Molecular Autism (Feb 2023)
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
- Bethany Vibert,
- Patricia Segura,
- Louise Gallagher,
- Stelios Georgiades,
- Panagiota Pervanidou,
- Audrey Thurm,
- Lindsay Alexander,
- Evdokia Anagnostou,
- Yuta Aoki,
- Catherine S. Birken,
- Somer L. Bishop,
- Jessica Boi,
- Carmela Bravaccio,
- Helena Brentani,
- Paola Canevini,
- Alessandra Carta,
- Alice Charach,
- Antonella Costantino,
- Katherine T. Cost,
- Elaine A Cravo,
- Jennifer Crosbie,
- Chiara Davico,
- Federica Donno,
- Junya Fujino,
- Alessandra Gabellone,
- Cristiane T Geyer,
- Tomoya Hirota,
- Stephen Kanne,
- Makiko Kawashima,
- Elizabeth Kelley,
- Hosanna Kim,
- Young Shin Kim,
- So Hyun Kim,
- Daphne J. Korczak,
- Meng-Chuan Lai,
- Lucia Margari,
- Lucia Marzulli,
- Gabriele Masi,
- Luigi Mazzone,
- Jane McGrath,
- Suneeta Monga,
- Paola Morosini,
- Shinichiro Nakajima,
- Antonio Narzisi,
- Rob Nicolson,
- Aki Nikolaidis,
- Yoshihiro Noda,
- Kerri Nowell,
- Miriam Polizzi,
- Joana Portolese,
- Maria Pia Riccio,
- Manabu Saito,
- Ida Schwartz,
- Anish K. Simhal,
- Martina Siracusano,
- Stefano Sotgiu,
- Jacob Stroud,
- Fernando Sumiya,
- Yoshiyuki Tachibana,
- Nicole Takahashi,
- Riina Takahashi,
- Hiroki Tamon,
- Raffaella Tancredi,
- Benedetto Vitiello,
- Alessandro Zuddas,
- Bennett Leventhal,
- Kathleen Merikangas,
- Michael P. Milham,
- Adriana Di Martino
Affiliations
- Bethany Vibert
- Autism Center, Child Mind Institute
- Patricia Segura
- Autism Center, Child Mind Institute
- Louise Gallagher
- Department of Psychiatry, School of Medicine, Trinity College Dublin
- Stelios Georgiades
- Department of Psychiatry and Behavioural Neurosciences, McMaster University
- 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
- Audrey Thurm
- Neurodevelopmental and Behavioral Phenotyping Service, National Institute of Mental Health
- Lindsay Alexander
- Center for the Developing Brain, Child Mind Institute
- Evdokia Anagnostou
- Autism Research Centre, Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital
- Yuta Aoki
- Medical Institute of Developmental Disabilities Research, Showa University
- Catherine S. Birken
- Department of Pediatrics, School of Medicine, University of Toronto
- Somer L. Bishop
- Department of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California
- Jessica Boi
- Department of Biomedical Sciences, Section of Neuroscience & Clinical Pharmacology, University of Cagliari
- Carmela Bravaccio
- UOSD di Neuropsichiatria Infantile - Dipartimento di Scienze Mediche Traslazionali, Università Federico II di Napoli
- Helena Brentani
- Department of Psychiatry, Hospital das Clinicas HCFMUSP, Faculty of Medicine, University of São Paulo (USP)
- Paola Canevini
- Department of Health Sciences, Università Degli Studi Di Milano
- Alessandra Carta
- Department of Medical, Surgical and Pharmacy, Unit of Child Neuropsychiatry, University Hospital of Sassari
- Alice Charach
- Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning
- Antonella Costantino
- Child and Adolescent Neuropsychiatric Unit, Foundation IRCCS Ca’ Granda Ospedale Maggiore Policlinico
- Katherine T. Cost
- Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning
- Elaine A Cravo
- UFPR - Federal University of Paraná
- Jennifer Crosbie
- Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning
- Chiara Davico
- Department of Public Health and Pediatric Sciences, Section of Child and Adolescent Neuropsychiatry, University of Turin
- Federica Donno
- Department of Biomedical Sciences, Section of Neuroscience & Clinical Pharmacology, University of Cagliari
- Junya Fujino
- Department of Psychiatry and Behavioral Sciences, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University
- Alessandra Gabellone
- Department of Precision and Regenerative Medicine and Ionian Area, (DiMePRe-J), University of Bari “Aldo Moro”
- Cristiane T Geyer
- UFPR - Federal University of Paraná
- Tomoya Hirota
- Department of Psychiatry and Behavioral Sciences, University of California San Francisco
- Stephen Kanne
- Department of Psychiatry, Weill Cornell Medical College, Center for Autism and the Developing Brain
