetts
| | - Isaac Kohane
- Departments of Biomedical Informatics, Pediatrics, and
| | - Jennifer L Goldman
- Divisions of Pediatric Infectious Diseases and Clinical Parmacology, Department of Pediatrics, and
| | - Mark A Hoffman
- Departments of Biomedical Informatics, Pediatrics, and Emergency Medicine, School of Medicine, Emory University, Atlanta, Georgia
| | | | - Michiyo Sakiyama
- Office of New Drug IV, Pharmaceuticals and Medical Devices Agency, Tokyo, Japan.,Department of Epidemiology, Julius Center Research Program Cardiovascular Edpidemiology, Utrecht University Medical Center, Utrecht, Netherlands
| | - Shohko Sekine
- Institute of Translational Medicine, University of Liverpool, Liverpool, United Kingdom; and
| | - Miriam C J M Sturkenboom
- Division of Cardiology, Department of Internal Medicine, School of Medicine, Center for Health Science, Duke Clinical Research Institute, Duke University, Durham, North Carolina
| | - Mark A Turner
- Institute of Translational Medicine, University of Liverpool, Liverpool, United Kingdom; and
| | - Robert M Califf
- Division of Cardiology, Department of Internal Medicine, School of Medicine, Center for Health Science, Duke Clinical Research Institute, Duke University, Durham, North Carolina
| |
Collapse
|
12
|
Luby J, Allen N, Estabrook R, Pine DS, Rogers C, Krogh-Jespersen S, Norton ES, Wakschlag L. Mapping infant neurodevelopmental precursors of mental disorders: How synthetic cohorts & computational approaches can be used to enhance prediction of early childhood psychopathology. Behav Res Ther 2019; 123:103484. [PMID: 31734549 PMCID: PMC7667707 DOI: 10.1016/j.brat.2019.103484] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Revised: 09/04/2019] [Accepted: 09/25/2019] [Indexed: 12/22/2022]
Abstract
Bridging advances in neurodevelopmental assessment and the established onset of common psychopathologies in early childhood with epidemiological data science and computational methods holds much promise for identifying risk for mental disorders as early as infancy. In particular, we propose the development of a mental health risk algorithm for the early detection of mental disorders with the potential for high public health impact that applies and adapts methods innovated in and successfully applied to early detection of cardiovascular risk. Specifically, we propose methods to advance risk prediction of early developmental psychopathology by creating synthetic cohorts that contain complete behavioral and neural data in the first years of life, as the basis for a robust and generalizable risk algorithm. The application of computational approaches within synthetic cohorts, an approach increasingly applied in psychiatry, may be particularly well suited to advancing risk prediction in early childhood mental health. We propose new research directions using these methods to generate an early childhood mental health risk calculator that could significantly advance early mental health risk detection to direct preventive intervention and/or need for more intensive assessment within a pragmatic framework for maximal clinical utility. The availability of such a tool in early childhood, a period of high neuroplasticity, holds promise to reduce the burden of mental disorder by identifying risk early in the clinical sequence and delivering prevention that targets the neurodevelopmental vulnerability phase.
Collapse
Affiliation(s)
- Joan Luby
- Washington University School of Medicine, 4444 Forest Park Avenue, St. Louis, MO, 63108, USA.
