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Zhang D, Tong J, Jing N, Yang Y, Luo C, Lu Y, Christakis DA, Güthe D, Hornig M, Kelleher KJ, Morse KE, Rogerson CM, Divers J, Carroll RJ, Forrest CB, Chen Y. Learning competing risks across multiple hospitals: one-shot distributed algorithms. J Am Med Inform Assoc 2024; 31:1102-1112. [PMID: 38456459 PMCID: PMC11031234 DOI: 10.1093/jamia/ocae027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 12/30/2023] [Accepted: 02/03/2024] [Indexed: 03/09/2024] Open
Abstract
OBJECTIVES To characterize the complex interplay between multiple clinical conditions in a time-to-event analysis framework using data from multiple hospitals, we developed two novel one-shot distributed algorithms for competing risk models (ODACoR). By applying our algorithms to the EHR data from eight national children's hospitals, we quantified the impacts of a wide range of risk factors on the risk of post-acute sequelae of SARS-COV-2 (PASC) among children and adolescents. MATERIALS AND METHODS Our ODACoR algorithms are effectively executed due to their devised simplicity and communication efficiency. We evaluated our algorithms via extensive simulation studies as applications to quantification of the impacts of risk factors for PASC among children and adolescents using data from eight children's hospitals including the Children's Hospital of Philadelphia, Cincinnati Children's Hospital Medical Center, Children's Hospital of Colorado covering over 6.5 million pediatric patients. The accuracy of the estimation was assessed by comparing the results from our ODACoR algorithms with the estimators derived from the meta-analysis and the pooled data. RESULTS The meta-analysis estimator showed a high relative bias (∼40%) when the clinical condition is relatively rare (∼0.5%), whereas ODACoR algorithms exhibited a substantially lower relative bias (∼0.2%). The estimated effects from our ODACoR algorithms were identical on par with the estimates from the pooled data, suggesting the high reliability of our federated learning algorithms. In contrast, the meta-analysis estimate failed to identify risk factors such as age, gender, chronic conditions history, and obesity, compared to the pooled data. DISCUSSION Our proposed ODACoR algorithms are communication-efficient, highly accurate, and suitable to characterize the complex interplay between multiple clinical conditions. CONCLUSION Our study demonstrates that our ODACoR algorithms are communication-efficient and can be widely applicable for analyzing multiple clinical conditions in a time-to-event analysis framework.
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Affiliation(s)
- Dazheng Zhang
- The Center for Health AI and Synthesis of Evidence (CHASE), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, United States
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, United States
| | - Jiayi Tong
- The Center for Health AI and Synthesis of Evidence (CHASE), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, United States
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, United States
| | - Naimin Jing
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, United States
- Biostatistics and Research Decision Sciences, Merck & Co., Inc, Rahway, NJ 07065, United States
| | - Yuchen Yang
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, United States
| | - Chongliang Luo
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, United States
- Division of Public Health Sciences, Washington University School of Medicine in St Louis, St Louis, MO 63110, United States
| | - Yiwen Lu
- The Center for Health AI and Synthesis of Evidence (CHASE), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, United States
- The Graduate Group in Applied Mathematics and Computational Science, School of Arts and Sciences, University of Pennsylvania, Philadelphia, PA 19104, United States
| | | | - Diana Güthe
- Survivor Corps, Washington, DC 20814, United States
| | - Mady Hornig
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, NY 10032, United States
| | - Kelly J Kelleher
- Research Institute at Nationwide Children’s Hospital, Columbus, OH 43205, United States
| | - Keith E Morse
- Division of Pediatric Hospital Medicine, Department of Pediatrics, Stanford University, Palo Alto, CA 94304, United States
| | - Colin M Rogerson
- Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN 46202, United States
| | - Jasmin Divers
- Department of Foundations of Medicine, New York University Long Island School of Medicine, Mineola, NY 11501, United States
| | - Raymond J Carroll
- Department of Statistics, Texas A&M University, College Station, TX 77843, United States
| | - Christopher B Forrest
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, United States
| | - Yong Chen
- The Center for Health AI and Synthesis of Evidence (CHASE), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, United States
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, United States
- The Graduate Group in Applied Mathematics and Computational Science, School of Arts and Sciences, University of Pennsylvania, Philadelphia, PA 19104, United States
- Penn Institute for Biomedical Informatics (IBI), Philadelphia, PA 19104, United States
- Leonard Davis Institute of Health Economics, Philadelphia, PA 19104, United States
- Penn Medicine Center for Evidence-based Practice (CEP), Philadelphia, PA 19104, United States
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Kahn NF, Kidd KM, Hodax JK, Goldenberg ME, Asante PG, Kyweluk MA, Christakis DA, Pratt W, Richardson LP, Sequeira GM. Telemedicine-Based Provision of Adolescent Gender-Affirming Medical Care to Promote Equitable Access. Telemed J E Health 2024. [PMID: 38597959 DOI: 10.1089/tmj.2023.0575] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/11/2024] Open
Abstract
Purpose: To explore transgender and nonbinary (TNB) young adults' (1) interest in receiving gender-affirming medications through telemedicine before age 18 years and (2) willingness to initiate this care with primary care providers (PCPs). Methods: Data were from a survey of TNB young adults who had not received gender-affirming medications before age 18 years. Chi-square and Wald tests identified demographic differences in telemedicine interest and willingness to initiate medications with their PCP as minors. Results: Among 280 respondents, 82.5% indicated interest in telemedicine and 42.0% were willing to initiate medications with their PCP. Black/African American respondents were more likely to indicate interest in telemedicine than White and multiracial respondents. Respondents from rural areas were more likely to indicate willingness to initiate medications with their PCP than those from urban areas. Conclusions: Telemedicine expansion and further support for PCPs may represent critical opportunities to promote equitable access to adolescent gender-affirming care.
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Affiliation(s)
- Nicole F Kahn
- Seattle Children's Hospital and Research Institute, Seattle, Washington, USA
- University of Washington School of Medicine, Department of Pediatrics, Seattle, Washington, USA
| | - Kacie M Kidd
- West Virginia University School of Medicine, Department of Pediatrics, Morgantown, West Virginia, USA
| | - Juanita K Hodax
- Seattle Children's Hospital and Research Institute, Seattle, Washington, USA
- University of Washington School of Medicine, Department of Pediatrics, Seattle, Washington, USA
| | | | - Peter G Asante
- Seattle Children's Hospital and Research Institute, Seattle, Washington, USA
| | | | - Dimitri A Christakis
- Seattle Children's Hospital and Research Institute, Seattle, Washington, USA
- University of Washington School of Medicine, Department of Pediatrics, Seattle, Washington, USA
| | - Wanda Pratt
- University of Washington School of Medicine, Department of Pediatrics, Seattle, Washington, USA
| | - Laura P Richardson
- Seattle Children's Hospital and Research Institute, Seattle, Washington, USA
- University of Washington School of Medicine, Department of Pediatrics, Seattle, Washington, USA
| | - Gina M Sequeira
- Seattle Children's Hospital and Research Institute, Seattle, Washington, USA
- University of Washington School of Medicine, Department of Pediatrics, Seattle, Washington, USA
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3
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Cheng JW, Christakis DA, Kieran K, Niessen BA, Fernandez N, Merguerian PA, Chang EK, Shnorhavorian M. Association between YouTube® videos and health literacy with postoperative healthcare utilization following pediatric urologic surgery: A randomized trial. J Pediatr Urol 2024; 20:226.e1-226.e9. [PMID: 38071113 DOI: 10.1016/j.jpurol.2023.11.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 11/07/2023] [Accepted: 11/21/2023] [Indexed: 04/22/2024]
Abstract
INTRODUCTION Limited caregiver health literacy has been associated with poorer health outcomes in pediatric patients and may limit caregiver understanding of printed education resources. Postoperative healthcare utilization may be related to confusion about instructions or complications. OBJECTIVE To correlate caregiver health literacy and educational video intervention with postoperative healthcare utilization following ambulatory pediatric urologic surgery. STUDY DESIGN From July through December 2021, a randomized double-blinded trial assessed postoperative healthcare utilization following pediatric urologic surgery. Caregivers were randomized to receive standardized postoperative counseling and printed instructions (control) or access to English-language educational YouTube® videos with standardized postoperative counseling and printed instructions (intervention). Medical record abstraction was completed 30 days following surgery to identify postoperative healthcare utilization with calls, messages, add-on clinic visits, or presentation for urgent or emergent care, and postoperative complications. RESULTS Target enrollment was achieved with 400 caregivers with 204 in the intervention and 196 in the control groups. There was a 32.5 % overall rate of postoperative healthcare utilization. Health literacy was inversely associated with total postoperative healthcare utilization (p < 0.001). There was no difference in the incidence of postoperative healthcare utilization between the control and intervention groups (p = 0.623). However, on sub-analysis of caregivers with postoperative healthcare utilization (Summary Figure), there were fewer total occurrences in the intervention group (intervention median 1, IQR 1,2.3; control median 2, IQR 1,3; p < 0.001). For caregivers with limited health literacy, there was a greater associated reduction in median calls from 2 (IQR 0,2) to 0 (IQR 0,0.5) with video intervention (p = 0.016). On multivariate analysis, total postoperative healthcare utilization was significantly associated with limited caregiver health literacy (OR 1.08; p = 0.004), English as preferred language (OR 0.68; p = 0.018), and older patient age (OR 0.95; p = 0.001). DISCUSSION Current resources for postoperative education are limited as resources can be written above recommended reading levels and families can have difficulty recalling information discussed during postoperative counseling. Video intervention is an underutilized resource that can provide an additional resource to families with visual and auditory aids and be accessed as needed. CONCLUSION Caregiver health literacy was inversely associated with postoperative healthcare utilization. There was no difference in the incidence of postoperative healthcare utilization with video intervention. However, on subgroup analysis, supplemental videos were associated with fewer occurrences of postoperative healthcare utilization, especially in caregivers with limited health literacy. On multivariate regression, health literacy, preferred language, and patient age were significantly associated with total postoperative healthcare utilization.
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Affiliation(s)
- Julie W Cheng
- Seattle Children's Hospital, Division of Urology, United States; University of Washington, Department of Urology, United States; Oregon Health and Science University, Department of Urology, United States.
| | | | - Kathleen Kieran
- Seattle Children's Hospital, Division of Urology, United States; University of Washington, Department of Urology, United States.
| | - Brett A Niessen
- Seattle Children's Hospital, Patient and Family Education and Communication, United States.
| | - Nicolas Fernandez
- Seattle Children's Hospital, Division of Urology, United States; University of Washington, Department of Urology, United States.
| | - Paul A Merguerian
- Seattle Children's Hospital, Division of Urology, United States; University of Washington, Department of Urology, United States.
| | - Edward K Chang
- University of Washington, Department of Urology, United States.
| | - Margarett Shnorhavorian
- Seattle Children's Hospital, Division of Urology, United States; University of Washington, Department of Urology, United States.
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Affiliation(s)
- Dimitri A Christakis
- Editor, JAMA Pediatrics
- Center for Child Health, Behavior, and Development, Seattle Children's Research Institute, Seattle, Washington
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Bibbins-Domingo K, Flanagin A, Sietmann C, Bonow RO, Navar AM, Shinkai K, Roberson ML, Ayanian JZ, Ponce N, Inouye SK, Durant RW, Simon MA, Rivara FP, Vela M, Josephson SA, Rawls A, Disis MLN, Florez N, Bressler NM, Scott AW, Piccirillo JF, Osazuwa-Peters N, Christakis DA, Duncan AF, Öngür D, Bagot KS, Kibbe MR, Backhus LM, Malani PN. Advancing Equity at the JAMA Network-Self-Reported Demographics of Editors and Editorial Board Members. JAMA 2024; 331:837-839. [PMID: 38334991 DOI: 10.1001/jama.2024.1709] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/10/2024]
Affiliation(s)
| | | | | | | | - Ann Marie Navar
- Deputy Editor, Diversity, Equity, and Inclusion, JAMA Cardiology
| | | | - Mya L Roberson
- Associate Editor for Diversity, Equity, and Inclusion, JAMA Dermatology
| | | | - Ninez Ponce
- Associate Editor for Diversity, Equity, and Inclusion, JAMA Health Forum
| | | | - Raegan W Durant
- Associate Editor and Diversity, Equity, and Inclusion Associate Editor, JAMA Internal Medicine
| | - Melissa A Simon
- Associate Editor and Equity, Diversity, and Inclusion Editor, JAMA
| | | | - Monica Vela
- Diversity, Equity, and Inclusion Associate Editor, JAMA Network Open
| | | | - Ashley Rawls
- Associate Editor, Diversity, Equity, and Inclusion, JAMA Neurology
| | | | - Narjust Florez
- Associate Editor for Diversity, Equity, and Inclusion, JAMA Oncology
| | | | | | | | | | | | - Andrea F Duncan
- Associate Editor and Diversity, Equity, and Inclusion Editor, JAMA Pediatrics
| | | | - Kara S Bagot
- Diversity, Equity, and Inclusion Editor, JAMA Psychiatry
| | | | | | - Preeti N Malani
- Deputy Editor, JAMA , and Equity, Diversity, and Inclusion Editor, JAMA and the JAMA Network
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Hutton JS, Piotrowski JT, Bagot K, Blumberg F, Canli T, Chein J, Christakis DA, Grafman J, Griffin JA, Hummer T, Kuss DJ, Lerner M, Marcovitch S, Paulus MP, Perlman G, Romeo R, Thomason ME, Turel O, Weinstein A, West G, Pietra PHD, Potenza MN. Digital Media and Developing Brains: Concerns and Opportunities. Curr Addict Rep 2024; 11:287-298. [PMID: 38606363 PMCID: PMC11003891 DOI: 10.1007/s40429-024-00545-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/15/2024] [Indexed: 04/13/2024]
Abstract
Purpose of Review The incorporation of digital technologies and their use in youth's everyday lives has been increasing rapidly over the past several decades with possible impacts on youth development and mental health. This narrative review aimed to consider how the use of digital technologies may be influencing brain development underlying adaptive and maladaptive screen-related behaviors. Recent Findings To explore and provide direction for further scientific inquiry, an international group of experts considered what is known, important gaps in knowledge, and how a research agenda might be pursued regarding relationships between screen media activity and neurodevelopment from infancy through childhood and adolescence. While an understanding of brain-behavior relationships involving screen media activity has been emerging, significant gaps exist that have important implications for the health of developing youth. Summary Specific considerations regarding brain-behavior relationships involving screen media activity exist for infancy, toddlerhood, and early childhood; middle childhood; and adolescence. Transdiagnostic frameworks may provide a foundation for guiding future research efforts. Translating knowledge gained into better interventions and policy to promote healthy development is important in a rapidly changing digital technology environment.
