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Vibert B, Segura P, Gallagher L, Georgiades S, Pervanidou P, Thurm A, Alexander L, Anagnostou E, Aoki Y, Birken CS, Bishop SL, Boi J, Bravaccio C, Brentani H, Canevini P, Carta A, Charach A, Costantino A, Cost KT, Cravo EA, Crosbie J, Davico C, Donno F, Fujino J, Gabellone A, Geyer CT, Hirota T, Kanne S, Kawashima M, Kelley E, Kim H, Kim YS, Kim SH, Korczak DJ, Lai MC, Margari L, Marzulli L, Masi G, Mazzone L, McGrath J, Monga S, Morosini P, Nakajima S, Narzisi A, Nicolson R, Nikolaidis A, Noda Y, Nowell K, Polizzi M, Portolese J, Riccio MP, Saito M, Schwartz I, Simhal AK, Siracusano M, Sotgiu S, Stroud J, Sumiya F, Tachibana Y, Takahashi N, Takahashi R, Tamon H, Tancredi R, Vitiello B, Zuddas A, Leventhal B, Merikangas K, Milham MP, Di Martino A. CRISIS AFAR: an international collaborative study of the impact of the COVID-19 pandemic on mental health and service access in youth with autism and neurodevelopmental conditions. Mol Autism 2023; 14:7. [PMID: 36788583 PMCID: PMC9928142 DOI: 10.1186/s13229-022-00536-z] [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] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 12/26/2022] [Indexed: 02/16/2023] Open
Abstract
BACKGROUND Heterogeneous mental health outcomes during the COVID-19 pandemic are documented in the general population. Such heterogeneity has not been systematically assessed in youth with autism spectrum disorder (ASD) and related neurodevelopmental disorders (NDD). To identify distinct patterns of the pandemic impact and their predictors in ASD/NDD youth, we focused on pandemic-related changes in symptoms and access to services. METHODS Using a naturalistic observational design, we assessed parent responses on the Coronavirus Health and Impact Survey Initiative (CRISIS) Adapted For Autism and Related neurodevelopmental conditions (AFAR). Cross-sectional AFAR data were aggregated across 14 European and North American sites yielding a clinically well-characterized sample of N = 1275 individuals with ASD/NDD (age = 11.0 ± 3.6 years; n females = 277). To identify subgroups with differential outcomes, we applied hierarchical clustering across eleven variables measuring changes in symptoms and access to services. Then, random forest classification assessed the importance of socio-demographics, pre-pandemic service rates, clinical severity of ASD-associated symptoms, and COVID-19 pandemic experiences/environments in predicting the outcome subgroups. RESULTS Clustering revealed four subgroups. One subgroup-broad symptom worsening only (20%)-included youth with worsening across a range of symptoms but with service disruptions similar to the average of the aggregate sample. The other three subgroups were, relatively, clinically stable but differed in service access: primarily modified services (23%), primarily lost services (6%), and average services/symptom changes (53%). Distinct combinations of a set of pre-pandemic services, pandemic environment (e.g., COVID-19 new cases, restrictions), experiences (e.g., COVID-19 Worries), and age predicted each outcome subgroup. LIMITATIONS Notable limitations of the study are its cross-sectional nature and focus on the first six months of the pandemic. CONCLUSIONS Concomitantly assessing variation in changes of symptoms and service access during the first phase of the pandemic revealed differential outcome profiles in ASD/NDD youth. Subgroups were characterized by distinct prediction patterns across a set of pre- and pandemic-related experiences/contexts. Results may inform recovery efforts and preparedness in future crises; they also underscore the critical value of international data-sharing and collaborations to address the needs of those most vulnerable in times of crisis.
