Combining developmental and sleep health measures for autism spectrum disorder screening: an ECHO study.


Journal

Pediatric research
ISSN: 1530-0447
Titre abrégé: Pediatr Res
Pays: United States
ID NLM: 0100714

Informations de publication

Date de publication:
12 Jun 2024
Historique:
received: 15 03 2024
accepted: 20 05 2024
revised: 01 05 2024
medline: 13 6 2024
pubmed: 13 6 2024
entrez: 12 6 2024
Statut: aheadofprint

Résumé

Sleep problems are reported for up to 80% of autistic individuals. We examined whether parsimonious sets of items derived from the Modified Checklist for Autism in Toddlers, Revised (M-CHAT-R) and the Brief Infant Sleep Questionnaire (BISQ) are superior to the standard M-CHAT-R in predicting subsequent autism spectrum disorder (ASD) diagnoses. Participants from 11 Environmental influences on Child Health Outcomes (ECHO) cohorts were included. We performed logistic LASSO regression models with 10-fold cross-validation to identify whether a combination of items derived from the M-CHAT-R and BISQ are superior to the standard M-CHAT-R in predicting ASD diagnoses. The final sample comprised 1552 children. The standard M-CHAT-R had a sensitivity of 44% (95% CI: 34, 55), specificity of 92% (95% CI: 91, 94), and AUROC of 0.726 (95% CI: 0.663, 0.790). A higher proportion of children with ASD had difficulty falling asleep or resisted bedtime during infancy/toddlerhood. However, LASSO models revealed parental reports of sleep problems did not improve the accuracy of the M-CHAT-R in predicting ASD diagnosis. While children with ASD had higher rates of sleep problems during infancy/toddlerhood, there was no improvement in ASD developmental screening through the incorporation of parent-report sleep metrics. Parental-reported sleep problems are common in autism spectrum disorder (ASD). We investigated whether the inclusion of parental-reports of infant/toddler sleep patterns enhanced the effectiveness of developmental screening for autism. We reported higher rates of difficulty falling asleep and resisting bedtime during infancy and toddlerhood among children later diagnosed with ASD; however, we did not find an improvement in ASD developmental screening through the incorporation of parent-report sleep metrics. In our sample, the standard M-CHAT-R had a sensitivity of 39% among children of mothers with government insurance compared with a sensitivity of 53% among children of mothers with employer-based insurance.

Sections du résumé

BACKGROUND BACKGROUND
Sleep problems are reported for up to 80% of autistic individuals. We examined whether parsimonious sets of items derived from the Modified Checklist for Autism in Toddlers, Revised (M-CHAT-R) and the Brief Infant Sleep Questionnaire (BISQ) are superior to the standard M-CHAT-R in predicting subsequent autism spectrum disorder (ASD) diagnoses.
METHODS METHODS
Participants from 11 Environmental influences on Child Health Outcomes (ECHO) cohorts were included. We performed logistic LASSO regression models with 10-fold cross-validation to identify whether a combination of items derived from the M-CHAT-R and BISQ are superior to the standard M-CHAT-R in predicting ASD diagnoses.
RESULTS RESULTS
The final sample comprised 1552 children. The standard M-CHAT-R had a sensitivity of 44% (95% CI: 34, 55), specificity of 92% (95% CI: 91, 94), and AUROC of 0.726 (95% CI: 0.663, 0.790). A higher proportion of children with ASD had difficulty falling asleep or resisted bedtime during infancy/toddlerhood. However, LASSO models revealed parental reports of sleep problems did not improve the accuracy of the M-CHAT-R in predicting ASD diagnosis.
CONCLUSION CONCLUSIONS
While children with ASD had higher rates of sleep problems during infancy/toddlerhood, there was no improvement in ASD developmental screening through the incorporation of parent-report sleep metrics.
IMPACT CONCLUSIONS
Parental-reported sleep problems are common in autism spectrum disorder (ASD). We investigated whether the inclusion of parental-reports of infant/toddler sleep patterns enhanced the effectiveness of developmental screening for autism. We reported higher rates of difficulty falling asleep and resisting bedtime during infancy and toddlerhood among children later diagnosed with ASD; however, we did not find an improvement in ASD developmental screening through the incorporation of parent-report sleep metrics. In our sample, the standard M-CHAT-R had a sensitivity of 39% among children of mothers with government insurance compared with a sensitivity of 53% among children of mothers with employer-based insurance.