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Affiliation(s)
- John S. Hutton
- Division of General and Community Pediatrics, University of Cincinnati College of Medicine and Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA and Division of General and Community Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX USA
| | | | - Kara Bagot
- Departments of Psychiatry & Pediatrics, Addiction Institute, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Fran Blumberg
- Division of Psychological and Educational Services, Fordham University, New York, NY USA
| | - Turhan Canli
- Departments of Psychology and Psychiatry, Stony Brook University, Stony Brook, NY USA
| | - Jason Chein
- Department of Psychology & Neuroscience, Temple University, Philadelphia, PA USA
| | - Dimitri A. Christakis
- Center for Child Health Behaviour and Development, Seattle Children’s Research Institute, Departments of Pediatrics, Psychiatry, and Health Services, University of Washington, Seattle, WA USA
| | - Jordan Grafman
- The Shirley Ryan AbilityLab & Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, IL USA
| | - James A. Griffin
- The National Institutes of Health, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, USA
| | - Tom Hummer
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN USA
| | - Daria J. Kuss
- International Gaming Research Unit and Cyberpsychology Group, NTU Psychology, Nottingham Trent University, Nottingham, UK
| | - Matthew Lerner
- Departments of Psychology, Psychiatry & Pediatrics, Stony Brook University, Stony Brook, NY, USA and AJ Drexel Autism Institute, Drexel University, Philadelphia, PA USA
| | - Stuart Marcovitch
- Department Of Psychology, University of North Carolina Greensboro, Greensboro, NC USA
| | | | - Greg Perlman
- Department of Psychiatry and Behavioral Health, Renaissance School of Medicine at Stony, Brook University, Stony Brook, NY USA
| | - Rachel Romeo
- Departments of Human Development & Quantitative Methodology, Hearing & Speech Sciences, and Neuroscience & Cognitive Sciences, University of Maryland College Park, College Park, MD USA
| | - Moriah E. Thomason
- Departments of Child and Adolescent Psychiatry and Population Health, New York University, New York University Grossman School of Medicine, New York, NY USA
| | - Ofir Turel
- College of Business and Economics, California State University, Fullerton, CA USA
- Faculty of Engineering and Information Technology, The University of Melbourne, Melbourne, Australia
| | - Aviv Weinstein
- The Isadore and Ruth Kastin Chair for Brain Research, Department of Psychology and Behavioral Science, Ariel University, Ariel, Israel
| | - Gregory West
- Department of Psychology, University of Montreal, Montreal, Canada
| | - Pamela Hurst-Della Pietra
- Children and Screens: Institute of Digital Media and Child Development, Jericho, NY USA
- Department of Family, Population and Preventive Medicine, Stony Brook Medicine, Stony Brook, NY USA
| | - Marc N. Potenza
- Departments of Psychiatry, Child Study and Neuroscience, Connecticut Mental Health Center, Yale School of Medicine, Wu Tsai Institute, Yale University, New Haven, CT 06517 USA
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Sequeira GM, Asante PG, Bocek K, Kahn NF, Sethness JL, Hodax JK, Kidd KM, Pratt W, Christakis DA, Richardson LP. Evaluating an Electronic Consultation Platform to Support Pediatric Primary Care Providers in Caring for Transgender and Nonbinary Adolescents. Telemed J E Health 2024; 30:595-600. [PMID: 37624647 PMCID: PMC10877380 DOI: 10.1089/tmj.2023.0266] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 06/14/2023] [Accepted: 06/15/2023] [Indexed: 08/27/2023] Open
Abstract
Background: An electronic consultation (e-consult) platform was implemented to support pediatric primary care providers (PCPs) in providing gender-affirming care to transgender and nonbinary (TNB) adolescents. Following implementation, a study was conducted to (1) explore how access to this e-consult platform impacts PCP confidence and referral patterns, (2) describe the content of questions, and (3) evaluate PCP's perspectives regarding platform usability. Methods: Following each submission, providers completed a 17-item survey. A total of 20 providers submitted 38 e-consults and 26 follow-up surveys between October 2021 and December 2022. Results: All PCPs reported a high overall value and increased confidence caring for TNB adolescents. Nearly one in five (19%) felt it allowed them to avoid submitting a specialty referral. Mean System Usability Scale score was 78.2 indicating good usability. Conclusion: This e-consult platform shows great promise in increasing PCP confidence providing gender-affirming care adolescents. More widespread utilization could help improve access to care and decrease specialty care referrals.
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Affiliation(s)
- Gina M. Sequeira
- Seattle Children's Hospital, Seattle, Washington, USA
- Division of Adolescent Medicine, University of Washington School of Medicine, Seattle, Washington, USA
| | - Peter G. Asante
- Division of Adolescent Medicine, University of Washington School of Medicine, Seattle, Washington, USA
| | - Kevin Bocek
- Seattle Children's Hospital, Seattle, Washington, USA
| | | | - Janis L. Sethness
- Seattle Children's Hospital, Seattle, Washington, USA
- Division of Adolescent Medicine, University of Washington School of Medicine, Seattle, Washington, USA
| | - Juanita K. Hodax
- Seattle Children's Hospital, Seattle, Washington, USA
- Division of Adolescent Medicine, University of Washington School of Medicine, Seattle, Washington, USA
| | - Kacie M. Kidd
- West Virginia University, Morgantown, West Virginia, USA
| | - Wanda Pratt
- Division of Adolescent Medicine, University of Washington School of Medicine, Seattle, Washington, USA
| | - Dimitri A. Christakis
- Seattle Children's Hospital, Seattle, Washington, USA
- Division of Adolescent Medicine, University of Washington School of Medicine, Seattle, Washington, USA
| | - Laura P. Richardson
- Seattle Children's Hospital, Seattle, Washington, USA
- Division of Adolescent Medicine, University of Washington School of Medicine, Seattle, Washington, USA
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8
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Wu Q, Tong J, Zhang B, Zhang D, Chen J, Lei Y, Lu Y, Wang Y, Li L, Shen Y, Xu J, Bailey LC, Bian J, Christakis DA, Fitzgerald ML, Hirabayashi K, Jhaveri R, Khaitan A, Lyu T, Rao S, Razzaghi H, Schwenk HT, Wang F, Gage Witvliet MI, Tchetgen Tchetgen EJ, Morris JS, Forrest CB, Chen Y. Real-World Effectiveness of BNT162b2 Against Infection and Severe Diseases in Children and Adolescents. Ann Intern Med 2024; 177:165-176. [PMID: 38190711 DOI: 10.7326/m23-1754] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/10/2024] Open
Abstract
BACKGROUND The efficacy of the BNT162b2 vaccine in pediatrics was assessed by randomized trials before the Omicron variant's emergence. The long-term durability of vaccine protection in this population during the Omicron period remains limited. OBJECTIVE To assess the effectiveness of BNT162b2 in preventing infection and severe diseases with various strains of the SARS-CoV-2 virus in previously uninfected children and adolescents. DESIGN Comparative effectiveness research accounting for underreported vaccination in 3 study cohorts: adolescents (12 to 20 years) during the Delta phase and children (5 to 11 years) and adolescents (12 to 20 years) during the Omicron phase. SETTING A national collaboration of pediatric health systems (PEDSnet). PARTICIPANTS 77 392 adolescents (45 007 vaccinated) during the Delta phase and 111 539 children (50 398 vaccinated) and 56 080 adolescents (21 180 vaccinated) during the Omicron phase. INTERVENTION First dose of the BNT162b2 vaccine versus no receipt of COVID-19 vaccine. MEASUREMENTS Outcomes of interest include documented infection, COVID-19 illness severity, admission to an intensive care unit (ICU), and cardiac complications. The effectiveness was reported as (1-relative risk)*100, with confounders balanced via propensity score stratification. RESULTS During the Delta period, the estimated effectiveness of the BNT162b2 vaccine was 98.4% (95% CI, 98.1% to 98.7%) against documented infection among adolescents, with no statistically significant waning after receipt of the first dose. An analysis of cardiac complications did not suggest a statistically significant difference between vaccinated and unvaccinated groups. During the Omicron period, the effectiveness against documented infection among children was estimated to be 74.3% (CI, 72.2% to 76.2%). Higher levels of effectiveness were seen against moderate or severe COVID-19 (75.5% [CI, 69.0% to 81.0%]) and ICU admission with COVID-19 (84.9% [CI, 64.8% to 93.5%]). Among adolescents, the effectiveness against documented Omicron infection was 85.5% (CI, 83.8% to 87.1%), with 84.8% (CI, 77.3% to 89.9%) against moderate or severe COVID-19, and 91.5% (CI, 69.5% to 97.6%) against ICU admission with COVID-19. The effectiveness of the BNT162b2 vaccine against the Omicron variant declined 4 months after the first dose and then stabilized. The analysis showed a lower risk for cardiac complications in the vaccinated group during the Omicron variant period. LIMITATION Observational study design and potentially undocumented infection. CONCLUSION This study suggests that BNT162b2 was effective for various COVID-19-related outcomes in children and adolescents during the Delta and Omicron periods, and there is some evidence of waning effectiveness over time. PRIMARY FUNDING SOURCE National Institutes of Health.
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Affiliation(s)
- Qiong Wu
- The Center for Health Analytics and Synthesis of Evidence (CHASE), Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania (Q.W., J.T., D.Z., J.C., Y.Lei, Y.W.)
| | - Jiayi Tong
- The Center for Health Analytics and Synthesis of Evidence (CHASE), Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania (Q.W., J.T., D.Z., J.C., Y.Lei, Y.W.)
| | - Bingyu Zhang
- The Center for Health Analytics and Synthesis of Evidence (CHASE), The Graduate Group in Applied Mathematics and Computational Science, School of Arts and Sciences, University of Pennsylvania, Philadelphia, Pennsylvania (B.Z., Y.Lu, L.L., Y.S.)
| | - Dazheng Zhang
- The Center for Health Analytics and Synthesis of Evidence (CHASE), Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania (Q.W., J.T., D.Z., J.C., Y.Lei, Y.W.)
| | - Jiajie Chen
- The Center for Health Analytics and Synthesis of Evidence (CHASE), Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania (Q.W., J.T., D.Z., J.C., Y.Lei, Y.W.)
| | - Yuqing Lei
- The Center for Health Analytics and Synthesis of Evidence (CHASE), Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania (Q.W., J.T., D.Z., J.C., Y.Lei, Y.W.)
| | - Yiwen Lu
- The Center for Health Analytics and Synthesis of Evidence (CHASE), The Graduate Group in Applied Mathematics and Computational Science, School of Arts and Sciences, University of Pennsylvania, Philadelphia, Pennsylvania (B.Z., Y.Lu, L.L., Y.S.)
| | - Yudong Wang
- The Center for Health Analytics and Synthesis of Evidence (CHASE), Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania (Q.W., J.T., D.Z., J.C., Y.Lei, Y.W.)
| | - Lu Li
- The Center for Health Analytics and Synthesis of Evidence (CHASE), The Graduate Group in Applied Mathematics and Computational Science, School of Arts and Sciences, University of Pennsylvania, Philadelphia, Pennsylvania (B.Z., Y.Lu, L.L., Y.S.)
| | - Yishan Shen
- The Center for Health Analytics and Synthesis of Evidence (CHASE), The Graduate Group in Applied Mathematics and Computational Science, School of Arts and Sciences, University of Pennsylvania, Philadelphia, Pennsylvania (B.Z., Y.Lu, L.L., Y.S.)
| | - Jie Xu
- Department of Health Outcomes Biomedical Informatics, University of Florida, Gainesville, Florida (J.X., J.B., T.L.)
| | - L Charles Bailey
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania (L.C.B., K.H., H.R., C.B.F.)
| | - Jiang Bian
- Department of Health Outcomes Biomedical Informatics, University of Florida, Gainesville, Florida (J.X., J.B., T.L.)
| | - Dimitri A Christakis
- Center for Child Health, Behavior, and Development, Seattle Children's Research Institute, Seattle, Washington (D.A.C.)
| | - Megan L Fitzgerald
- Department of Medicine, Grossman School of Medicine, New York University, New York, New York (M.L.F.)
| | - Kathryn Hirabayashi
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania (L.C.B., K.H., H.R., C.B.F.)
| | - Ravi Jhaveri
- Division of Pediatric Infectious Diseases, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois (R.J.)
| | - Alka Khaitan
- Department of Pediatrics, Ryan White Center for Pediatric Infectious Diseases and Global Health, Indiana University School of Medicine, Indianapolis, Indiana (A.K.)
| | - Tianchen Lyu
- Department of Health Outcomes Biomedical Informatics, University of Florida, Gainesville, Florida (J.X., J.B., T.L.)
| | - Suchitra Rao
- Department of Pediatrics, University of Colorado School of Medicine and Children's Hospital Colorado, Aurora, Colorado (S.R.)
| | - Hanieh Razzaghi
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania (L.C.B., K.H., H.R., C.B.F.)
| | - Hayden T Schwenk
- Department of Pediatrics, Stanford School of Medicine, Stanford, California (H.T.S.)
| | - Fei Wang
- Department of Population Health Sciences, Weill Cornell Medicine, New York, New York (F.W.)
| | - Margot I Gage Witvliet
- Department of Sociology, Social Work and Criminal Justice, Lamar University, Beaumont, Texas (M.I.G.W.)
| | - Eric J Tchetgen Tchetgen
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania (E.J.T.T., J.S.M.)
| | - Jeffrey S Morris
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania (E.J.T.T., J.S.M.)
| | - Christopher B Forrest
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania (L.C.B., K.H., H.R., C.B.F.)
| | - Yong Chen
- The Center for Health Analytics and Synthesis of Evidence (CHASE), Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, and The Graduate Group in Applied Mathematics and Computational Science, School of Arts and Sciences, University of Pennsylvania, Leonard Davis Institute of Health Economics, Penn Medicine Center for Evidence-based Practice (CEP), and Penn Institute for Biomedical Informatics (IBI), Philadelphia, Pennsylvania (Y.C.)
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9
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Kahn NF, Asante PG, Coker TR, Kidd KM, Christakis DA, Richardson LP, Sequeira GM. Demographic Differences in Gender Dysphoria Diagnosis and Access to Gender-Affirming Care Among Adolescents. LGBT Health 2024. [PMID: 38190267 DOI: 10.1089/lgbt.2023.0273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2024] Open
Abstract
Purpose: The goal of this article was to identify demographic differences in receipt of gender dysphoria (GD) diagnosis and access to gender-affirming care (GAC) among adolescents whose gender identity and/or pronouns differed from their sex assigned at birth. Methods: Data were from 2444 patients who were 13-17 years old and had a documented gender identity and/or pronouns that differed from their sex assigned at birth in the electronic health record. Adjusted logistic regression models explored associations between demographic characteristics (sex assigned at birth, gender identity, race and ethnicity, language, insurance type, rural status) and presence of GD diagnosis and having accessed GAC. Results: The average predicted probability (Pr) of having received a GD diagnosis was 0.62 (95% confidence interval [CI] = 0.60-0.63) and of having accessed GAC was 0.48 (95% CI = 0.46-0.50). Various significant demographic differences emerged. Notably, Black/African American youth were the least likely to have received a GD diagnosis (Pr = 0.43, 95% CI = 0.33-0.54) and accessed GAC (Pr = 0.32, 95% CI = 0.22-0.43). Although there were no significant differences in GD diagnosis by insurance type, youth using Medicaid, other government insurance, or self-pay/charity care were less likely to have accessed GAC compared with youth using commercial/private insurance. Conclusion: Results indicate significant differences in both receipt of GD diagnosis and accessing GAC by various demographic characteristics, particularly among Black/African American youth. Identification of these differences provides an opportunity to further understand potential barriers and promote more equitable access to GAC among adolescents who desire this care.