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Affiliation(s)
- Bethany Vibert
- grid.428122.f0000 0004 7592 9033Autism Center, Child Mind Institute, 101 E 56Th Street, Third Floor, New York, NY USA
| | - Patricia Segura
- grid.428122.f0000 0004 7592 9033Autism Center, Child Mind Institute, 101 E 56Th Street, Third Floor, New York, NY USA
| | - Louise Gallagher
- grid.8217.c0000 0004 1936 9705Department of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Stelios Georgiades
- grid.25073.330000 0004 1936 8227Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON Canada
| | - Panagiota Pervanidou
- Unit of Developmental and Behavioral Pediatrics, First Department of Pediatrics, School of Medicine, National & Kapodistrian University of Athens, “Aghia Sophia” Children’s Hospital, Athens, Greece
| | - Audrey Thurm
- grid.416868.50000 0004 0464 0574Neurodevelopmental and Behavioral Phenotyping Service, National Institute of Mental Health, Bethesda, MD USA
| | - Lindsay Alexander
- grid.428122.f0000 0004 7592 9033Center for the Developing Brain, Child Mind Institute, New York, NY USA
| | - Evdokia Anagnostou
- grid.414294.e0000 0004 0572 4702Autism Research Centre, Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, ON Canada ,grid.17063.330000 0001 2157 2938Department of Paediatrics, University of Toronto, Toronto, ON Canada
| | - Yuta Aoki
- grid.410714.70000 0000 8864 3422Medical Institute of Developmental Disabilities Research, Showa University, Tokyo, Japan
| | - Catherine S. Birken
- grid.17063.330000 0001 2157 2938Department of Pediatrics, School of Medicine, University of Toronto, Toronto, ON Canada ,grid.42327.300000 0004 0473 9646Division of Paediatric Medicine, Hospital for Sick Children, Toronto, ON Canada
| | - Somer L. Bishop
- grid.266102.10000 0001 2297 6811Department of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California, San Francisco, CA USA
| | - Jessica Boi
- grid.7763.50000 0004 1755 3242Department of Biomedical Sciences, Section of Neuroscience & Clinical Pharmacology, University of Cagliari, Cagliari, Italy
| | - Carmela Bravaccio
- grid.4691.a0000 0001 0790 385XUOSD di Neuropsichiatria Infantile - Dipartimento di Scienze Mediche Traslazionali, Università Federico II di Napoli, Naples, Italy
| | - Helena Brentani
- grid.11899.380000 0004 1937 0722Department of Psychiatry, Hospital das Clinicas HCFMUSP, Faculty of Medicine, University of São Paulo (USP), São Paulo, Brazil
| | - Paola Canevini
- grid.4708.b0000 0004 1757 2822Department of Health Sciences, Università Degli Studi Di Milano, Milan, Italy ,grid.415093.a0000 0004 1793 3800Epilepsy Center - Sleep Medicine Center, Childhood and Adolescence Neuropsychiatry Unit, ASST SS. Paolo E Carlo, San Paolo Hospital, Milan, Italy
| | - Alessandra Carta
- Department of Medical, Surgical and Pharmacy, Unit of Child Neuropsychiatry, University Hospital of Sassari, Sassari, Italy
| | - Alice Charach
- grid.42327.300000 0004 0473 9646Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning, Toronto, ON Canada ,grid.17063.330000 0001 2157 2938Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, ON Canada
| | - Antonella Costantino
- grid.414818.00000 0004 1757 8749Child and Adolescent Neuropsychiatric Unit, Foundation IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Katherine T. Cost
- grid.42327.300000 0004 0473 9646Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning, Toronto, ON Canada
| | - Elaine A Cravo
- grid.20736.300000 0001 1941 472XUFPR - Federal University of Paraná, Paraná, Brazil
| | - Jennifer Crosbie
- grid.42327.300000 0004 0473 9646Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning, Toronto, ON Canada ,grid.17063.330000 0001 2157 2938Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, ON Canada
| | - Chiara Davico
- grid.7605.40000 0001 2336 6580Department of Public Health and Pediatric Sciences, Section of Child and Adolescent Neuropsychiatry, University of Turin, Turin, Italy