| | - Norrina Allen
- Northwestern University Feinberg School of Medicine & Institute for Innovations in Developmental Sciences, 633 N. St Clair, 19th Floor, Chicago, IL, 60611, USA
| | - Ryne Estabrook
- Northwestern University Feinberg School of Medicine & Institute for Innovations in Developmental Sciences, 633 N. St Clair, 19th Floor, Chicago, IL, 60611, USA
| | - Daniel S Pine
- National Institute of Mental Health (NIMH) Intramural Research Program, Building 15K, Room 110, MSC 2670, Bethesda, MD, 20814, USA
| | - Cynthia Rogers
- Washington University School of Medicine, 4444 Forest Park Avenue, St. Louis, MO, 63108, USA
| | - Sheila Krogh-Jespersen
- Northwestern University Feinberg School of Medicine & Institute for Innovations in Developmental Sciences, 633 N. St Clair, 19th Floor, Chicago, IL, 60611, USA
| | - Elizabeth S Norton
- Northwestern University, Department of Communication Sciences and Disorders, 2240 Campus Drive, Evanston, IL, 60208, USA
| | - Lauren Wakschlag
- Northwestern University Feinberg School of Medicine & Institute for Innovations in Developmental Sciences, 633 N. St Clair, 19th Floor, Chicago, IL, 60611, USA
| |
Collapse
|
13
|
Wakschlag LS, Roberts MY, Flynn RM, Smith JD, Krogh-Jespersen S, Kaat AJ, Gray L, Walkup J, Marino BS, Norton ES, Davis MM. Future Directions for Early Childhood Prevention of Mental Disorders: A Road Map to Mental Health, Earlier. JOURNAL OF CLINICAL CHILD AND ADOLESCENT PSYCHOLOGY : THE OFFICIAL JOURNAL FOR THE SOCIETY OF CLINICAL CHILD AND ADOLESCENT PSYCHOLOGY, AMERICAN PSYCHOLOGICAL ASSOCIATION, DIVISION 53 2019; 48:539-554. [PMID: 30916591 PMCID: PMC6750224 DOI: 10.1080/15374416.2018.1561296] [Citation(s) in RCA: 72] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Mental disorders are the predominant chronic diseases of youth, with substantial life span morbidity and mortality. A wealth of evidence demonstrates that the neurodevelopmental roots of common mental health problems are present in early childhood. Unfortunately, this has not been translated to systematic strategies for improving population-level mental health at this most malleable neurodevelopmental period. We lay out a translational Mental Health, Earlier road map as a key future direction for prevention of mental disorder. This paradigm shift aims to reduce population attributable risk of mental disorder emanating from early life, by preventing, attenuating, or delaying onset/course of chronic psychopathology via the promotion of self-regulation in early childhood within large-scale health care delivery systems. The Earlier Pillar rests on a "science of when to worry" that (a) optimizes clinical assessment methods for characterizing probabilistic clinical risk beginning in infancy via deliberate incorporation of neurodevelopmental heterogeneity, and (b) universal primary-care-based screening targeting patterns of dysregulated irritability as a robust transdiagnostic marker of vulnerability to life span mental health problems. The core of the Healthier Pillar is provision of low-intensity selective intervention promoting self-regulation for young children with developmentally atypical patterns of irritability within an implementation science framework in pediatric primary care to ensure highest population impact and sustainability. These Mental Health, Earlier strategies hold much promise for transforming clinical outlooks and ensuring young children's mental health and well-being in a manner that reverberates throughout the life span.
Collapse
Affiliation(s)
- Lauren S. Wakschlag
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University
- Institute for Innovations in Developmental Sciences, Northwestern University
| | - Megan Y. Roberts
- Institute for Innovations in Developmental Sciences, Northwestern University
- Department of Communication Sciences and Disorders, School of Communication, Northwestern University
| | - Rachel M. Flynn
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University
- Institute for Innovations in Developmental Sciences, Northwestern University
| | - Justin D. Smith
- Institute for Innovations in Developmental Sciences, Northwestern University
- Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University
| | - Sheila Krogh-Jespersen
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University
- Institute for Innovations in Developmental Sciences, Northwestern University
| | - Aaron J. Kaat
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University
- Institute for Innovations in Developmental Sciences, Northwestern University
| | - Larry Gray
- Institute for Innovations in Developmental Sciences, Northwestern University
- Department of Pediatrics, Feinberg School of Medicine, Northwestern University
- Ann & Robert H. Lurie Children’s Hospital of Chicago
| | - John Walkup
- Institute for Innovations in Developmental Sciences, Northwestern University
- Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University
- Ann & Robert H. Lurie Children’s Hospital of Chicago
| | - Bradley S. Marino
- Institute for Innovations in Developmental Sciences, Northwestern University
- Department of Pediatrics, Feinberg School of Medicine, Northwestern University
- Ann & Robert H. Lurie Children’s Hospital of Chicago
| | - Elizabeth S. Norton
- Institute for Innovations in Developmental Sciences, Northwestern University
- Department of Communication Sciences and Disorders, School of Communication, Northwestern University
| | - Matthew M. Davis
- Institute for Innovations in Developmental Sciences, Northwestern University
- Department of Pediatrics, Feinberg School of Medicine, Northwestern University
- Ann & Robert H. Lurie Children’s Hospital of Chicago
| |
Collapse
|
14
|
Affiliation(s)
- Stuart M MacLeod
- Department of Pediatrics, University of British Columbia, Vancouver, BC, Canada.
| |
Collapse
|
15
|
Christakis DA. Call for Papers, JAMA Pediatrics Contest for Trainees. JAMA Pediatr 2018; 172:805. [PMID: 30039162 DOI: 10.1001/jamapediatrics.2018.2409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Affiliation(s)
- Dimitri A Christakis
- Center for Child Health, Behavior, and Development, Seattle Children's Research Institute, Seattle, Washington.,Editor
| |
Collapse
|