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Affiliation(s)
- Nicole F Kahn
- Department of Pediatrics, School of Medicine, University of Washington, Seattle, Washington, USA
- Seattle Children's Hospital, Seattle, Washington, USA
- Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, Washington, USA
| | - Peter G Asante
- Department of Pediatrics, School of Medicine, University of Washington, Seattle, Washington, USA
- Seattle Children's Hospital, Seattle, Washington, USA
| | - Tumaini R Coker
- Department of Pediatrics, School of Medicine, University of Washington, Seattle, Washington, USA
- Seattle Children's Hospital, Seattle, Washington, USA
- Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, Washington, USA
| | - Kacie M Kidd
- Department of Pediatrics, School of Medicine, West Virginia University, Morgantown, West Virginia, USA
| | - Dimitri A Christakis
- Department of Pediatrics, School of Medicine, University of Washington, Seattle, Washington, USA
- Seattle Children's Hospital, Seattle, Washington, USA
- Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, Washington, USA
| | - Laura P Richardson
- Department of Pediatrics, School of Medicine, University of Washington, Seattle, Washington, USA
- Seattle Children's Hospital, Seattle, Washington, USA
- Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, Washington, USA
| | - Gina M Sequeira
- Department of Pediatrics, School of Medicine, University of Washington, Seattle, Washington, USA
- Seattle Children's Hospital, Seattle, Washington, USA
- Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, Washington, USA
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10
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Kahn NF, Sequeira GM, Reyes V, Garrison MM, Orlich F, Christakis DA, Aye T, Conard LAE, Dowshen N, Kazak AE, Nahata L, Nokoff NJ, Voss RV, Richardson LP. Mental Health of Youth With Autism Spectrum Disorder and Gender Dysphoria. Pediatrics 2023; 152:e2023063289. [PMID: 37909059 DOI: 10.1542/peds.2023-063289] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/29/2023] [Indexed: 11/02/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Youth with either autism spectrum disorder (ASD) or gender dysphoria (GD) alone have also been shown to be at greater risk for mental health (MH) concerns; however, very little research has considered how cooccurring ASD and GD may exacerbate MH concerns. The purpose of this study was to examine associations between ASD, GD, and MH diagnoses (anxiety, depression, eating disorder, suicidality, and self-harm) among US adolescent populations. METHODS This is a secondary analysis of a large administrative dataset formed by 8 pediatric health system members of the PEDSnet learning health system network. Analyses included descriptive statistics and adjusted mixed logistic regression models testing for associations between combinations of ASD and GD diagnoses and MH diagnoses as recorded in the patient's electronic medical record. RESULTS Based on data from 919 898 patients aged 9 to 18 years, adjusted mixed logistic regression indicated significantly greater odds of each MH diagnosis among those with ASD alone, GD alone, and cooccurring ASD/GD diagnoses compared with those with neither diagnosis. Youth with cooccurring ASD/GD were at significantly greater risk of also having anxiety (average predicted probability, 0.75; 95% confidence interval, 0.68-0.81) or depression diagnoses (average predicted probability, 0.33; 95% confidence interval, 0.24-0.43) compared with youth with ASD alone, GD alone, or neither diagnosis. CONCLUSIONS Youth with cooccurring ASD/GD are more likely to also be diagnosed with MH concerns, particularly anxiety and depression. This study highlights the need to implement developmentally appropriate, gender-affirming MH services and interventions for youth with cooccurring ASD/GD.
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Affiliation(s)
- Nicole F Kahn
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
| | - Gina M Sequeira
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
| | | | - Michelle M Garrison
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
| | - Felice Orlich
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
| | - Dimitri A Christakis
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
| | - Tandy Aye
- Stanford School of Medicine, Stanford, California
| | | | - Nadia Dowshen
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | | | | | - Natalie J Nokoff
- University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Raina V Voss
- Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois
| | - Laura P Richardson
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
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11
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Rao S, Jing N, Liu X, Lorman V, Maltenfort M, Schuchard J, Wu Q, Tong J, Razzaghi H, Mejias A, Lee GM, Pajor NM, Schulert GS, Thacker D, Jhaveri R, Christakis DA, Bailey LC, Forrest CB, Chen Y. Spectrum of severity of multisystem inflammatory syndrome in children: an EHR-based cohort study from the RECOVER program. Sci Rep 2023; 13:21005. [PMID: 38017007 PMCID: PMC10684592 DOI: 10.1038/s41598-023-47655-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Accepted: 11/16/2023] [Indexed: 11/30/2023] Open
Abstract
Multi-system inflammatory syndrome in children (MIS-C) is a severe post-acute sequela of SARS-CoV-2 infection in children, and there is a critical need to unfold its highly heterogeneous disease patterns. Our objective was to characterize the illness spectrum of MIS-C for improved recognition and management. We conducted a retrospective cohort study using data from March 1, 2020-September 30, 2022, in 8 pediatric medical centers from PEDSnet. We included 1139 children hospitalized with MIS-C and used their demographics, symptoms, conditions, laboratory values, and medications for analyses. We applied heterogeneity-adaptive latent class analyses and identified three latent classes. We further characterized the sociodemographic and clinical characteristics of the latent classes and evaluated their temporal patterns. Class 1 (47.9%) represented children with the most severe presentation, with more admission to the ICU, higher inflammatory markers, hypotension/shock/dehydration, cardiac involvement, acute kidney injury and respiratory involvement. Class 2 (23.3%) represented a moderate presentation, with 4-6 organ systems involved, and some overlapping features with acute COVID-19. Class 3 (28.8%) represented a mild presentation. Our results indicated that MIS-C has a spectrum of clinical severity ranging from mild to severe and the proportion of severe or critical MIS-C decreased over time.
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Affiliation(s)
- Suchitra Rao
- Department of Pediatrics, University of Colorado School of Medicine and Children's Hospital Colorado, 13123 E 16th Ave Box 090, Aurora, CO, 80045, USA.
| | - Naimin Jing
- Department of Biostatistics, Epidemiology and Informatics, The Perelman School of Medicine, University of Pennsylvania, 423 Guardian Dr, Blockley Hall 602, Philadelphia, PA, 19104, USA
- Biostatistics and Research Decision Sciences, Merck & Co., Inc, Kenilworth, NJ, USA
| | - Xiaokang Liu
- Department of Biostatistics, Epidemiology and Informatics, The Perelman School of Medicine, University of Pennsylvania, 423 Guardian Dr, Blockley Hall 602, Philadelphia, PA, 19104, USA
| | - Vitaly Lorman
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Mitchell Maltenfort
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Julia Schuchard
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Qiong Wu
- Department of Biostatistics, Epidemiology and Informatics, The Perelman School of Medicine, University of Pennsylvania, 423 Guardian Dr, Blockley Hall 602, Philadelphia, PA, 19104, USA
| | - Jiayi Tong
- Department of Biostatistics, Epidemiology and Informatics, The Perelman School of Medicine, University of Pennsylvania, 423 Guardian Dr, Blockley Hall 602, Philadelphia, PA, 19104, USA
| | - Hanieh Razzaghi
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Asuncion Mejias
- Division of Infectious Diseases, Department of Pediatrics, Nationwide Children's Hospital and The Ohio State University, Columbus, OH, USA
| | - Grace M Lee
- Department of Pediatrics (Infectious Diseases), Stanford University School of Medicine, Stanford, CA, USA
| | - Nathan M Pajor
- Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center and University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Grant S Schulert
- Division of Rheumatology, Cincinnati Children's Hospital Medical Center and Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Deepika Thacker
- Division of Cardiology, Nemours Children's Health, Wilmington, DE, USA
| | - Ravi Jhaveri
- Division of Infectious Diseases, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | - Dimitri A Christakis
- Center for Child Health, Behavior and Development, Seattle Children's Hospital, Seattle, WA, USA
| | - L Charles Bailey
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Christopher B Forrest
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Yong Chen
- Department of Biostatistics, Epidemiology and Informatics, The Perelman School of Medicine, University of Pennsylvania, 423 Guardian Dr, Blockley Hall 602, Philadelphia, PA, 19104, USA.
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12
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Wu Q, Tong J, Zhang B, Zhang D, Chen J, Lei Y, Lu Y, Wang Y, Li L, Shen Y, Xu J, Bailey LC, Bian J, Christakis DA, Fitzgerald ML, Hirabayashi K, Jhaveri R, Khaitan A, Lyu T, Rao S, Razzaghi H, Schwenk HT, Wang F, Witvliet MI, Tchetgen EJT, Morris JS, Forrest CB, Chen Y. Real-world Effectiveness of BNT162b2 Against Infection and Severe Diseases in Children and Adolescents. medRxiv 2023:2023.06.16.23291515. [PMID: 38014095 PMCID: PMC10680874 DOI: 10.1101/2023.06.16.23291515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Abstract
Background The efficacy of the BNT162b2 vaccine in pediatrics was assessed by randomized trials before the Omicron variant's emergence. The long-term durability of vaccine protection in this population during the Omicron period remains limited. Objective To assess the effectiveness of BNT162b2 in preventing infection and severe diseases with various strains of the SARS-CoV-2 virus in previously uninfected children and adolescents. Design Comparative effectiveness research accounting for underreported vaccination in three study cohorts: adolescents (12 to 20 years) during the Delta phase, children (5 to 11 years) and adolescents (12 to 20 years) during the Omicron phase. Setting A national collaboration of pediatric health systems (PEDSnet). Participants 77,392 adolescents (45,007 vaccinated) in the Delta phase, 111,539 children (50,398 vaccinated) and 56,080 adolescents (21,180 vaccinated) in the Omicron period. Exposures First dose of the BNT162b2 vaccine vs. no receipt of COVID-19 vaccine. Measurements Outcomes of interest include documented infection, COVID-19 illness severity, admission to an intensive care unit (ICU), and cardiac complications. The effectiveness was reported as (1-relative risk)*100% with confounders balanced via propensity score stratification. Results During the Delta period, the estimated effectiveness of BNT162b2 vaccine was 98.4% (95% CI, 98.1 to 98.7) against documented infection among adolescents, with no significant waning after receipt of the first dose. An analysis of cardiac complications did not find an increased risk after vaccination. During the Omicron period, the effectiveness against documented infection among children was estimated to be 74.3% (95% CI, 72.2 to 76.2). Higher levels of effectiveness were observed against moderate or severe COVID-19 (75.5%, 95% CI, 69.0 to 81.0) and ICU admission with COVID-19 (84.9%, 95% CI, 64.8 to 93.5). Among adolescents, the effectiveness against documented Omicron infection was 85.5% (95% CI, 83.8 to 87.1), with 84.8% (95% CI, 77.3 to 89.9) against moderate or severe COVID-19, and 91.5% (95% CI, 69.5 to 97.6)) against ICU admission with COVID-19. The effectiveness of the BNT162b2 vaccine against the Omicron variant declined after 4 months following the first dose and then stabilized. The analysis revealed a lower risk of cardiac complications in the vaccinated group during the Omicron variant period. Limitations Observational study design and potentially undocumented infection. Conclusions Our study suggests that BNT162b2 was effective for various COVID-19-related outcomes in children and adolescents during the Delta and Omicron periods, and there is some evidence of waning effectiveness over time. Primary Funding Source National Institutes of Health.
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Affiliation(s)
- Qiong Wu
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Jiayi Tong
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Bingyu Zhang
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Dazheng Zhang
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Jiajie Chen
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Yuqing Lei
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Yiwen Lu
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Yudong Wang
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Lu Li
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Yishan Shen
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Jie Xu
- Department of Health Outcomes Biomedical Informatics, University of Florida, Gainesville, FL, USA
| | - L. Charles Bailey
- Applied Clinical Research Center, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Jiang Bian
- Department of Health Outcomes Biomedical Informatics, University of Florida, Gainesville, FL, USA
| | - Dimitri A. Christakis
- Center for Child Health, Behavior, and Development, Seattle Children’s Research Institute, Seattle, WA, USA
| | - Megan L. Fitzgerald
- Department of Medicine, Grossman School of Medicine, New York University, New York, NY, USA
| | - Kathryn Hirabayashi
- Applied Clinical Research Center, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Ravi Jhaveri
- Division of Pediatric Infectious Diseases, Ann & Robert H. Lurie Children’s Hospital of Chicago, Chicago, IL, USA
| | - Alka Khaitan
- Department of Pediatrics, Ryan White Center for Pediatric Infectious Diseases and Global Health, Indiana University School of Medicine, IN, USA
| | - Tianchen Lyu
- Department of Health Outcomes Biomedical Informatics, University of Florida, Gainesville, FL, USA
| | - Suchitra Rao
- Department of Pediatrics, University of Colorado School of Medicine and Children’s Hospital Colorado, Aurora, CO, USA
| | - Hanieh Razzaghi
- Applied Clinical Research Center, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Hayden T. Schwenk
- Department of Pediatrics, Stanford School of Medicine, Stanford, CA, USA
| | - Fei Wang
- Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, USA
| | - Margot I. Witvliet
- Department of Sociology, Social Work and Criminal Justice, Lamar University, Beaumont, TX, USA
| | - Eric J. Tchetgen Tchetgen
- Department of Statistics and Data Science, The Wharton School, The University of Pennsylvania, PA, USA
| | - Jeffrey S. Morris
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Christopher B. Forrest
- Applied Clinical Research Center, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Yong Chen
- Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
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Abstract
In this Viewpoint, the authors urge the USPSTF to undertake a comprehensive effort to ensure its recommendations systematically consider the effects of ableism and structural ableism on individuals with disability.
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Affiliation(s)
- Dimitri A Christakis
- Center for Child Health, Behavior, and Development, Seattle Children's Research Institute, Seattle, Washington
- Chief health officer, Special Olympics International, Washington, DC
| | - Lisa I Iezzoni
- Health Policy Research Center, Mongan Institute, Massachusetts General Hospital, Boston
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
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14
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Froehlich TE, Spinks-Franklin A, Christakis DA. Ending Developmental-Behavioral Pediatrics Faculty Requirement for Pediatric Residency Programs-Desperate Times Do Not Justify Desperate Actions. JAMA Pediatr 2023; 177:999-1000. [PMID: 37578767 DOI: 10.1001/jamapediatrics.2023.2829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/15/2023]
Abstract
This Viewpoint discusses the issues at stake and potential adverse consequences of the Accreditation Council for Graduate Medial Education’s proposal to remove the requirement for pediatric training programs to have board-certified developmental-behavioral pediatrician faculty members.
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Affiliation(s)
- Tanya E Froehlich
- Department of Pediatrics, Cincinnati Children's Hospital Medical Center, University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - Adiaha Spinks-Franklin
- Department of Pediatrics, Baylor College of Medicine, Houston, Texas
- Owner, DBP Doc, PLLC, Oklahoma City, Oklahoma
| | - Dimitri A Christakis
- Seattle Children's Research Institute, Seattle, Washington
- Special Olympics International, Washington, DC
- Editor, JAMA Pediatrics
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15
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Elia J, Pajer K, Prasad R, Pumariega A, Maltenfort M, Utidjian L, Shenkman E, Kelleher K, Rao S, Margolis PA, Christakis DA, Hardan AY, Ballard R, Forrest CB. Electronic health records identify timely trends in childhood mental health conditions. Child Adolesc Psychiatry Ment Health 2023; 17:107. [PMID: 37710303 PMCID: PMC10503059 DOI: 10.1186/s13034-023-00650-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 08/20/2023] [Indexed: 09/16/2023] Open
Abstract
BACKGROUND Electronic health records (EHRs) data provide an opportunity to collect patient information rapidly, efficiently and at scale. National collaborative research networks, such as PEDSnet, aggregate EHRs data across institutions, enabling rapid identification of pediatric disease cohorts and generating new knowledge for medical conditions. To date, aggregation of EHR data has had limited applications in advancing our understanding of mental health (MH) conditions, in part due to the limited research in clinical informatics, necessary for the translation of EHR data to child mental health research. METHODS In this cohort study, a comprehensive EHR-based typology was developed by an interdisciplinary team, with expertise in informatics and child and adolescent psychiatry, to query aggregated, standardized EHR data for the full spectrum of MH conditions (disorders/symptoms and exposure to adverse childhood experiences (ACEs), across 13 years (2010-2023), from 9 PEDSnet centers. Patients with and without MH disorders/symptoms (without ACEs), were compared by age, gender, race/ethnicity, insurance, and chronic physical conditions. Patients with ACEs alone were compared with those that also had MH disorders/symptoms. Prevalence estimates for patients with 1+ disorder/symptoms and for specific disorders/symptoms and exposure to ACEs were calculated, as well as risk for developing MH disorder/symptoms. RESULTS The EHR study data set included 7,852,081 patients < 21 years of age, of which 52.1% were male. Of this group, 1,552,726 (19.8%), without exposure to ACEs, had a lifetime MH disorders/symptoms, 56.5% being male. Annual prevalence estimates of MH disorders/symptoms (without exposure to ACEs) rose from 10.6% to 2010 to 15.1% in 2023, a 44% relative increase, peaking to 15.4% in 2019, prior to the Covid-19 pandemic. MH categories with the largest increases between 2010 and 2023 were exposure to ACEs (1.7, 95% CI 1.6-1.8), anxiety disorders (2.8, 95% CI 2.8-2.9), eating/feeding disorders (2.1, 95% CI 2.1-2.2), gender dysphoria/sexual dysfunction (43.6, 95% CI 35.8-53.0), and intentional self-harm/suicidality (3.3, 95% CI 3.2-3.5). White youths had the highest rates in most categories, except for disruptive behavior disorders, elimination disorders, psychotic disorders, and standalone symptoms which Black youths had higher rates. Median age of detection was 8.1 years (IQR 3.5-13.5) with all standalone symptoms recorded earlier than the corresponding MH disorder categories. CONCLUSIONS These results support EHRs' capability in capturing the full spectrum of MH disorders/symptoms and exposure to ACEs, identifying the proportion of patients and groups at risk, and detecting trends throughout a 13-year period that included the Covid-19 pandemic. Standardized EHR data, which capture MH conditions is critical for health systems to examine past and current trends for future surveillance. Our publicly available EHR-mental health typology codes can be used in other studies to further advance research in this area.