| | - Federica Donno
- grid.7763.50000 0004 1755 3242Department of Biomedical Sciences, Section of Neuroscience & Clinical Pharmacology, University of Cagliari, Cagliari, Italy
| | - Junya Fujino
- grid.265073.50000 0001 1014 9130Department of Psychiatry and Behavioral Sciences, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Alessandra Gabellone
- grid.7644.10000 0001 0120 3326Department of Precision and Regenerative Medicine and Ionian Area, (DiMePRe-J), University of Bari “Aldo Moro”, Bari, Italy
| | - Cristiane T Geyer
- grid.20736.300000 0001 1941 472XUFPR - Federal University of Paraná, Paraná, Brazil
| | - Tomoya Hirota
- grid.266102.10000 0001 2297 6811Department of Psychiatry and Behavioral Sciences, University of California San Francisco, San Francisco, CA USA ,grid.257016.70000 0001 0673 6172Department of Neuropsychiatry, Graduate School of Medicine, Hirosaki University, Hirosaki, Aomori, Japan
| | - Stephen Kanne
- grid.5386.8000000041936877XDepartment of Psychiatry, Weill Cornell Medical College, Center for Autism and the Developing Brain, New York, NY USA
| | | | - Elizabeth Kelley
- grid.410356.50000 0004 1936 8331Department of Psychology, Queens University, Kingston, ON Canada
| | - Hosanna Kim
- grid.266102.10000 0001 2297 6811The UCSF Center for ASD & NDDs, University of California San Francisco, San Francisco, CA USA
| | - Young Shin Kim
- grid.266102.10000 0001 2297 6811The UCSF Center for ASD & NDDs, University of California San Francisco, San Francisco, CA USA
| | - So Hyun Kim
- grid.222754.40000 0001 0840 2678School of Psychology and Psychiatry, Korea University, Seoul, South Korea
| | - Daphne J. Korczak
- grid.42327.300000 0004 0473 9646Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning, Toronto, ON Canada ,grid.17063.330000 0001 2157 2938Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, ON Canada
| | - Meng-Chuan Lai
- grid.42327.300000 0004 0473 9646Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning, Toronto, ON Canada ,grid.17063.330000 0001 2157 2938Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, ON Canada ,grid.5335.00000000121885934Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK ,grid.155956.b0000 0000 8793 5925Centre for Addiction and Mental Health, Toronto, ON Canada ,grid.412094.a0000 0004 0572 7815Department of Psychiatry, National Taiwan University Hospital and College of Medicine, Taipei, Taiwan
| | - Lucia Margari
- grid.7644.10000 0001 0120 3326Department of Precision and Regenerative Medicine and Ionian Area, (DiMePRe-J), University of Bari “Aldo Moro”, Bari, Italy
| | - Lucia Marzulli
- grid.7644.10000 0001 0120 3326Department of Precision and Regenerative Medicine and Ionian Area, (DiMePRe-J), University of Bari “Aldo Moro”, Bari, Italy
| | - Gabriele Masi
- IRCCS Stella Maris Foundation, Calambrone-Pisa, Italy
| | - Luigi Mazzone
- grid.6530.00000 0001 2300 0941Child Neurology and Psychiatry Unit, Systems Medicine Department, University of Rome Tor Vergata, Rome, Italy
| | - Jane McGrath
- grid.8217.c0000 0004 1936 9705Department of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland ,39ADMiRE, Linn Dara Child and Adolescent Mental Health Services, Cherry Orchard Hospital, Ballyfermot, Dublin, Ireland
| | - Suneeta Monga
- grid.42327.300000 0004 0473 9646Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning, Toronto, ON Canada ,grid.17063.330000 0001 2157 2938Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, ON Canada
| | - Paola Morosini
- Unita’ Operativa di Neuropsichiatria dell’ Infanzia e dell’ adolescenza, Lodi, Italy
| | - Shinichiro Nakajima
- grid.26091.3c0000 0004 1936 9959Keio University School of Medicine, Tokyo, Japan
| | | | - Rob Nicolson
- grid.39381.300000 0004 1936 8884Department of Psychiatry, University of Western Ontario, London, ON Canada
| | - Aki Nikolaidis
- grid.428122.f0000 0004 7592 9033Center for the Developing Brain, Child Mind Institute, New York, NY USA
| | - Yoshihiro Noda