- Makiko Kawashima
- Koishikawa Tokyo Hospital
- Elizabeth Kelley
- Department of Psychology, Queens University
- Hosanna Kim
- The UCSF Center for ASD & NDDs, University of California San Francisco
- Young Shin Kim
- The UCSF Center for ASD & NDDs, University of California San Francisco
- So Hyun Kim
- School of Psychology and Psychiatry, Korea University
- Daphne J. Korczak
- Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning
- Meng-Chuan Lai
- Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning
- Lucia Margari
- Department of Precision and Regenerative Medicine and Ionian Area, (DiMePRe-J), University of Bari “Aldo Moro”
- Lucia Marzulli
- Department of Precision and Regenerative Medicine and Ionian Area, (DiMePRe-J), University of Bari “Aldo Moro”
- Gabriele Masi
- IRCCS Stella Maris Foundation
- Luigi Mazzone
- Child Neurology and Psychiatry Unit, Systems Medicine Department, University of Rome Tor Vergata
- Jane McGrath
- Department of Psychiatry, School of Medicine, Trinity College Dublin
- Suneeta Monga
- Department of Psychiatry, Hospital for Sick Children, Peter Gilgan Centre for Research and Learning
- Paola Morosini
- Unita’ Operativa di Neuropsichiatria dell’ Infanzia e dell’ adolescenza
- Shinichiro Nakajima
- Keio University School of Medicine
- Antonio Narzisi
- IRCCS Stella Maris Foundation
- Rob Nicolson
- Department of Psychiatry, University of Western Ontario
- Aki Nikolaidis
- Center for the Developing Brain, Child Mind Institute
- Yoshihiro Noda
- Keio University School of Medicine
- Kerri Nowell
- Thompson Center of Neurodevelopmental Disorders, University of Missouri
- Miriam Polizzi
- UOSD di Neuropsichiatria Infantile - Dipartimento di Scienze Mediche Traslazionali, Università Federico II di Napoli
- Joana Portolese
- Department of Psychiatry, Hospital das Clinicas HCFMUSP, Faculty of Medicine, University of São Paulo (USP)
- Maria Pia Riccio
- UOSD di Neuropsichiatria Infantile - Dipartimento di Scienze Mediche Traslazionali, Università Federico II di Napoli
- Manabu Saito
- Department of Neuropsychiatry, Graduate School of Medicine, Hirosaki University
- Ida Schwartz
- Genetics Department/UFRGS, Medical Genetics Service/HCPA
- Anish K. Simhal
- Autism Center, Child Mind Institute
- Martina Siracusano
- Child Neurology and Psychiatry Unit, Systems Medicine Department, University of Rome Tor Vergata
- Stefano Sotgiu
- Department of Medical, Surgical and Pharmacy, Unit of Child Neuropsychiatry, University Hospital of Sassari
- Jacob Stroud
- Autism Center, Child Mind Institute
- Fernando Sumiya
- Department of Psychiatry, Hospital das Clinicas HCFMUSP, Faculty of Medicine, University of São Paulo (USP)
- Yoshiyuki Tachibana
- Division of Infant and Toddler Mental Health, Department of Psychosocial Medicine, National Center for Child Health and Development
- Nicole Takahashi
- Thompson Center of Neurodevelopmental Disorders, University of Missouri
- Riina Takahashi
- Koishikawa Tokyo Hospital
- Hiroki Tamon
- Division of Infant and Toddler Mental Health, Department of Psychosocial Medicine, National Center for Child Health and Development
- Raffaella Tancredi
- IRCCS Stella Maris Foundation
- Benedetto Vitiello
- Department of Public Health and Pediatric Sciences, Section of Child and Adolescent Neuropsychiatry, University of Turin
- Alessandro Zuddas
- Department of Biomedical Sciences, Section of Neuroscience & Clinical Pharmacology, University of Cagliari
- Bennett Leventhal
- University of Chicago
- Kathleen Merikangas
- Genetic Epidemiology Research Branch, Intramural Research Program, National Institute of Mental Health
- Michael P. Milham
- Center for the Developing Brain, Child Mind Institute
- Adriana Di Martino
- Autism Center, Child Mind Institute
- DOI
- https://doi.org/10.1186/s13229-022-00536-z
- Journal volume & issue
-
Vol. 14,
no. 1
pp. 1 – 17
Abstract
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.
Keywords
- Mental health outcomes
- Autism spectrum disorder
- Neurodevelopmental conditions
- Sleep
- Behavioral problems
- Prediction