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Affiliation(s)
- Josephine Elia
- Department of Pediatrics, Nemours Children's Health Delaware, Sydney Kimmel School of Medicine, Philadelphia, PA, US.
| | - Kathleen Pajer
- Department of Psychiatry, Faculty of Medicine, University of Ottawa, Children's Hospital of Eastern Ontario, Ottawa, ON, Canada
| | - Raghuram Prasad
- Department of Child and Adolescent Psychiatry, Children's Hospital of Philadelphia, Perelman School of Medicine, the University of Pennsylvania, Philadelphia, PA, US
| | - Andres Pumariega
- Department of Psychiatry, University of Florida College of Medicine, University of Florida Health, Gainesville, FL, US
| | - Mitchell Maltenfort
- Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, PA, US
| | - Levon Utidjian
- Department of Pediatrics, Children's Hospital of Philadelphia, Perelman School of Medicine, University of Pennsylvania, Philadelphia, US
| | - Elizabeth Shenkman
- Department of Health Outcomes and Biomedical Informatics, University of Florida College of Medicine, Gainesville, US
| | - Kelly Kelleher
- The Research Institute, Nationwide Children's Hospital, Department of Pediatrics, The Ohio State University College of Medicine, Ohio, US
| | - Suchitra Rao
- Department of Pediatrics, Children's Hospital of Colorado, University of Colorado, Aurora, CO, US
| | - Peter A Margolis
- James Anderson Center for Health Systems Excellence, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, University of Cincinnati, Cincinnati, OH, US
| | - Dimitri A Christakis
- Center for Child Health, Behavior and Development, Department of Pediatrics, Seattle Children's Hospital, University of Washington, Seattle, Washington, US
| | - Antonio Y Hardan
- Department of Psychiatry and Behavioral Sciences, Stanford University, Palo Alto, CA, US
| | - Rachel Ballard
- Department of Psychiatry and Behavioral Sciences and Pediatrics, Ann & Robert H. Lurie Children's Hospital, Chicago, IL, US
| | - Christopher B Forrest
- Department of Pediatrics, Children's Hospital of Philadelphia, Perelman School of Medicine, University of Pennsylvania, Philadelphia, US
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Department of Healthcare Management, Perelman School of Medicine, the University of Pennsylvania, Philadelphia, US
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16
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Affiliation(s)
- Aaron E Carroll
- Center for Pediatric and Adolescent Comparative Effectiveness Research, Indiana University School of Medicine, Indianapolis
- Web and Social Media Editor, JAMA Pediatrics
| | - Dimitri A Christakis
- Center for Child Health, Behavior, and Development, Seattle Children's Research Institute, Seattle, Washington
- Editor, JAMA Pediatrics
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17
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Kahn NF, Sequeira GM, Garrison MM, Orlich F, Christakis DA, Aye T, Conard LAE, Dowshen N, Kazak AE, Nahata L, Nokoff NJ, Voss RV, Richardson LP. Co-occurring Autism Spectrum Disorder and Gender Dysphoria in Adolescents. Pediatrics 2023; 152:e2023061363. [PMID: 37395084 DOI: 10.1542/peds.2023-061363] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/14/2023] [Indexed: 07/04/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Autism spectrum disorder (ASD) and gender dysphoria (GD) frequently cooccur. However, existing research has primarily used smaller samples, limiting generalizability and the ability to assess further demographic variation. The purpose of this study was to (1) examine the prevalence of cooccurring ASD and GD diagnoses among US adolescents aged 9 to 18 and (2) identify demographic differences in the prevalence of cooccurring ASD and GD diagnoses. METHODS This secondary analysis used data from the PEDSnet learning health system network of 8 pediatric hospital institutions. Analyses included descriptive statistics and adjusted mixed logistic regression testing for associations between ASD and GD diagnoses and interactions between ASD diagnosis and demographic characteristics in the association with GD diagnosis. RESULTS Among 919 898 patients, GD diagnosis was more prevalent among youth with an ASD diagnosis compared with youth without an ASD diagnosis (1.1% vs 0.6%), and adjusted regression revealed significantly greater odds of GD diagnosis among youth with an ASD diagnosis (adjusted odds ratio = 3.00, 95% confidence interval: 2.72-3.31). Cooccurring ASD/GD diagnoses were more prevalent among youth whose electronic medical record-reported sex was female and those using private insurance, and less prevalent among youth of color, particularly Black and Asian youth. CONCLUSIONS Results indicate that youth whose electronic medical record-reported sex was female and those using private insurance are more likely, and youth of color are less likely, to have cooccurring ASD/GD diagnoses. This represents an important step toward building services and supports that reduce disparities in access to care and improve outcomes for youth with cooccurring ASD/GD and their families.
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Affiliation(s)
- Nicole F Kahn
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
| | - Gina M Sequeira
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
| | - Michelle M Garrison
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
| | - Felice Orlich
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
| | - Dimitri A Christakis
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
| | - Tandy Aye
- Stanford School of Medicine, Stanford, California
| | | | - Nadia Dowshen
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | | | | | - Natalie J Nokoff
- University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Raina V Voss
- Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois
| | - Laura P Richardson
- Seattle Children's Research Institute, Seattle, Washington
- University of Washington, Seattle, Washington
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18
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Christakis DA, Duncan AF. Introducing the JAMA Pediatrics Editorial Fellowship. JAMA Pediatr 2023:2805547. [PMID: 37307010 DOI: 10.1001/jamapediatrics.2023.1721] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Affiliation(s)
- Dimitri A Christakis
- Editor in Chief, JAMA Pediatrics
- Center for Child Health, Behavior, and Development, Seattle Children's Research Institute, Seattle, Washington
| | - Andrea F Duncan
- Associate Editor and Diversity, Equity, and Inclusion Editor, JAMA Pediatrics
- Department of Pediatrics, Children's Hospital of Philadelphia, The Hub for Clinical Collaboration, Philadelphia, Pennsylvania
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19
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Abstract
Objectives When parenting-related stressors and coping resources are chronically imbalanced, there is risk of parental burnout, and consequent negative impact on parent and child wellbeing. The objective of this study was to determine the relations between structural and social determinants of health inequities, self-compassion (a theoretically indicated coping practice), and parental burnout during the COVID-19 pandemic. Method Participants were parents (n = 2324) with at least one child aged 4-17 in the household recruited from NORC's AmeriSpeak Panel (a probability-based panel providing coverage of 97% of the US household population). Parents completed an online or telephone questionnaire in English or Spanish in December 2020. Structural equation modeling was used to test a system of relations between income, race and ethnicity, parental burnout, and parent and child mental health. Indirect effects and moderation by self-compassion were also tested. Results On average, parents experienced symptoms of burnout several days per week. Symptoms were the most frequent among parents with the least income, as well as female-identified and Asian parents. More self-compassion was associated with less parental burnout, and fewer parent and child mental health difficulties. Black and Hispanic parents were more self-compassionate compared to white parents, helping to explain similar levels of parental burnout and relatively better mental health outcomes, despite comparatively more stressors. Conclusions Self-compassion is a potentially promising target for interventions aiming to address parental burnout; however, such efforts must not detract from critical structural changes to reduce parenting stressors, particularly those impacting parents experiencing systemic racism and other forms of socioeconomic disadvantage. Preregistration This study is not preregistered. Supplementary Information The online version contains supplementary material available at 10.1007/s12671-023-02104-9.
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Affiliation(s)
- Emily Kroshus
- Center for Child Health, Behavior and Development, Seattle Children’s Research Institute, 1920 Terry Ave, Seattle, WA 98101 USA
- Department of Pediatrics, University of Washington, Seattle, USA
| | - Matt Hawrilenko
- Department of Psychiatry and Behavioral Sciences, University of Washington, 1959 NE Pacific Street, Seattle, WA 98195 USA
| | - Pooja S. Tandon
- Center for Child Health, Behavior and Development, Seattle Children’s Research Institute, 1920 Terry Ave, Seattle, WA 98101 USA
- Department of Pediatrics, University of Washington, Seattle, USA
| | - Anne Browning
- School of Medicine, University of Washington, 1959 NE Pacific Street, Seattle, WA 98195 USA
| | - Mary Kathleen Steiner
- Center for Child Health, Behavior and Development, Seattle Children’s Research Institute, 1920 Terry Ave, Seattle, WA 98101 USA
| | - Dimitri A. Christakis
- Center for Child Health, Behavior and Development, Seattle Children’s Research Institute, 1920 Terry Ave, Seattle, WA 98101 USA
- Department of Pediatrics, University of Washington, Seattle, USA
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20
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Christakis DA. JAMA Pediatrics-The Year in Review, 2022. JAMA Pediatr 2023; 177:452-453. [PMID: 36939713 DOI: 10.1001/jamapediatrics.2023.0231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/21/2023]
Affiliation(s)
- Dimitri A Christakis
- Editor, JAMA Pediatrics.,Center for Child Health, Behavior, and Development, Seattle Children's Research Institute, Seattle, Washington
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21
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Moreno MA, French B, Christakis DA. Call for Papers on Adolescent Mental Health. JAMA Pediatr 2023; 177:227-228. [PMID: 36689238 DOI: 10.1001/jamapediatrics.2022.5540] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Affiliation(s)
- Megan A Moreno
- Department of Pediatrics, University of Wisconsin-Madison
| | | | - Dimitri A Christakis
- Center for Child Health, Behavior, and Development, Seattle Children's Research Institute, Seattle, Washington
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22
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Mejias A, Schuchard J, Rao S, Bennett TD, Jhaveri R, Thacker D, Bailey LC, Christakis DA, Pajor NM, Razzaghi H, Forrest CB, Lee GM. Leveraging serologic testing to identify children at risk for post-acute sequelae of SARS-CoV-2 infection: An EHR-based cohort study from the RECOVER program. J Pediatr 2023:S0022-3476(23)00117-8. [PMID: 36822507 PMCID: PMC9943558 DOI: 10.1016/j.jpeds.2023.02.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 12/23/2022] [Accepted: 02/16/2023] [Indexed: 02/23/2023]
Abstract
Using an EHR-based algorithm we identified children with COVID-19 based exclusively on serologic testing from 3/2020 through 4/2022. The 2,714 serology-positive children were more likely to be inpatients (24% vs. 2%), have chronic conditions (37% vs 24%), or a MIS-C diagnosis (23% vs. <1%) than the 131,537 PCR-positive children. Identification of children who could have been asymptomatic or paucisymptomatic and not tested is critical to define the burden of PASC in children.
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Affiliation(s)
- Asuncion Mejias
- Division of Infectious Diseases, Department of Pediatrics, Nationwide Children's Hospital and The Ohio State University, Columbus, OH.
| | - Julia Schuchard
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Suchitra Rao
- Department of Pediatrics, University of Colorado School of Medicine and Children's Hospital Colorado, Aurora, CO
| | - Tellen D Bennett
- Department of Pediatrics, University of Colorado School of Medicine and Children's Hospital Colorado, Aurora, CO
| | - Ravi Jhaveri
- Division of Infectious Diseases, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL
| | - Deepika Thacker
- Division of Cardiology, Nemours Children's Health, Wilmington, DE
| | - L Charles Bailey
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Dimitri A Christakis
- Center for Child Health, Behavior and Development, Seattle Children's Hospital, Seattle, WA
| | - Nathan M Pajor
- Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center and University of Cincinnati College of Medicine, Cincinnati, OH
| | - Hanieh Razzaghi
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Christopher B Forrest
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Grace M Lee
- Department of Pediatrics (Infectious Diseases), Stanford University School of Medicine, Stanford, CA
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23
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Kahn NF, Anan YH, Bocek KM, Christakis DA, Richardson LP, Pratt W, Sequeira GM. Understanding Transgender and Gender-Diverse Youth's Experiences Receiving Care via Telemedicine: Qualitative Interview Study. JMIR Pediatr Parent 2023; 6:e42378. [PMID: 36745775 PMCID: PMC10055384 DOI: 10.2196/42378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Revised: 02/01/2023] [Accepted: 02/04/2023] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND Access to virtual care has increased since the beginning of the COVID-19 pandemic, yet little is known about transgender and gender-diverse (TGD) youth's experiences and perspectives on receiving care via telemedicine. OBJECTIVE The purpose of this study was to explore these experiences to (1) inform necessary changes to the provision of pediatric gender-affirming care and (2) help providers and health systems determine if and how telemedicine should be made available post pandemic. METHODS Youth (aged 14-17 years) who completed a telemedicine visit in the Seattle Children's Gender Clinic were invited to participate in a semistructured interview exploring perceived advantages or disadvantages of telemedicine and preferred visit modalities. Interview transcriptions were analyzed by 2 research team members using an inductive thematic analysis framework. RESULTS A total of 15 TGD youth completed an interview. Commonly cited advantages of telemedicine were convenience and comfort with having visits in their own environments. Reported disadvantages included technical issues, discomfort with the impersonal nature, lack of familiarity with the platform, and privacy concerns. Overall, slightly more youth preferred in-person visits over telemedicine, referencing both specific characteristics of the clinical visit (ie, initial vs return and complexity) and proximity to the clinic as reasons for this preference. Although a plurality of TGD youth preferred in-person visits, they also recognized the value of telemedicine and the impact it may have in facilitating access to care. CONCLUSIONS Given the variations in needs and visit complexity, our study supports the provision of both in-person and telemedicine modalities as options for pediatric gender-affirming care.