- grid.26091.3c0000 0004 1936 9959Keio University School of Medicine, Tokyo, Japan
| | - Kerri Nowell
- grid.134936.a0000 0001 2162 3504Thompson Center of Neurodevelopmental Disorders, University of Missouri, Columbia, MO USA
| | - Miriam Polizzi
- grid.4691.a0000 0001 0790 385XUOSD di Neuropsichiatria Infantile - Dipartimento di Scienze Mediche Traslazionali, Università Federico II di Napoli, Naples, Italy
| | - Joana Portolese
- grid.11899.380000 0004 1937 0722Department of Psychiatry, Hospital das Clinicas HCFMUSP, Faculty of Medicine, University of São Paulo (USP), São Paulo, Brazil
| | - Maria Pia Riccio
- grid.4691.a0000 0001 0790 385XUOSD di Neuropsichiatria Infantile - Dipartimento di Scienze Mediche Traslazionali, Università Federico II di Napoli, Naples, Italy
| | - Manabu Saito
- grid.257016.70000 0001 0673 6172Department of Neuropsychiatry, Graduate School of Medicine, Hirosaki University, Hirosaki, Aomori, Japan ,grid.257016.70000 0001 0673 6172Research Center for Child Mental Development, Graduate School of Medicine, Hirosaki University, Hirosaki, Japan ,grid.257016.70000 0001 0673 6172Department of Clinical Psychological Science, Comprehensive Rehabilitation Science, Graduate School of Health Sciences, Hirosaki University, Hirosaki, Aomori, Japan
| | - Ida Schwartz
- grid.8532.c0000 0001 2200 7498Genetics Department/UFRGS, Medical Genetics Service/HCPA, Porto Alegre, Brazil
| | - Anish K. Simhal
- grid.428122.f0000 0004 7592 9033Autism Center, Child Mind Institute, 101 E 56Th Street, Third Floor, New York, NY USA ,grid.51462.340000 0001 2171 9952Medical Physics, Memorial Sloan Kettering Cancer Center, New York, USA
| | - Martina Siracusano
- grid.6530.00000 0001 2300 0941Child Neurology and Psychiatry Unit, Systems Medicine Department, University of Rome Tor Vergata, Rome, Italy
| | - Stefano Sotgiu
- Department of Medical, Surgical and Pharmacy, Unit of Child Neuropsychiatry, University Hospital of Sassari, Sassari, Italy
| | - Jacob Stroud
- grid.428122.f0000 0004 7592 9033Autism Center, Child Mind Institute, 101 E 56Th Street, Third Floor, New York, NY USA
| | - Fernando Sumiya
- grid.11899.380000 0004 1937 0722Department of Psychiatry, Hospital das Clinicas HCFMUSP, Faculty of Medicine, University of São Paulo (USP), São Paulo, Brazil
| | - Yoshiyuki Tachibana
- grid.63906.3a0000 0004 0377 2305Division of Infant and Toddler Mental Health, Department of Psychosocial Medicine, National Center for Child Health and Development, Tokyo, Japan
| | - Nicole Takahashi
- grid.134936.a0000 0001 2162 3504Thompson Center of Neurodevelopmental Disorders, University of Missouri, Columbia, MO USA
| | | | - Hiroki Tamon
- grid.63906.3a0000 0004 0377 2305Division of Infant and Toddler Mental Health, Department of Psychosocial Medicine, National Center for Child Health and Development, Tokyo, Japan
| | | | - Benedetto Vitiello
- grid.7605.40000 0001 2336 6580Department of Public Health and Pediatric Sciences, Section of Child and Adolescent Neuropsychiatry, University of Turin, Turin, Italy
| | - Alessandro Zuddas
- grid.7763.50000 0004 1755 3242Department of Biomedical Sciences, Section of Neuroscience & Clinical Pharmacology, University of Cagliari, Cagliari, Italy ,Child & Adolescent Neuropsychiatry Unit, “A.Cao” Paediatric Hospital, Cagliari, Italy
| | - Bennett Leventhal
- grid.170205.10000 0004 1936 7822University of Chicago, Chicago, IL USA
| | - Kathleen Merikangas
- grid.416868.50000 0004 0464 0574Genetic Epidemiology Research Branch, Intramural Research Program, National Institute of Mental Health, Bethesda, USA
| | - Michael P. Milham
- grid.428122.f0000 0004 7592 9033Center for the Developing Brain, Child Mind Institute, New York, NY USA ,grid.250263.00000 0001 2189 4777Nathan S. Kline Institute for Psychiatric Research, Orangeburg, NY USA
| | - Adriana Di Martino
- Autism Center, Child Mind Institute, 101 E 56Th Street, Third Floor, New York, NY, USA.
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