Identifiants

pubmed: 38867029
doi: 10.1038/s41390-024-03306-0
pii: 10.1038/s41390-024-03306-0
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Informations de copyright

© 2024. The Author(s), under exclusive licence to the International Pediatric Research Foundation, Inc.

Références

Aishworiya, R., Ma, V. K., Stewart, S., Hagerman, R. & Feldman, H. M. Meta-Analysis of the Modified Checklist for Autism in Toddlers, Revised/Follow-up for Screening. Pediatrics 151, e2022059393 (2023).
pubmed: 37203373 doi: 10.1542/peds.2022-059393
Zwaigenbaum, L. et al. Early Intervention for Children with Autism Spectrum Disorder under 3 Years of Age: Recommendations for Practice and Research. Pediatrics 136, S60–S81 (2015).
pubmed: 26430170 pmcid: 9923898 doi: 10.1542/peds.2014-3667E
Gabbay-Dizdar, N. et al. Early Diagnosis of Autism in the Community Is Associated with Marked Improvement in Social Symptoms within 1-2 Years. Autism 26, 1353–1363 (2022).
pubmed: 34623179 doi: 10.1177/13623613211049011
Hyman, S. L., Levy, S. E., Myers, S. M. & Council On Children With Disabilities, S. O. D. & Behavioral, P. Identification, Evaluation, and Management of Children with Autism Spectrum Disorder. Pediatrics 145, e20193447 (2020).
pubmed: 31843864 doi: 10.1542/peds.2019-3447
Disabilities, C. o. C. W. Developmental Surveillance and Screening of Infants and Young Children. Pediatrics 108, 192–195 (2001).
doi: 10.1542/peds.108.1.192
Lipkin, P. H. et al. Trends in Pediatricians’ Developmental Screening: 2002–2016. Pediatrics 145, e20190851 (2020).
pubmed: 32123018 doi: 10.1542/peds.2019-0851
Connery, A. K. et al. The Influence of Sociodemographic Factors and Response Style on Caregiver Report of Infant Developmental Status. Front Pediatr. 10, 1080163 (2022).
pubmed: 36714661 doi: 10.3389/fped.2022.1080163
Asdigian, N. L. et al. Exploring the Feasibility of Validating Early Developmental Screening Tools for American Indian and Alaska Native Children. Infant Ment. Health J. 43, 576–588 (2022).
pubmed: 35634897 doi: 10.1002/imhj.21989
Zuckerman, K. E. et al. Latino Parents’ Perspectives on Barriers to Autism Diagnosis. Acad. Pediatr. 14, 301–308 (2014).
pubmed: 24767783 pmcid: 4006363 doi: 10.1016/j.acap.2013.12.004
Khowaja, M. K., Hazzard, A. P. & Robins, D. L. Sociodemographic Barriers to Early Detection of Autism: Screening and Evaluation Using the M-Chat, M-Chat-R, and Follow-Up. J. Autism Dev. Disord. 45, 1797–1808 (2015).
pubmed: 25488122 pmcid: 4442731 doi: 10.1007/s10803-014-2339-8
Stevanovic, D. et al. Cross-Cultural Similarities and Differences in Reporting Autistic Symptoms in Toddlers: A Study Synthesizing M-Chat(-R) Data from Ten Countries. Res. Autism Spectr. Disord. 95, 101984 (2022).
doi: 10.1016/j.rasd.2022.101984
Scarpa, A. et al. The Modified Checklist for Autism in Toddlers: Reliability in a Diverse Rural American Sample. J. Autism Dev. Disord. 43, 2269–2279 (2013).
pubmed: 23386118 doi: 10.1007/s10803-013-1779-x
Cohen, S., Conduit, R., Lockley, S. W., Rajaratnam, S. M. W. & Cornish, K. M. The Relationship between Sleep and Behavior in Autism Spectrum Disorder (Asd): A Review. J. Neurodev. Disord. 6, 44 (2014).
pubmed: 25530819 pmcid: 4271434 doi: 10.1186/1866-1955-6-44
Verhoeff, M. E. et al. The Bidirectional Association between Sleep Problems and Autism Spectrum Disorder: A Population-Based Cohort Study. Mol. Autism 9, 8 (2018).
pubmed: 29423134 pmcid: 5791216 doi: 10.1186/s13229-018-0194-8