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Affiliation(s)
- Nicole F Kahn
- Department of Pediatrics, University of Washington School of Medicine, Seattle, WA, United States.,Division of Adolescent Medicine, Seattle Children's Hospital, Seattle, WA, United States.,Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, WA, United States
| | - Yomna H Anan
- Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, WA, United States
| | - Kevin M Bocek
- Division of Adolescent Medicine, Seattle Children's Hospital, Seattle, WA, United States
| | - Dimitri A Christakis
- Department of Pediatrics, University of Washington School of Medicine, Seattle, WA, United States.,Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, WA, United States
| | - Laura P Richardson
- Department of Pediatrics, University of Washington School of Medicine, Seattle, WA, United States.,Division of Adolescent Medicine, Seattle Children's Hospital, Seattle, WA, United States.,Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, WA, United States
| | - Wanda Pratt
- The Information School, University of Washington, Seattle, WA, United States
| | - Gina M Sequeira
- Department of Pediatrics, University of Washington School of Medicine, Seattle, WA, United States.,Division of Adolescent Medicine, Seattle Children's Hospital, Seattle, WA, United States.,Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, WA, United States
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24
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Sequeira GM, Kahn NF, Bocek KM, Shafii T, Asante PG, Christakis DA, Pratt W, Richardson LP. Pediatric Primary Care Providers' Perspectives on Telehealth Platforms to Support Care for Transgender and Gender-Diverse Youths: Exploratory Qualitative Study. JMIR Hum Factors 2023; 10:e39118. [PMID: 36719714 PMCID: PMC9929719 DOI: 10.2196/39118] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Revised: 10/20/2022] [Accepted: 11/07/2022] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND Access to gender-affirming care services for transgender and gender-diverse youths is limited, in part because this care is currently provided primarily by specialists. Telehealth platforms that enable primary care providers (PCPs) to receive education from and consult specialists may help improve the access to such services. However, little is known about PCPs' preferences regarding receiving this support. OBJECTIVE This study aimed to explore pediatric PCPs' perspectives regarding optimal ways to provide telehealth-based support to facilitate gender-affirming care provision in the primary care setting. METHODS PCPs who had previously requested support from the Seattle Children's Gender Clinic were recruited to participate in semistructured, 1-hour web-based interviews. Overall, 3 specialist-to-PCP telehealth modalities (tele-education, electronic consultation, and telephonic consultation) were described, and the participants were invited to share their perspectives on the benefits and drawbacks of each modality, which modality would be the most effective, and the most important characteristics or outcomes of a successful platform. Interviews were transcribed and analyzed using a reflexive thematic analysis framework. RESULTS The interviews were completed with 15 pediatric PCPs. The benefits of the tele-education platform were developing a network with other PCPs to facilitate shared learning, receiving comprehensive didactic and case-based education, having scheduled education sessions, and increasing provider confidence. The drawbacks were requiring a substantial time commitment and not allowing for real-time, patient-specific consultation. The benefits of the electronic consultation platform were convenient and efficient communication, documentation in the electronic health record, the ability to bill for provider time, and sufficient time to synthesize information. The drawbacks of this platform were electronic health record-related difficulties, text-based communication challenges, inability to receive an answer in real time, forced conversations with patients about billing, and limitations for providers who lack baseline knowledge. With respect to telephonic consultation, the benefits were having a dialogue with a specialist, receiving compensation for PCP's time, and helping with high acuity or complex cases. The drawbacks were challenges associated with using the phone for communication, the limited expertise of the responding providers, and the lack of utility for nonemergent issues. Regarding the most effective platform, the responses were mixed, with 27% (4/15) preferring the electronic consultation, 27% (4/15) preferring tele-education, 20% (3/15) preferring telephonic consultation, and the remaining 27% (4/15) suggesting a hybrid of the 3 models. CONCLUSIONS A diverse suite of telehealth-based training and consultation services must be developed to meet the needs of PCPs with different levels of experience and training in gender-affirming care. Beyond the widely used telephonic consultation model, electronic consultation and tele-education may provide important alternative training and consultation opportunities to facilitate greater PCP independence and promote wider access to gender-affirming care.
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Affiliation(s)
- Gina M Sequeira
- Seattle Children's Research Institute, Seattle, WA, United States
- Department of Pediatrics, University of Washington, Seattle, WA, United States
| | - Nicole F Kahn
- Seattle Children's Research Institute, Seattle, WA, United States
| | - Kevin M Bocek
- Seattle Children's Research Institute, Seattle, WA, United States
| | - Taraneh Shafii
- Department of Pediatrics, University of Washington, Seattle, WA, United States
| | - Peter G Asante
- Department of Pediatrics, University of Washington, Seattle, WA, United States
| | - Dimitri A Christakis
- Seattle Children's Research Institute, Seattle, WA, United States
- Department of Pediatrics, University of Washington, Seattle, WA, United States
| | - Wanda Pratt
- Information School, University of Washington, Seattle, WA, United States
| | - Laura P Richardson
- Seattle Children's Research Institute, Seattle, WA, United States
- Department of Pediatrics, University of Washington, Seattle, WA, United States
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25
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Debley J, Christakis DA. Call for Papers Reporting Pediatric Translational Science Research. JAMA Pediatr 2023; 177:7-8. [PMID: 36469343 DOI: 10.1001/jamapediatrics.2022.4823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Jason Debley
- Center for Immunity and Immunotherapies (CIIT), Seattle Children's Research Institute, Division of Pulmonary and Sleep Medicine, Department of Pediatrics, Seattle Children's Hospital, University of Washington School of Medicine, Seattle
- Section Editor, Translational Science, JAMA Pediatrics
| | - Dimitri A Christakis
- Seattle Children's Research Institute, Department of Pediatrics, University of Washington Center for Child Health, Behavior and Development, Seattle
- Editor, JAMA Pediatrics
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26
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Bose-Brill S, Hirabayashi K, Pajor NM, Rao S, Mejias A, Jhaveri R, Forrest CB, Bailey C, Christakis DA, Thacker D, Hanley PC, Patel PB, Cogen JD, Block JP, Prahalad P, Lorman V, Lee GM. Pediatric Nirmatrelvir/Ritonavir Prescribing Patterns During the COVID-19 Pandemic. medRxiv 2022:2022.12.23.22283868. [PMID: 36597537 PMCID: PMC9810217 DOI: 10.1101/2022.12.23.22283868] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Objective This study was conducted to identify rates of pediatric nirmatrelvir/ritonavir (Paxlovid) prescriptions overall and by patient characteristics. Methods Patients up to 23 years old with a clinical encounter and a nirmatrelvir/ritonavir (Paxlovid, n/r) prescription in a PEDSnet-affiliated institution between December 1, 2021 and September 14, 2022 were identified using electronic health record (EHR) data. Results Of the 1,496,621 patients with clinical encounters during the study period, 920 received a nirmatrelvir/ritonavir prescription (mean age 17.2 years; SD 2.76 years). 40% (367/920) of prescriptions were provided to individuals aged 18-23, and 91% (838/920) of prescriptions occurred after April 1, 2022. The majority of patients (70%; 648/920) had received at least one COVID-19 vaccine dose at least 28 days before nirmatrelvir/ritonavir prescription. Only 40% (371/920) of individuals had documented COVID-19 within the 0 to 6 days prior to receiving a nirmatrelvir/ritonavir prescription. 53% (485/920) had no documented COVID-19 infection in the EHR. Among nirmatrelvir/ritonavir prescription recipients, 64% (586/920) had chronic or complex chronic disease and 9% (80/920) had malignant disease. 38/920 (4.5%) were hospitalized within 30 days of receiving nirmatrelvir/ritonavir. Conclusion Clinicians prescribe nirmatrelvir/ritonavir infrequently to children. While individuals receiving nirmatrelvir/ritonavir generally have significant chronic disease burden, a majority are receiving nirmatrelvir/ritonavir prescriptions without an EHR-recorded COVID-19 positive test or diagnosis. Development and implementation of concerted pediatric nirmatrelvir/ritonavir prescribing workflows can help better capture COVID-19 presentation, response, and adverse events at the population level.
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27
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Barnert E, Wright J, Choi C, Todres J, Halfon N, Adedokun LA, Akl A, Alexander DT, Alvarez ME, Aron LY, Auerswald CL, Barbosa G, Battle GC, Bunnett DM, Chow G, Christakis DA, Counts NZ, El-Amin Champion TS, Engman MG, Ewing TJ, Gentile-Montgomery CR, Godoy B, Goldhagen JL, Gran B, Hernandez G, Iyer P, Jones-Taylor M, Kemp JM, Kirsch KA, Lansdown G, Lazarus W, Lesley B, Lombardi J, López Hernández G, Mejia-Garzaro BN, Michael Brown K, Morales X, Moulton MK, Peiffer MB, Peńa AR, Pitre N, Porayouw WF, Poterek LA, Santana S, Sayed RS, Schotland MS, Thomas III BL, Togi D(DL, Woodhouse B, Zhang A. Reimagining Children's Rights in the US. JAMA Pediatr 2022; 176:1242-1247. [PMID: 36279125 DOI: 10.1001/jamapediatrics.2022.3822] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
IMPORTANCE The US faces a pivotal moment of opportunity and risk regarding issues affecting children (aged 0-17 years). Although the US remains the only United Nations member state to not have ratified the Convention on the Rights of the Child (CRC), a child rights framework is essential for child health professionals seeking to advance many issues affecting children in the US. The Reimagining Children's Rights project (2020-2021) conducted an in-depth environmental scan of relevant literature and policy analysis using the Three Horizons design process to assess strategies that could advance the rights and well-being of children in the US. The project was overseen by a steering committee and informed by an advisory committee composed of youth leaders and experts in children's rights, advocacy, health, law, and a range of child-specific issues (eg, youth justice, early childhood development), who provided expert input on strategic considerations for advancing children's rights. OBSERVATIONS Seven findings about advancing children's rights in the US are notable, all reflecting current gaps and opportunities for using a whole-child rights framework in the US, even without formal adoption of the CRC. Actionable strategies, tactics, and tools to leverage sustainable change in the multitude of issue areas can advance the current state of children's rights. High-potential strategies for catalyzing advancement of children's rights include youth activism, innovations in governance and accountability, legislative action, impact litigation, place-based initiatives, education and public awareness, alignment with other children's movements, and research. The child rights framework is unifying and adaptive to future unforeseen challenges. CONCLUSIONS AND RELEVANCE Children's rights provide a powerful, synergistic framework for child health professionals-in partnership with youth and other leaders-to increase equity and protect the rights and well-being of all children in the US.
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Affiliation(s)
- Elizabeth Barnert
- Department of Pediatrics, David Geffen School of Medicine at UCLA, University of California, Los Angeles.,UCLA Center for Healthier Children, Families, and Communities, University of California, Los Angeles.,Children's Discovery & Innovation Institute, Mattel Children's Hospital, University of California, Los Angeles
| | - Joseph Wright
- UCLA Center for Healthier Children, Families, and Communities, University of California, Los Angeles.,Department of Education, School of Education and Information Sciences, University of California, Los Angeles.,Department of Community Health Sciences, Fielding School of Public Health, University of California, Los Angeles
| | - Charlene Choi
- Department of Pediatrics, David Geffen School of Medicine at UCLA, University of California, Los Angeles.,UCLA Center for Healthier Children, Families, and Communities, University of California, Los Angeles.,Department of Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles
| | | | - Neal Halfon
- Department of Pediatrics, David Geffen School of Medicine at UCLA, University of California, Los Angeles.,UCLA Center for Healthier Children, Families, and Communities, University of California, Los Angeles.,Department of Health Policy and Management, Fielding School of Public Health, University of California, Los Angeles.,Department of Public Policy, Luskin School of Public Affairs, University of California, Los Angeles
| | | | - Lola A Adedokun
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Abdullah Akl
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - David T Alexander
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Mayra E Alvarez
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Laudan Y Aron
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Colette L Auerswald
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Gabriella Barbosa
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Gabrielle C Battle
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Dana M Bunnett
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Giselle Chow
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Dimitri A Christakis
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Nathaniel Z Counts
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | | | - Mark G Engman
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Toby J Ewing
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | | | - Blanca Godoy
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Jeffrey L Goldhagen
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Brian Gran
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Giovanni Hernandez
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Puja Iyer
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Myra Jones-Taylor
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Jasmin M Kemp
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Kayla A Kirsch
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Gerison Lansdown
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Wendy Lazarus
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Bruce Lesley
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Joan Lombardi
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | | | - Brianna N Mejia-Garzaro
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Keaun Michael Brown
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Xavier Morales
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Melissa K Moulton
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Matthew B Peiffer
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Andrea R Peńa
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Nikki Pitre
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - William F Porayouw
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Lauren A Poterek
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Sandy Santana
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Rimsha S Sayed
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Marieka S Schotland
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Bernard L Thomas III
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Dashuri (Dash) L Togi
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Barbara Woodhouse
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
| | - Adrianna Zhang
- for the Reimagining Children’s Rights Steering Committee, Advisory Committee, and Project Team
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Sequeira GM, Kidd KM, Thornburgh C, Ley A, Sciulli D, Clapp M, Pitetti R, Matheo L, Womeldorff H, Christakis DA, Zuckerbraun NS. Increasing Frequency of Affirmed Name and Pronoun Documentation in a Pediatric Emergency Department. Hosp Pediatr 2022; 12:995-1001. [PMID: 36226552 PMCID: PMC9647634 DOI: 10.1542/hpeds.2022-006818] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
BACKGROUND AND OBJECTIVES In a previous study of 204 transgender and gender diverse youth in our region, 44% reported being made to feel uncomfortable in the emergency department (ED) because of their gender identity. The objective of our study was to conduct a 2 year quality improvement project to increase affirmed name and pronoun documentation in the pediatric ED. METHODS Using process mapping, we identified 5 key drivers and change ideas. The key driver diagram was updated as interventions were implemented over 3 Plan-Do-Study-Act cycles. Our primary outcome, the percentage of ED visits per month with pronouns documented, was plotted on a run chart with the goal of seeing a 50% increase in form completion from a baseline median of ∼14% over the 2 year study period. RESULTS The frequency of pronoun documentation increased from a baseline median of 13.8% to a median of 47.8%. The most significant increase in pronoun documentation occurred in Plan-Do-Study-Act cycle 3, immediately after ED-wide dissemination of a near-miss case and subsequent call for improvement by ED leadership. Roughly 1.7% of all encounters during the study period involved patients whose pronouns were discordant from the sex listed in their electronic health record. CONCLUSIONS This quality-improvement project increased the frequency of pronoun documentation in the ED. This has the potential to improve the quality of care provided to transgender and gender diverse youth in the ED setting and identify patients who may benefit from receiving a referral to a pediatric gender clinic for additional support.
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Affiliation(s)
- Gina M. Sequeira
- Seattle Children’s Research Institute, Seattle Washington
- Seattle Children’s Hospital, Seattle, Washington
| | - Kacie M. Kidd
- Department of Pediatrics, West Virginia University School of Medicine, Morgantown, West Virginia
| | | | - Alexandra Ley
- UPMC Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania
| | - Darci Sciulli
- UPMC Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania
| | - Megan Clapp
- UPMC Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania
| | - Raymond Pitetti
- UPMC Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania
- University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Loreta Matheo
- UPMC Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania
- University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | | | - Dimitri A. Christakis
- Seattle Children’s Research Institute, Seattle Washington
- Seattle Children’s Hospital, Seattle, Washington
| | - Noel S. Zuckerbraun
- UPMC Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania
- University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
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29
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Rao S, Lee GM, Razzaghi H, Lorman V, Mejias A, Pajor NM, Thacker D, Webb R, Dickinson K, Bailey LC, Jhaveri R, Christakis DA, Bennett TD, Chen Y, Forrest CB. Clinical Features and Burden of Postacute Sequelae of SARS-CoV-2 Infection in Children and Adolescents. JAMA Pediatr 2022; 176:1000-1009. [PMID: 35994282 PMCID: PMC9396470 DOI: 10.1001/jamapediatrics.2022.2800] [Citation(s) in RCA: 47] [Impact Index Per Article: 23.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 06/08/2022] [Indexed: 01/20/2023]
Abstract
Importance The postacute sequelae of SARS-CoV-2 infection (PASC) has emerged as a long-term complication in adults, but current understanding of the clinical presentation of PASC in children is limited. Objective To identify diagnosed symptoms, diagnosed health conditions, and medications associated with PASC in children. Design, Setting and Participants This retrospective cohort study used electronic health records from 9 US children's hospitals for individuals younger than 21 years who underwent antigen or reverse transcriptase-polymerase chain reaction (RT-PCR) testing for SARS-CoV-2 between March 1, 2020, and October 31, 2021, and had at least 1 encounter in the 3 years before testing. Exposures SARS-CoV-2 positivity by viral test (antigen or RT-PCR). Main Outcomes and Measures Syndromic (symptoms), systemic (conditions), and medication PASC features were identified in the 28 to 179 days following the initial test date. Adjusted hazard ratios (aHRs) were obtained for 151 clinically predicted PASC features by contrasting viral test-positive groups with viral test-negative groups using proportional hazards models, adjusting for site, age, sex, testing location, race and ethnicity, and time period of cohort entrance. The incidence proportion for any syndromic, systemic, or medication PASC feature was estimated in the 2 groups to obtain a burden of PASC estimate. Results Among 659 286 children in the study sample, 348 091 (52.8%) were male, and the mean (SD) age was 8.1 (5.7) years. A total of 59 893 (9.1%) tested positive by viral test for SARS-CoV-2, and 599 393 (90.9%) tested negative. Most were tested in outpatient testing facility settings (322 813 [50.3%]) or office settings (162 138 [24.6%]). The most common syndromic, systemic, and medication features were loss of taste or smell (aHR, 1.96; 95% CI, 1.16-3.32), myocarditis (aHR, 3.10; 95% CI, 1.94-4.96), and cough and cold preparations (aHR, 1.52; 95% CI, 1.18-1.96), respectively. The incidence of at least 1 systemic, syndromic, or medication feature of PASC was 41.9% (95% CI, 41.4-42.4) among viral test-positive children vs 38.2% (95% CI, 38.1-38.4) among viral test-negative children, with an incidence proportion difference of 3.7% (95% CI, 3.2-4.2). A higher strength of association for PASC was identified in those cared for in the intensive care unit during the acute illness phase, children younger than 5 years, and individuals with complex chronic conditions. Conclusions and Relevance In this large-scale, exploratory study, the burden of pediatric PASC that presented to health systems was low. Myocarditis was the most commonly diagnosed PASC-associated condition. Acute illness severity, young age, and comorbid complex chronic disease increased the risk of PASC.
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Affiliation(s)
- Suchitra Rao
- Department of Pediatrics, University of Colorado School of Medicine and Children’s Hospital Colorado, Aurora
| | - Grace M. Lee
- Department of Pediatrics (Infectious Diseases), Stanford University School of Medicine, Stanford, California
| | - Hanieh Razzaghi
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Vitaly Lorman
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Asuncion Mejias
- Division of Infectious Diseases, Department of Pediatrics, Nationwide Children’s Hospital and The Ohio State University, Columbus
| | - Nathan M. Pajor
- Division of Pulmonary Medicine, Cincinnati Children’s Hospital Medical Center and University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - Deepika Thacker
- Division of Cardiology, Nemours Children’s Health, Wilmington, Delaware
| | - Ryan Webb
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Kimberley Dickinson
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - L. Charles Bailey
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Ravi Jhaveri
- Division of Infectious Diseases, Ann & Robert H. Lurie Children’s Hospital of Chicago, Chicago, Illinois
| | - Dimitri A. Christakis
- Center for Child Health, Behavior and Development, Seattle Children’s Hospital, Seattle, Washington
- Editor, JAMA Pediatrics
| | - Tellen D. Bennett
- Department of Pediatrics, University of Colorado School of Medicine and Children’s Hospital Colorado, Aurora
| | - Yong Chen
- Department of Biostatistics, Epidemiology and Informatics, the Perelman School of Medicine, University of Pennsylvania, Pennsylvania
| | - Christopher B. Forrest
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
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30
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Rao S, Jing N, Liu X, Lorman V, Maltenfort M, Schuchard J, Wu Q, Tong J, Razzaghi H, Mejias A, Lee GM, Pajor NM, Schulert GS, Thacker D, Jhaveri R, Christakis DA, Bailey LC, Forrest CB, Chen Y. Clinical Subphenotypes of Multisystem Inflammatory Syndrome in Children: An EHR-based cohort study from the RECOVER program. medRxiv 2022:2022.09.26.22280364. [PMID: 36203555 PMCID: PMC9536089 DOI: 10.1101/2022.09.26.22280364] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Background Multi-system inflammatory syndrome in children (MIS-C) represents one of the most severe post-acute sequelae of SARS-CoV-2 infection in children, and there is a critical need to characterize its disease patterns for improved recognition and management. Our objective was to characterize subphenotypes of MIS-C based on presentation, demographics and laboratory parameters. Methods We conducted a retrospective cohort study of children with MIS-C from March 1, 2020 - April 30, 2022 and cared for in 8 pediatric medical centers that participate in PEDSnet. We included demographics, symptoms, conditions, laboratory values, medications and outcomes (ICU admission, death), and grouped variables into eight categories according to organ system involvement. We used a heterogeneity-adaptive latent class analysis model to identify three clinically-relevant subphenotypes. We further characterized the sociodemographic and clinical characteristics of each subphenotype, and evaluated their temporal patterns. Findings We identified 1186 children hospitalized with MIS-C. The highest proportion of children (44·4%) were aged between 5-11 years, with a male predominance (61.0%), and non- Hispanic white ethnicity (40·2%). Most (67·8%) children did not have a chronic condition. Class 1 represented children with a severe clinical phenotype, with 72·5% admitted to the ICU, higher inflammatory markers, hypotension/shock/dehydration, cardiac involvement, acute kidney injury and respiratory involvement. Class 2 represented a moderate presentation, with 4-6 organ systems involved, and some overlapping features with acute COVID-19. Class 3 represented a mild presentation, with fewer organ systems involved, lower CRP, troponin values and less cardiac involvement. Class 1 initially represented 51·1% of children early in the pandemic, which decreased to 33·9% from the pre-delta period to the omicron period. Interpretation MIS-C has a spectrum of clinical severity, with degree of laboratory abnormalities rather than the number of organ systems involved providing more useful indicators of severity. The proportion of severe/critical MIS-C decreased over time. Research in context Evidence before this study: We searched PubMed and preprint articles from December 2019, to July 2022, for studies published in English that investigated the clinical subphenotypes of MIS-C using the terms "multi-system inflammatory syndrome in children" or "pediatric inflammatory multisystem syndrome" and "phenotypes". Most previous research described the symptoms, clinical characteristics and risk factors associated with MIS-C and how these differ from acute COVID-19, Kawasaki Disease and Toxic Shock Syndrome. One single-center study of 63 patients conducted in 2020 divided patients into Kawasaki and non-Kawasaki disease subphenotypes. Another CDC study evaluated 3 subclasses of MIS-C in 570 children, with one class representing the highest number of organ systems, a second class with predominant respiratory system involvement, and a third class with features overlapping with Kawasaki Disease. However, this study evaluated cases from March to July 2020, during the early phase of the pandemic when misclassification of cases as Kawasaki disease or acute COVID-19 may have occurred. Therefore, it is not known from the existing literature whether the presentation of MIS-C has changed with newer variants such as delta and omicron.Added value of this study: PEDSnet provides one of the largest MIS-C cohorts described so far, providing sufficient power for detailed analyses on MIS-C subphenotypes. Our analyses span the entire length of the pandemic, including the more recent omicron wave, and provide an update on the presentations of MIS-C and its temporal dynamics. We found that children have a spectrum of illness that can be characterized as mild (lower inflammatory markers, fewer organ systems involved), moderate (4-6 organ involvement with clinical overlap with acute COVID-19) and severe (higher inflammatory markers, critically ill, more likely to have cardiac involvement, with hypotension/shock and need for vasopressors).Implications of all the available evidence: These results provide an update to the subphenotypes of MIS-C including the more recent delta and omicron periods and aid in the understanding of the various presentations of MIS-C. These and other findings provide a useful framework for clinicians in the recognition of MIS-C, identify factors associated with children at risk for increased severity, including the importance of laboratory parameters, for risk stratification, and to facilitate early evaluation, diagnosis and treatment.
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31
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Kroshus E, Tandon PS, Zhou C, Johnson AM, Steiner MK, Christakis DA. Problematic Child Media Use During the COVID-19 Pandemic. Pediatrics 2022; 150:188697. [PMID: 35916033 DOI: 10.1542/peds.2021-055190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/27/2022] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVES Assess how family stressors (including structural stressors, social determinants of health inequities, and parent psychological distress) relate to media rule implementation and problematic child media use during the coronavirus disease 2019 pandemic. METHODS Nationally representative survey of 1000 United States parents with at least one 6 to 17 year old child was conducted in October through November 2020. RESULTS Problematic use was greater in families where parents were employed full time, present in the home (eg, working from home), had low levels or formal educational attainment, and were experiencing more psychological distress. Although there was a small decline in the number of media-related rules implemented during the pandemic (fewer parents enforced screen limits on weekdays or weekends or limited screen use at mealtimes), there was no association between rule implementation and problematic media use. CONCLUSIONS Family stressors were associated with problematic child media use during the coronavirus disease 2019 pandemic. As we emerge from the pandemic, it will be important to help parents adjust their family's media practices cognizant of the fact that additional children may have developed problematic screen use behaviors. Such efforts should center the role of structural and social determinants of health inequities on the stressors that families experience and that impact media use.
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Affiliation(s)
- Emily Kroshus
- Seattle Children's Research Institute, Center for Child Health, Behavior and Development, Seattle, Washington.,Department of Pediatrics, University of Washington, Seattle, Washington
| | - Pooja S Tandon
- Seattle Children's Research Institute, Center for Child Health, Behavior and Development, Seattle, Washington.,Department of Pediatrics, University of Washington, Seattle, Washington
| | - Chuan Zhou
- Seattle Children's Research Institute, Center for Child Health, Behavior and Development, Seattle, Washington.,Department of Pediatrics, University of Washington, Seattle, Washington
| | - Ashleigh M Johnson
- Seattle Children's Research Institute, Center for Child Health, Behavior and Development, Seattle, Washington
| | - Mary Kathleen Steiner
- Seattle Children's Research Institute, Center for Child Health, Behavior and Development, Seattle, Washington
| | - Dimitri A Christakis
- Seattle Children's Research Institute, Center for Child Health, Behavior and Development, Seattle, Washington.,Department of Pediatrics, University of Washington, Seattle, Washington
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32
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Halvorson EE, Saha A, Forrest CB, Razzaghi H, Brittan M, Christakis DA, Cole FS, Mejias A, Phan TLT, McCrory MC, Wells BJ, Skelton JA, Poehling KA, Tieder JS. Associations Between Weight and Lower Respiratory Tract Disease Outcomes in Hospitalized Children. Hosp Pediatr 2022; 12:734-743. [PMID: 35822402 DOI: 10.1542/hpeds.2021-006404] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
OBJECTIVE To identify associations between weight status and clinical outcomes in children with lower respiratory tract infection (LRTI) or asthma requiring hospitalization. METHODS We performed a retrospective cohort study of 2 to 17 year old children hospitalized for LRTI and/or asthma from 2009 to 2019 using electronic health record data from the PEDSnet clinical research network. Children <2 years, those with medical complexity, and those without a calculable BMI were excluded. Children were classified as having underweight, normal weight, overweight, or class 1, 2, or 3 obesity based on Body Mass Index percentile for age and sex. Primary outcomes were need for positive pressure respiratory support and ICU admission. Subgroup analyses were performed for children with a primary diagnosis of asthma. Outcomes were modeled with mixed-effects multivariable logistic regression incorporating age, sex, and payer as fixed effects. RESULTS We identified 65 132 hospitalizations; 6.7% with underweight, 57.8% normal weight, 14.6% overweight, 13.2% class 1 obesity, 5.0% class 2 obesity, and 2.8% class 3 obesity. Overweight and obesity were associated with positive pressure respiratory support (class 3 obesity versus normal weight odds ratio [OR] 1.62 [1.38-1.89]) and ICU admission (class 3 obesity versus normal weight OR 1.26 [1.12-1.42]), with significant associations for all categories of overweight and obesity. Underweight was also associated with positive pressure respiratory support (OR 1.39 [1.24-1.56]) and ICU admission (1.40 [1.30-1.52]). CONCLUSIONS Both underweight and overweight or obesity are associated with increased severity of LRTI or asthma in hospitalized children.
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Affiliation(s)
| | | | - Christopher B Forrest
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Hanieh Razzaghi
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Mark Brittan
- Department of Pediatrics, University of Colorado School of Medicine and Children's Hospital Colorado, Aurora, Colorado
| | - Dimitri A Christakis
- Department of Pediatrics, University of Washington and Seattle Children's Hospital, Seattle, Washington
| | - F Sessions Cole
- Edward Mallinckrodt Department of Pediatrics, Washington University School of Medicine and St. Louis Children's Hospital, St. Louis, Missouri
| | - Asuncion Mejias
- Division of Infectious Diseases, Department of Pediatrics, Nationwide Children's Hospital and The Ohio State University, Columbus, Ohio
| | - Thao-Ly Tam Phan
- Department of Pediatrics, Nemours Children's Health System, Wilmington, Delaware
| | | | | | - Joseph A Skelton
- Departments of Pediatrics.,Epidemiology and Prevention, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Katherine A Poehling
- Departments of Pediatrics.,Epidemiology and Prevention, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Joel S Tieder
- Department of Pediatrics, University of Washington and Seattle Children's Hospital, Seattle, Washington
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33
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Freedman DS, Goodwin Davies AJ, Phan TLT, Cole FS, Pajor N, Rao S, Eneli I, Kompaniyets L, Lange SJ, Christakis DA, Forrest CB. Measuring BMI change among children and adolescents. Pediatr Obes 2022; 17:e12889. [PMID: 35064761 DOI: 10.1111/ijpo.12889] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 12/17/2021] [Accepted: 01/03/2022] [Indexed: 10/19/2022]
Abstract
BACKGROUND Weight control programs for children monitor BMI changes using BMI z-scores that adjust BMI for the sex and age of the child. It is, however, uncertain if BMIz is the best metric for assessing BMI change. OBJECTIVE To identify which of 6 BMI metrics is optimal for assessing change. We considered a metric to be optimal if its short-term variability was consistent across the entire BMI distribution. SUBJECTS 285 643 2- to 17-year-olds with BMI measured 3 times over a 10- to 14-month period. METHODS We summarized each metric's variability using the within-child standard deviation. RESULTS Most metrics' initial or mean value correlated with short-term variability (|r| ~ 0.3 to 0.5). The metric for which the within-child variability was largely independent (r = 0.13) of the metric's initial or mean value was the percentage of the 50th expressed on a log scale. However, changes in this metric between the first and last visits were highly (r ≥ 0.97) correlated with changes in %95th and %50th. CONCLUSIONS Log %50 was the metric for which the short-term variability was largely independent of a child's BMI. Changes in log %50th, %95th, and %50th are strongly correlated.