Krakowiak, P., Goodlin-Jones, B., Hertz-Picciotto, I., Croen, L. A. & Hansen, R. L. Sleep Problems in Children with Autism Spectrum Disorders, Developmental Delays, and Typical Development: A Population-Based Study. J. Sleep. Res. 17, 197–206 (2008).
pubmed: 18482108 pmcid: 4041696 doi: 10.1111/j.1365-2869.2008.00650.x
Hollway, J. A., Aman, M. G. & Butter, E. Correlates and Risk Markers for Sleep Disturbance in Participants of the Autism Treatment Network. J. Autism Dev.Disord. 43, 2830–2843 (2013).
pubmed: 23624832 doi: 10.1007/s10803-013-1830-y
Surtees, A. D. R. et al. Sleep Problems in Autism Spectrum Disorders: A Comparison to Sleep in Typically Developing Children Using Actigraphy, Diaries and Questionnaires. Res. Autism Spectr. Disord. 67, 101439 (2019).
doi: 10.1016/j.rasd.2019.101439
Purisch, S. E. & Gyamfi-Bannerman, C. Epidemiology of Preterm Birth. Semin Perinatol. 41, 387–391 (2017).
pubmed: 28865982 doi: 10.1053/j.semperi.2017.07.009
Osterman, M. J. K., Hamilton, B. E., Martin, J. A., Driscoll, A. K. & Valenzuela, C. P. Births: Final Data for 2021. Natl. Vital. Stat. Rep. 72, 1–53 (2023).
pubmed: 37252688
Agrawal, S., Rao, S. C., Bulsara, M. K. & Patole, S. K. Prevalence of Autism Spectrum Disorder in Preterm Infants: A Meta-Analysis. Pediatrics 142, e20180134 (2018).
pubmed: 30076190 doi: 10.1542/peds.2018-0134
Haddad, S., Dennis, C. L., Shah, P. S. & Stremler, R. Sleep in Parents of Preterm Infants: A Systematic Review. Midwifery 73, 35–48 (2019).
pubmed: 30877909 doi: 10.1016/j.midw.2019.01.009
Visser, S. S. M. et al. The Relationship between Preterm Birth and Sleep in Children at School Age: A Systematic Review. Sleep. Med. Rev. 57, 101447 (2021).
pubmed: 33611088 doi: 10.1016/j.smrv.2021.101447
Holditch-Davis, D., Scher, M., Schwartz, T. & Hudson–Barr, D. Sleeping and Waking State Development in Preterm Infants. Early Hum. Dev. 80, 43–64 (2004).
pubmed: 15363838 doi: 10.1016/j.earlhumdev.2004.05.006
Mirmiran, M., Maas, Y. G. & Ariagno, R. L. Development of Fetal and Neonatal Sleep and Circadian Rhythms. Sleep. Med Rev. 7, 321–334 (2003).
pubmed: 14505599 doi: 10.1053/smrv.2002.0243
Gogou, M., Haidopoulou, K. & Pavlou, E. Sleep and Prematurity: Sleep Outcomes in Preterm Children and Influencing Factors. World J. Pediatr.15, 209–218 (2019).
pubmed: 30830664 doi: 10.1007/s12519-019-00240-8
Perkinson-Gloor, N. et al. The Role of Sleep and the Hypothalamic-Pituitary-Adrenal Axis for Behavioral and Emotional Problems in Very Preterm Children During Middle Childhood. J. Psychiatr. Res. 60, 141–147 (2015).
pubmed: 25454023 doi: 10.1016/j.jpsychires.2014.10.005
Knapp, E. A. et al. The Environmental Influences on Child Health Outcomes (Echo)-Wide Cohort. Am. J. Epidemiol. 192, 1249–1263 (2023).
pubmed: 36963379 pmcid: 10403303 doi: 10.1093/aje/kwad071
Romano, M. E. et al. Spr Perspectives: Scientific Opportunities in the Environmental Influences on Child Health Outcomes Program. Pediatr. Res. 92, 1255–1261 (2022).
pubmed: 34035428 doi: 10.1038/s41390-021-01577-5
Paneth, N. & Monk, C. The Importance of Cohort Research Starting Early in Life to Understanding Child Health. Curr. Opin. Pediatr. 30, 292 (2018).
pubmed: 29373330 pmcid: 5901891 doi: 10.1097/MOP.0000000000000596
LeWinn, K. Z. et al. Spr Perspectives: Environmental Influences on Child Health Outcomes (Echo) Program: Overcoming Challenges to Generate Engaged, Multidisciplinary Science. Pediatr. Res. 92, 1262–1269 (2022).
pubmed: 34131290 doi: 10.1038/s41390-021-01598-0