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Affiliation(s)
- David S Freedman
- Division of Nutrition, Physical Activity, and Obesity, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Amy J Goodwin Davies
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Thao-Ly Tam Phan
- Department of Pediatrics, Nemours/Alfred I. duPont Hospital for Children, Wilmington, Delaware, USA
| | - F Sessions Cole
- Edward Mallinckrodt Department of Pediatrics, Washington University School of Medicine, St Louis, Missouri, USA
| | - Nathan Pajor
- Department of Pediatrics, Cincinnati Children's Hospital Medical Center and University of Cincinnati College of Medicine, Cincinnati, Ohio, USA
| | - Suchitra Rao
- Department of Pediatrics, University of Colorado, Colorado, Aurora, USA
| | - Ihuoma Eneli
- Nationwide Children's Hospital, Columbus, Ohio, USA
| | - Lyudmyla Kompaniyets
- Division of Nutrition, Physical Activity, and Obesity, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Samantha J Lange
- Division of Nutrition, Physical Activity, and Obesity, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Dimitri A Christakis
- Seattle Children's Research Institute, University of Washington, Seattle, Washington, USA
| | - Christopher B Forrest
- Department of Pediatrics, Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, Pennsylvania, USA
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34
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Affiliation(s)
- Douglas L Hill
- The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | | | - Chris Feudtner
- The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
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35
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Rao S, Lee GM, Razzaghi H, Lorman V, Mejias A, Pajor NM, Thacker D, Webb R, Dickinson K, Bailey LC, Jhaveri R, Christakis DA, Bennett TD, Chen Y, Forrest CB. Clinical features and burden of post-acute sequelae of SARS-CoV-2 infection in children and adolescents: an exploratory EHR-based cohort study from the RECOVER program. medRxiv 2022:2022.05.24.22275544. [PMID: 35665016 PMCID: PMC9164455 DOI: 10.1101/2022.05.24.22275544] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Importance The post-acute sequelae of SARS-CoV-2 (PASC) has emerged as a long-term complication in adults, but current understanding of the clinical presentation of PASC in children is limited. Objective To identify diagnosed symptoms, diagnosed health conditions and medications associated with PASC in children. Design Setting and Participants Retrospective cohort study using electronic health records from 9 US children's hospitals for individuals <21 years-old who underwent reverse transcriptase polymerase chain reaction (RT-PCR) testing for SARS-CoV-2 between March 1, 2020 - October 31, 2021 and had at least 1 encounter in the 3 years before testing. Exposure SARS-CoV-2 PCR positivity. Main Outcomes and Measures We identified syndromic (symptoms), systemic (conditions), and medication PASC features in the 28-179 days following the initial test date. Adjusted hazard ratios (aHRs) were obtained for 151 clinically predicted PASC features by contrasting PCR-positive with PCR-negative groups using proportional hazards models, adjusting for site, age, sex, testing location, race/ethnicity, and time-period of cohort entrance. We estimated the incidence proportion for any syndromic, systemic or medication PASC feature in the two groups to obtain a burden of PASC estimate. Results Among 659,286 children in the study sample, 59,893 (9.1%) tested positive by PCR for SARS-CoV-2. Most were tested in outpatient testing facility (50.3%) or office (24.6%) settings. The most common syndromic, systemic, and medication features were loss of taste or smell (aHR 1.96 [95% CI 1.16-3.32), myocarditis (aHR 3.10 [95% CI 1.94-4.96]), and cough and cold preparations (aHR 1.52 [95% CI 1.18-1.96]). The incidence of at least one systemic/syndromic/medication feature of PASC was 41.9% among PCR-positive children versus 38.2% among PCR-negative children, with an incidence proportion difference of 3.7% (95% CI 3.2-4.2%). A higher strength of association for PASC was identified in those cared for in the ICU during the acute illness phase, children less than 5 years-old, and individuals with complex chronic conditions. Conclusions and Relevance In this large-scale, exploratory study, the burden of pediatric PASC that presented to health systems was low. Myocarditis was the most commonly diagnosed PASC-associated condition. Acute illness severity, young age, and comorbid complex chronic disease increased the risk of PASC. Key Points Question: What are the incidence and clinical features of post-acute sequelae of SARS-CoV-2 infection (PASC) in children?Findings: In this retrospective cohort study of 659,286 children tested for SARS-CoV-2 by polymerase chain reaction (PCR), the symptom, condition and medication with the strongest associations with SARS-CoV-2 infection were loss of taste/smell, myocarditis, and cough and cold preparations. The incidence proportion of non-MIS-C related PASC in the PCR-positive group exceeded the PCR-negative group by 3.7% (95% CI 3.2-4.2), with increased rates associated with acute illness severity, young age, and medical complexity.Meaning: PASC in children appears to be uncommon, with features that differ from adults.
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36
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Christakis DA. JAMA Pediatrics-The Year in Review, 2021. JAMA Pediatr 2022; 176:445-446. [PMID: 35311943 DOI: 10.1001/jamapediatrics.2022.0117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Affiliation(s)
- Dimitri A Christakis
- Editor, JAMA Pediatrics.,Seattle Children's Research Institute, Center for Child Health, Behavior, and Development, Seattle, Washington
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37
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Eirich R, McArthur BA, Anhorn C, McGuinness C, Christakis DA, Madigan S. Association of Screen Time With Internalizing and Externalizing Behavior Problems in Children 12 Years or Younger: A Systematic Review and Meta-analysis. JAMA Psychiatry 2022; 79:393-405. [PMID: 35293954 PMCID: PMC8928099 DOI: 10.1001/jamapsychiatry.2022.0155] [Citation(s) in RCA: 37] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Importance Currently, there is a lack of consensus in the literature on the association between screen time (eg, television, video games) and children's behavior problems. Objective To assess the association between the duration of screen time and externalizing and internalizing behavior problems among children 12 years or younger. Data Sources For this systematic review and meta-analysis, MEDLINE, Embase, and PsycINFO databases were searched for articles published from January 1960 to May 2021. Reference lists were manually searched for additional studies. Study Selection Included studies measured screen time (ie, duration) and externalizing or internalizing behavior problems in children 12 years or younger, were observational or experimental (with baseline data), were available in English, and had data that could be transformed into an effect size. Studies conducted during the COVID-19 pandemic were excluded. Of 25 196 nonduplicate articles identified and screened for inclusion, 595 met the selection criteria. Data Extraction and Synthesis The study followed the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) reporting guideline. Extracted variables were child age, sex, and socioeconomic status; informants and measurement type for screen time and behavior problems; study publication year; and study design and quality. Data were extracted by 2 independent coders and were pooled using a random-effects model. Main Outcomes and Measures The primary outcome was the association of screen time duration with externalizing (eg, aggression, attention deficit/hyperactivity disorder symptoms) and internalizing (eg, depression, anxiety) behaviors or diagnoses. Results Of the 595 full-text articles assessed for eligibility, 87 studies met all inclusion criteria, comprising 98 independent samples and 159 425 participants (mean [SD] age, 6.07 [2.89] years; 83 246 [51.30%] male). Increased duration of screen time had a small but significant correlation with more externalizing problems (90 samples; r, 0.11; 95% CI, 0.10-0.12) and internalizing problems (43 samples; r, 0.07; 95% CI, 0.05-0.08) in children. Several methodological moderators explained between-study heterogeneity. There was evidence of significant between study heterogeneity (I2 = 87.80). Conclusions and Relevance This systematic review and meta-analysis found small but significant correlations between screen time and children's behavior problems. Methodological differences across studies likely contributed to the mixed findings in the literature.
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Affiliation(s)
- Rachel Eirich
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada.,Alberta Children's Hospital Research Institute, Calgary, Alberta, Canada
| | - Brae Anne McArthur
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada.,Alberta Children's Hospital Research Institute, Calgary, Alberta, Canada
| | - Ciana Anhorn
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
| | - Claire McGuinness
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
| | - Dimitri A Christakis
- Seattle Children's Hospital Research Institute, University of Washington, Seattle.,Editor, JAMA Pediatrics
| | - Sheri Madigan
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada.,Alberta Children's Hospital Research Institute, Calgary, Alberta, Canada
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Block JP, Boehmer TK, Forrest CB, Carton TW, Lee GM, Ajani UA, Christakis DA, Cowell LG, Draper C, Ghildayal N, Harris AM, Kappelman MD, Ko JY, Mayer KH, Nagavedu K, Oster ME, Paranjape A, Puro J, Ritchey MD, Shay DK, Thacker D, Gundlapalli AV. Cardiac Complications After SARS-CoV-2 Infection and mRNA COVID-19 Vaccination - PCORnet, United States, January 2021-January 2022. MMWR Morb Mortal Wkly Rep 2022; 71:517-523. [PMID: 35389977 PMCID: PMC8989373 DOI: 10.15585/mmwr.mm7114e1] [Citation(s) in RCA: 78] [Impact Index Per Article: 39.0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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39
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Affiliation(s)
- Dimitri A Christakis
- Center for Child Health, Behavior, and Development, Seattle Children's Research Institute, Seattle, Washington.,Editor, JAMA Pediatrics
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40
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Sewell R, Buchanan CL, Davis S, Christakis DA, Dempsey A, Furniss A, Kazak AE, Kerlek AJ, Magnusen B, Pajor NM, Pyle L, Pyle LC, Razzaghi H, Schwartz BI, Vogiatzi MG, Nokoff NJ. Behavioral Health Diagnoses in Youth with Differences of Sex Development or Congenital Adrenal Hyperplasia Compared with Controls: A PEDSnet Study. J Pediatr 2021; 239:175-181.e2. [PMID: 34461062 PMCID: PMC8604751 DOI: 10.1016/j.jpeds.2021.08.066] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 08/10/2021] [Accepted: 08/23/2021] [Indexed: 11/25/2022]
Abstract
OBJECTIVE To evaluate the odds of a behavioral health diagnosis among youth with differences of sex development (DSD) or congenital adrenal hyperplasia (CAH) compared with matched controls in the PEDSnet database. STUDY DESIGN All youth with a diagnosis of DSD (n = 1216) or CAH (n = 1647) and at least 1 outpatient encounter were extracted from the PEDSnet database and propensity-score matched on 8 variables (1:4) with controls (n = 4864 and 6588, respectively) using multivariable logistic regression. The likelihood of having behavioral health diagnoses was examined using generalized estimating equations. RESULTS Youth with DSD had higher odds of a behavioral health diagnosis (OR, 1.7; 95% CI, 1.4-2.1; P < .0001) and neurodevelopmental diagnosis (OR, 1.7; 95% CI, 1.4, 2.0; P < .0001) compared with matched controls. Youth with CAH did not have an increased odds of a behavioral health diagnosis (OR, 1.0; 95% CI, 0.9, 1.1; P = .9) compared with matched controls but did have higher odds of developmental delay (OR, 1.8; 95% CI, 1.4, 2.4; P < .0001). CONCLUSIONS Youth with DSD diagnosis have higher odds of a behavioral health or neurodevelopmental diagnosis compared with matched controls. Youth with CAH have higher odds of developmental delay, highlighting the need for screening in both groups.
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Affiliation(s)
- Rachel Sewell
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Cindy L Buchanan
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Shanlee Davis
- Division of Endocrinology, Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Dimitri A Christakis
- Seattle Children's Research Institute, Center for Child Health, Behavior & Development, Seattle, WA
| | | | - Anna Furniss
- University of Colorado Anschutz Medical Campus, Adult & Child Consortium for Health Outcomes Research & Delivery, Aurora, CO
| | - Anne E Kazak
- Nemours Children's Health, Department of Pediatrics, Center for Healthcare Delivery Science and Thomas Jefferson University, Wilmington, DE
| | - Anna J Kerlek
- Department of Psychiatry and Behavioral Health, Nationwide Children's Hospital, Columbus, OH
| | - Brianna Magnusen
- Nationwide Children's Hospital, Institute for Informatics, Columbus, OH
| | - Nathan M Pajor
- Cincinnati Children's Hospital Medical Center, Division of Pulmonary Medicine and University of Cincinnati College of Medicine, Department of Pediatrics, Cincinnati, OH
| | - Laura Pyle
- Division of Endocrinology, Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Louise C Pyle
- Division of Human Genetics, Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Hanieh Razzaghi
- Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Beth I Schwartz
- Nemours Children's Health, Department of Pediatrics and Thomas Jefferson University, Department of Obstetrics and Gynecology, Wilmington, DE
| | - Maria G Vogiatzi
- Division of Endocrinology and Diabetes, Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Natalie J Nokoff
- Division of Endocrinology, Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO.
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41
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McArthur BA, Hentges R, Christakis DA, McDonald S, Tough S, Madigan S. Cumulative Social Risk and Child Screen Use: The Role of Child Temperament. J Pediatr Psychol 2021; 47:171-179. [PMID: 34388254 DOI: 10.1093/jpepsy/jsab087] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2021] [Revised: 07/22/2021] [Accepted: 07/22/2021] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVES It is critical to understand what children, and in which context, are at risk for high levels of screen use. This study examines whether child temperament interacts with cumulative social risk to predict young children's screen use and if the results are consistent with differential susceptibility or diathesis-stress models. METHODS Data from 1,992 families in Calgary, Alberta (81% White; 47% female; 94% >$40,000 income) from the All Our Families cohort were included. Mothers reported on cumulative social risk (e.g., low income and education, maternal depression) at <25 weeks of gestation, child's temperament at 36 months of age (surgency/extraversion, negative affectivity, effortful control), and child's screen use (hours/day) at 60 months of age. Along with socio-demographic factors, baseline levels of screen use were included as covariates. RESULTS Children high in surgency (i.e., high-intensity pleasure, impulsivity) had greater screen use than children low in surgency as social risk exposure increased. In line with differential susceptibility, children high in surgency also had less screen use than children low in surgency in contexts of low social risk. Children with heightened negative affectivity (i.e., frequent expressions of fear/frustration) had greater screen use as social risk increased, supporting a diathesis-stress model. CONCLUSIONS Young children predisposed to high-intensity pleasure seeking and negative affectivity in environments characterized as high in social risk may be prone to greater durations of screen use. Findings suggest that an understanding of social risks and individual characteristics of the child should be considered when promoting healthy digital health habits.
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Affiliation(s)
- Brae Anne McArthur
- Psychology Department, University of Calgary, Calgary, AB, Canada.,Alberta Children's Hospital Research Institute, Calgary, AB, Canada
| | - Rochelle Hentges
- Psychology Department, University of Calgary, Calgary, AB, Canada.,Alberta Children's Hospital Research Institute, Calgary, AB, Canada
| | | | - Sheila McDonald
- Cummings School of Medicine, University of Calgary, Calgary, AB, Canada.,Alberta Health Services, Calgary, AB, Canada
| | - Suzanne Tough
- Alberta Children's Hospital Research Institute, Calgary, AB, Canada.,Cummings School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Sheri Madigan
- Psychology Department, University of Calgary, Calgary, AB, Canada.,Alberta Children's Hospital Research Institute, Calgary, AB, Canada
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Freedman DS, Davies AJG, Kompaniyets L, Lange SJ, Goodman AB, Phan TLT, Cole FS, Dempsey A, Pajor N, Eneli I, Christakis DA, Forrest CB. A Longitudinal Comparison of Alternatives to Body Mass Index Z-Scores for Children with Very High Body Mass Indexes. J Pediatr 2021; 235:156-162. [PMID: 33676932 DOI: 10.1016/j.jpeds.2021.02.072] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Revised: 02/25/2021] [Accepted: 02/26/2021] [Indexed: 02/01/2023]
Abstract
OBJECTIVE The current Centers for Disease Control and Prevention (CDC) body mass index (BMI) z-scores are inaccurate for BMIs of ≥97th percentile. We, therefore, considered 5 alternatives that can be used across the entire BMI distribution: modified BMI-for-age z-score (BMIz), BMI expressed as a percentage of the 95th percentile (%CDC95th percentile), extended BMIz, BMI expressed as a percentage of the median (%median), and %median adjusted for the dispersion of BMIs. STUDY DESIGN We illustrate the behavior of the metrics among children of different ages and BMIs. We then compared the longitudinal tracking of the BMI metrics in electronic health record data from 1.17 million children in PEDSnet using the intraclass correlation coefficient to determine if 1 metric was superior. RESULTS Our examples show that using CDC BMIz for high BMIs can result in nonsensical results. All alternative metrics showed higher tracking than CDC BMIz among children with obesity. Of the alternatives, modified BMIz performed poorly among children with severe obesity, and %median performed poorly among children who did not have obesity at their first visit. The highest intraclass correlation coefficients were generally seen for extended BMIz, adjusted %median, and %CDC95th percentile. CONCLUSIONS Based on the examples of differences in the BMI metrics, the longitudinal tracking results and current familiarity BMI z-scores and percentiles. Both extended BMIz and extended BMI percentiles may be suitable replacements for the current z-scores and percentiles. These metrics are identical to those in the CDC growth charts for BMIs of <95th percentile and are superior for very high BMIs. Researchers' familiarity with the current CDC z-scores and clinicians with the CDC percentiles may ease the transition to the extended BMI scale.
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Affiliation(s)
- David S Freedman
- Division of Nutrition, Physical Activity, and Obesity, Centers for Disease Control and Prevention, Atlanta, GA.
| | - Amy J Goodwin Davies
- Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA
| | - Lyudmyla Kompaniyets
- Division of Nutrition, Physical Activity, and Obesity, Centers for Disease Control and Prevention, Atlanta, GA
| | - Samantha J Lange
- Division of Nutrition, Physical Activity, and Obesity, Centers for Disease Control and Prevention, Atlanta, GA
| | - Alyson B Goodman
- Division of Nutrition, Physical Activity, and Obesity, Centers for Disease Control and Prevention, Atlanta, GA
| | - Thao-Ly Tam Phan
- Department of Pediatrics, Nemours/Alfred I. duPont Hospital for Children, Wilmington, DE
| | - F Sessions Cole
- Department of Pediatrics, Washington University School of Medicine, St Louis, MO
| | - Amanda Dempsey
- Department of Pediatrics, University of Colorado, Aurora, CO
| | - Nathan Pajor
- Department of Pediatrics, Cincinnati Children's Hospital Medical Center and University of Cincinnati College of Medicine, Cincinnati, OH
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Affiliation(s)
- Dimitri A Christakis
- Center for Child Health, Behavior, and Development, Seattle Children's Research Institute, Seattle, Washington.,Editor, JAMA Pediatrics
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44
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Christakis DA. JAMA Pediatrics-The Year in Review, 2020. JAMA Pediatr 2021; 175:458-459. [PMID: 33749703 DOI: 10.1001/jamapediatrics.2021.0099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Affiliation(s)
- Dimitri A Christakis
- Editor, JAMA Pediatrics.,Seattle Children's Research Institute, Center for Child Health, Behavior, and Development, Seattle, Washington
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45
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Bailey LC, Razzaghi H, Burrows EK, Bunnell HT, Camacho PEF, Christakis DA, Eckrich D, Kitzmiller M, Lin SM, Magnusen BC, Newland J, Pajor NM, Ranade D, Rao S, Sofela O, Zahner J, Bruno C, Forrest CB. Assessment of 135 794 Pediatric Patients Tested for Severe Acute Respiratory Syndrome Coronavirus 2 Across the United States. JAMA Pediatr 2021; 175:176-184. [PMID: 33226415 PMCID: PMC7684518 DOI: 10.1001/jamapediatrics.2020.5052] [Citation(s) in RCA: 150] [Impact Index Per Article: 50.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
IMPORTANCE There is limited information on severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) testing and infection among pediatric patients across the United States. OBJECTIVE To describe testing for SARS-CoV-2 and the epidemiology of infected patients. DESIGN, SETTING, AND PARTICIPANTS A retrospective cohort study was conducted using electronic health record data from 135 794 patients younger than 25 years who were tested for SARS-CoV-2 from January 1 through September 8, 2020. Data were from PEDSnet, a network of 7 US pediatric health systems, comprising 6.5 million patients primarily from 11 states. Data analysis was performed from September 8 to 24, 2020. EXPOSURE Testing for SARS-CoV-2. MAIN OUTCOMES AND MEASURES SARS-CoV-2 infection and coronavirus disease 2019 (COVID-19) illness. RESULTS A total of 135 794 pediatric patients (53% male; mean [SD] age, 8.8 [6.7] years; 3% Asian patients, 15% Black patients, 11% Hispanic patients, and 59% White patients; 290 per 10 000 population [range, 155-395 per 10 000 population across health systems]) were tested for SARS-CoV-2, and 5374 (4%) were infected with the virus (12 per 10 000 population [range, 7-16 per 10 000 population]). Compared with White patients, those of Black, Hispanic, and Asian race/ethnicity had lower rates of testing (Black: odds ratio [OR], 0.70 [95% CI, 0.68-0.72]; Hispanic: OR, 0.65 [95% CI, 0.63-0.67]; Asian: OR, 0.60 [95% CI, 0.57-0.63]); however, they were significantly more likely to have positive test results (Black: OR, 2.66 [95% CI, 2.43-2.90]; Hispanic: OR, 3.75 [95% CI, 3.39-4.15]; Asian: OR, 2.04 [95% CI, 1.69-2.48]). Older age (5-11 years: OR, 1.25 [95% CI, 1.13-1.38]; 12-17 years: OR, 1.92 [95% CI, 1.73-2.12]; 18-24 years: OR, 3.51 [95% CI, 3.11-3.97]), public payer (OR, 1.43 [95% CI, 1.31-1.57]), outpatient testing (OR, 2.13 [1.86-2.44]), and emergency department testing (OR, 3.16 [95% CI, 2.72-3.67]) were also associated with increased risk of infection. In univariate analyses, nonmalignant chronic disease was associated with lower likelihood of testing, and preexisting respiratory conditions were associated with lower risk of positive test results (standardized ratio [SR], 0.78 [95% CI, 0.73-0.84]). However, several other diagnosis groups were associated with a higher risk of positive test results: malignant disorders (SR, 1.54 [95% CI, 1.19-1.93]), cardiac disorders (SR, 1.18 [95% CI, 1.05-1.32]), endocrinologic disorders (SR, 1.52 [95% CI, 1.31-1.75]), gastrointestinal disorders (SR, 2.00 [95% CI, 1.04-1.38]), genetic disorders (SR, 1.19 [95% CI, 1.00-1.40]), hematologic disorders (SR, 1.26 [95% CI, 1.06-1.47]), musculoskeletal disorders (SR, 1.18 [95% CI, 1.07-1.30]), mental health disorders (SR, 1.20 [95% CI, 1.10-1.30]), and metabolic disorders (SR, 1.42 [95% CI, 1.24-1.61]). Among the 5374 patients with positive test results, 359 (7%) were hospitalized for respiratory, hypotensive, or COVID-19-specific illness. Of these, 99 (28%) required intensive care unit services, and 33 (9%) required mechanical ventilation. The case fatality rate was 0.2% (8 of 5374). The number of patients with a diagnosis of Kawasaki disease in early 2020 was 40% lower (259 vs 433 and 430) than in 2018 or 2019. CONCLUSIONS AND RELEVANCE In this large cohort study of US pediatric patients, SARS-CoV-2 infection rates were low, and clinical manifestations were typically mild. Black, Hispanic, and Asian race/ethnicity; adolescence and young adulthood; and nonrespiratory chronic medical conditions were associated with identified infection. Kawasaki disease diagnosis is not an effective proxy for multisystem inflammatory syndrome of childhood.
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Affiliation(s)
- L. Charles Bailey
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania,Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania,Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Hanieh Razzaghi
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania,Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania,Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Evanette K. Burrows
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania,Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - H. Timothy Bunnell
- Biomedical Research Informatics Center, Nemours Biomedical Research, Alfred I. duPont Hospital for Children, Wilmington, Delaware
| | - Peter E. F. Camacho
- Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Dimitri A. Christakis
- Seattle Children’s Research Institute, University of Washington, Department of Pediatrics, Seattle,Editor, JAMA Pediatrics
| | - Daniel Eckrich
- Biomedical Research Informatics Center, Nemours Biomedical Research, Alfred I. duPont Hospital for Children, Wilmington, Delaware
| | - Melody Kitzmiller
- Research IT R&D, Abigail Wexner Research Institute, Nationwide Children’s Hospital, Columbus, Ohio
| | - Simon M. Lin
- Department of Research Information Solutions and Innovation, Nationwide Children’s Hospital, Columbus, Ohio
| | - Brianna C. Magnusen
- Institute for Informatics, Washington University School of Medicine in St Louis, St Louis, Missouri
| | - Jason Newland
- Department of Pediatrics, St Louis Children’s Hospital, St Louis, Missouri
| | - Nathan M. Pajor
- Division of Pulmonary Medicine, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio,Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - Daksha Ranade
- Seattle Children’s Research Institute, University of Washington, Department of Pediatrics, Seattle
| | - Suchitra Rao
- Department of Pediatrics (Infectious Diseases, Hospital Medicine and Epidemiology), University of Colorado School of Medicine and Children’s Hospital Colorado, Aurora
| | - Olamiji Sofela
- Research Informatics–Analytics Resource Center, Children’s Hospital Colorado, Aurora
| | - Janet Zahner
- Division of Biomedical Informatics, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio
| | - Cortney Bruno
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Christopher B. Forrest
- Applied Clinical Research Center, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania,Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania,Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
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Christakis DA, Van Cleve W, Zimmerman FJ. Estimation of US Children's Educational Attainment and Years of Life Lost Associated With Primary School Closures During the Coronavirus Disease 2019 Pandemic. JAMA Netw Open 2020; 3:e2028786. [PMID: 33180132 PMCID: PMC7662136 DOI: 10.1001/jamanetworkopen.2020.28786] [Citation(s) in RCA: 96] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
IMPORTANCE United States primary school closures during the 2020 coronavirus disease 2019 (COVID-19) pandemic affected millions of children, with little understanding of the potential health outcomes associated with educational disruption. OBJECTIVE To estimate the potential years of life lost (YLL) associated with the COVID-19 pandemic conditioned on primary schools being closed or remaining open. DESIGN, SETTING, AND PARTICIPANTS This decision analytical model estimated the association between school closures and reduced educational attainment and the association between reduced educational attainment and life expectancy using publicly available data sources, including data for 2020 from the US Centers for Disease Control and Prevention, the US Social Security Administration, and the US Census Bureau. Direct COVID-19 mortality and potential increases in mortality that might have resulted if school opening led to increased transmission of COVID-19 were also estimated. MAIN OUTCOMES AND MEASURES Years of life lost. RESULTS A total of 24.2 million children aged 5 to 11 years attended public schools that were closed during the 2020 pandemic, losing a median of 54 (interquartile range, 48-62.5) days of instruction. Missed instruction was associated with a mean loss of 0.31 (95% credible interval [CI], 0.10-0.65) years of final educational attainment for boys and 0.21 (95% CI, 0.06-0.46) years for girls. Summed across the population, an estimated 5.53 million (95% CI, 1.88-10.80) YLL may be associated with school closures. The Centers for Disease Control and Prevention reported a total of 88 241 US deaths from COVID-19 through the end of May 2020, with an estimated 1.50 million (95% CI, 1.23-1.85 million) YLL as a result. Had schools remained open, 1.47 million (95% credible interval, 0.45-2.59) additional YLL could have been expected as a result, based on results of studies associating school closure with decreased pandemic spread. Comparing the full distributions of estimated YLL under both "schools open" and "schools closed" conditions, the analysis observed a 98.1% probability that school opening would have been associated with a lower total YLL than school closure. CONCLUSIONS AND RELEVANCE In this decision analytical model of years of life potentially lost under differing conditions of school closure, the analysis favored schools remaining open. Future decisions regarding school closures during the pandemic should consider the association between educational disruption and decreased expected lifespan and give greater weight to the potential outcomes of school closure on children's health.
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Affiliation(s)
- Dimitri A. Christakis
- Department of Pediatrics, Seattle Children’s Research Institute, University of Washington, Seattle
| | - Wil Van Cleve
- Department of Anesthesiology and Pain Medicine, University of Washington, Seattle
| | - Frederick J. Zimmerman
- Department of Health Policy & Management, Center for Health Advancement, Fielding School of Public Health, University of California, Los Angeles, Los Angeles, California
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47
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Affiliation(s)
- Dimitri A Christakis
- Seattle Children's Research Institute, Center for Child Health, Behavior, and Development, Seattle, Washington.,Editor, JAMA Pediatrics
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48
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49
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Dibner KA, Schweingruber HA, Christakis DA. Reopening K-12 Schools During the COVID-19 Pandemic: A Report From the National Academies of Sciences, Engineering, and Medicine. JAMA 2020; 324:833-834. [PMID: 32761241 DOI: 10.1001/jama.2020.14745] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Affiliation(s)
- Kenne A Dibner
- National Academies of Sciences, Engineering, and Medicine, Washington, DC
| | | | - Dimitri A Christakis
- Department of Pediatrics, School of Medicine, University of Washington, Seattle
- Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle Children's Hospital, Seattle, Washington
- Editor, JAMA Pediatrics
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50
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Kroshus E, Hawrilenko M, Tandon PS, Christakis DA. Plans of US Parents Regarding School Attendance for Their Children in the Fall of 2020: A National Survey. JAMA Pediatr 2020; 174:2769634. [PMID: 32797152 PMCID: PMC7428818 DOI: 10.1001/jamapediatrics.2020.3864] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Accepted: 07/30/2020] [Indexed: 12/16/2022]
Abstract
IMPORTANCE As schools consider reopening for in-person instruction prior to availability of a coronavirus disease 2019 (COVID-19) vaccine, families may be weighing their priorities regarding school attendance. OBJECTIVE To characterize the association of planned in-person school attendance during the COVID-19 pandemic with factors, including family socioeconomic characteristics, and parent attitudes and beliefs about their child's school attendance. DESIGN, SETTING, AND PARTICIPANTS Cross-sectional survey study. Data were collected from June 2, 2020, to June 5, 2020, weighted to reflect population norms, and analyzed using ordered probit regression. A sample of US parents (of children ages 5-17 years) were recruited using a nonprobability survey panel with stratification by socioeconomic characteristics. MAIN OUTCOMES AND MEASURES The main outcome was parent-reported plan to send their child to school or keep their child home, conditional on their school opening for in-person instruction. Additional measures assessed family socioeconomic characteristics, medical vulnerability, worry about COVID-19 and multisystem inflammatory syndrome, confidence in their child's school, and homeschooling difficulties. RESULTS The sample of 730 parents was balanced by parent sex (53% women) with successful oversampling for Black (28%; n = 201) and Hispanic (27%; n = 200) participants. In estimates weighted to US population norms, 31% (95% CI, 27% to 34%) of participants indicated they would probably or definitely keep their child home this fall, and 49% indicated that they would probably or definitely send their child to school this fall. Factors associated with planning to keep children home included lower income (38% with incomes <$50 000 vs 21% with incomes $100 000-$150 000 per year; difference, 17%; 95% CI, 9% to 26%), being unemployed (40% unemployed vs 26% employed; difference, 14%; 95% CI, 5% to 25%), and having a flexible job (33% with flexible jobs vs 19% with inflexible jobs; difference, 14%; 95% CI, 5% to 30%). Planning to keep children home was also associated with fear of COVID-19 (B = 0.19; P < .001), fear of multisystem inflammatory syndrome (B = 0.12; P = .04), confidence in schools (B = -0.22; P < .001), and challenges of homeschooling (B = -0.12; P = .01). Race and ethnicity were not significantly associated with plans to keep children home. CONCLUSIONS AND RELEVANCE In this survey study, many parents planned to keep children home in fall 2020. Schools need to act soon to address parental concerns and provide options for what will be available for them should they opt to keep their child home. Structural barriers, such as lack of workplace flexibility and potential school-level inequities in implementation of preventive measures, must be acknowledged and addressed where possible.
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Affiliation(s)
- Emily Kroshus
- Center for Child Health, Behavior and Development, Seattle Children’s Research Institute, Seattle, Washington
- Department of Pediatrics, University of Washington, Seattle
| | - Matt Hawrilenko
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle
| | - Pooja S. Tandon
- Center for Child Health, Behavior and Development, Seattle Children’s Research Institute, Seattle, Washington
- Department of Pediatrics, University of Washington, Seattle
| | - Dimitri A. Christakis
- Center for Child Health, Behavior and Development, Seattle Children’s Research Institute, Seattle, Washington
- Department of Pediatrics, University of Washington, Seattle
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