Tibshirani, R. Regression Shrinkage and Selection Via the Lasso. J. R. Stat. Soc. Ser. B (Methodol.) 58, 267–288 (1996).
doi: 10.1111/j.2517-6161.1996.tb02080.x
Friedman, J. H., Hastie, T. & Tibshirani, R. Regularization Paths for Generalized Linear Models Via Coordinate Descent. J. Stat. Softw. 33, 1–22 (2010).
pubmed: 20808728 pmcid: 2929880 doi: 10.18637/jss.v033.i01
DeLong, E. R., DeLong, D. M. & Clarke-Pearson, D. L. Comparing the Areas under Two or More Correlated Receiver Operating Characteristic Curves: A Nonparametric Approach. Biometrics 44, 837–845 (1988).
pubmed: 3203132 doi: 10.2307/2531595
Couturier, J. L. et al. Parental Perception of Sleep Problems in Children of Normal Intelligence with Pervasive Developmental Disorders: Prevalence, Severity, and Pattern. J. Am. Acad. Child Adolesc. Psych. 44, 815–822 (2005).
doi: 10.1097/01.chi.0000166377.22651.87
Hering, E., Epstein, R., Elroy, S., Iancu, D. R. & Zelnik, N. Sleep Patterns in Autistic Children. J. Autism Dev. Disord. 29, 143–147 (1999).
pubmed: 10382134 doi: 10.1023/A:1023092627223
Wieckowski, A. T., Williams, L. N., Rando, J., Lyall, K. & Robins, D. L. Sensitivity and Specificity of the Modified Checklist for Autism in Toddlers (Original and Revised): A Systematic Review and Meta-Analysis. JAMA Pediatr.177, 373–383 (2023).
pubmed: 36804771 pmcid: 9941975 doi: 10.1001/jamapediatrics.2022.5975
Miller, J. S. et al. The Each Child Study: Systematic Screening for Autism Spectrum Disorders in a Pediatric Setting. Pediatrics 127, 866–871 (2011).
pubmed: 21482605 doi: 10.1542/peds.2010-0136
Rea, K. E., Armstrong-Brine, M., Ramirez, L. & Stancin, T. Ethnic Disparities in Autism Spectrum Disorder Screening and Referral: Implications for Pediatric Practice. J. Dev.Behav. Pediatr. 40, 493–500 (2019).
pubmed: 31318780 doi: 10.1097/DBP.0000000000000691
Croen, L. A., Grether, J. K., Hoogstrate, J. & Selvin, S. The Changing Prevalence of Autism in California. J. Autism Dev. Disord. 32, 207–215 (2002).
pubmed: 12108622 doi: 10.1023/A:1015453830880
Johnson, C. P., Myers, S. M. & Disabilities, a. t. C. o. C. W. Identification and Evaluation of Children with Autism Spectrum Disorders. Pediatrics 120, 1183–1215 (2007).
pubmed: 17967920 doi: 10.1542/peds.2007-2361
Tek, S. & Landa, R. J. Differences in Autism Symptoms between Minority and Non-Minority Toddlers. J. Autism Dev. Disord. 42, 1967–1973 (2012).
pubmed: 22271196 pmcid: 3402594 doi: 10.1007/s10803-012-1445-8
Goin-Kochel, R. P., Mackintosh, V. H. & Myers, B. J. How Many Doctors Does It Take to Make an Autism Spectrum Diagnosis? Autism 10, 439–451 (2006).
pubmed: 16940311 doi: 10.1177/1362361306066601
Kim, S. H. et al. Predictive Validity of the Modified Checklist for Autism in Toddlers (M-Chat) Born Very Preterm. J. Pediatr. 178, 101–107.e102 (2016).
pubmed: 27592094 pmcid: 5165696 doi: 10.1016/j.jpeds.2016.07.052
Robins, D. L. et al. Validation of the Modified Checklist for Autism in Toddlers, Revised with Follow-up (M-Chat-R/F). Pediatrics 133, 37–45 (2014).
pubmed: 24366990 pmcid: 3876182 doi: 10.1542/peds.2013-1813
Quante, M. et al. Associations between Parent-Reported and Objectively Measured Sleep Duration and Timing in Infants at Age 6 Months. Sleep 44, zsaa217 (2021).
pubmed: 33098646 doi: 10.1093/sleep/zsaa217
Simard, V., Bernier, A., Bélanger, M. & Carrier, J. Infant Attachment and Toddlers’ Sleep Assessed by Maternal Reports and Actigraphy: Different Measurement Methods Yield Different Relations. J. Pediatr. Psychol. 38, 473–483 (2013).
pubmed: 23428653 doi: 10.1093/jpepsy/jst001

Auteurs

Lauren C Shuffrey (LC)

Department of Child and Adolescent Psychiatry, NYU Grossman School of Medicine, New York, NY, USA. lauren.shuffrey@nyulangone.org.

Brandon Rennie (B)

Department of Pediatrics, University of New Mexico, Albuquerque, NM, USA.

Xiuhong Li (X)

Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA.

Noya Galai (N)

Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA.
Department of Statistics, University of Haifa, Mt Carmel, Israel.

Nicolò Pini (N)

Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA.

Anahid Akbaryan (A)

Department of Child and Adolescent Psychiatry, NYU Grossman School of Medicine, New York, NY, USA.

Akram Alshawabkeh (A)

College of Engineering, Northeastern University, Boston, MA, USA.

Judy Aschner (J)

Department of Pediatrics, Hackensack Meridian School of Medicine, Nutley, NJ, USA.

Julianna Collazo Vargas (JC)

Department of Child and Adolescent Psychiatry, NYU Grossman School of Medicine, New York, NY, USA.

Lauren Costello (L)

Department of Child and Adolescent Psychiatry, NYU Grossman School of Medicine, New York, NY, USA.

Viren D'Sa (V)

Department of Pediatrics, Brown University, Providence, RI, USA.

Sean Deoni (S)

Maternal Newborn and Child Health: Discovery & Tools, The Bill & Melinda Gates Foundation, Seattle, WA, USA.

Anne Dunlop (A)

Department of Gynecology & Obstetrics, Emory University, Atlanta, Georgia.

Amy J Elliott (AJ)

Center for Pediatric and Community Research, Avera Research Institute, Sioux Falls, SD, USA.

William P Fifer (WP)

Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA.
Division of Developmental Neuroscience, New York State Psychiatric Institute, New York, NY, USA.

Jonica Hash (J)

Department of Child, Family, and Population Health Nursing, University of Washington, Seattle, WA, USA.

Daphne Koinis-Mitchell (D)

Departments of Pediatrics and Psychiatry and Human Behavior, The Warren Alpert Medical School of Brown University, Providence, RI, USA.

Jin-Shei Lai (JS)

Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.

Bennett L Leventhal (BL)

Department of Pediatrics, University of New Mexico, Albuquerque, NM, USA.
Department of Psychiatry and Behavioral Neuroscience, The University of Chicago, Chicago, IL, USA.

Johnnye Lewis (J)

Department of Pediatrics, University of New Mexico, Albuquerque, NM, USA.

Maristella Lucchini (M)

Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA.

Kristen L McArthur (KL)

Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA.

Santiago Morales (S)

Departments of Psychology and Pediatrics, Developmental and Brain and Cognitive Science Areas, University of Southern California, Los Angeles, CA, USA.

Sara S Nozadi (SS)

Community Environmental Health Program, University of New Mexico Health Sciences Center, Albuquerque, NM, USA.

Thomas G O'Connor (TG)

Department of Psychiatry, University of Rochester Medical Center, Rochester, NY, USA.

T Michael O'Shea (TM)

Department of Pediatrics, University of North Carolina School of Medicine, Chapel Hill, NC, USA.

Grier P Page (GP)

Analytics Program, RTI International, Research Triangle Park, NC, USA.

Cathi Propper (C)

School of Nursing, University of North Carolina, Chapel Hill, NC, USA.

Ayesha Sania (A)

Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA.

Coral Shuster (C)

The Brown Center for the Study of Children at Risk, Woman & Infants Hospital of Rhode Island, Providence, RI, USA.

Emily Zimmerman (E)

Department of Communication Sciences and Disorders, Northeastern University, Chicago, IL, USA.

Amy E Margolis (AE)

Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA.

Classifications MeSH