Use of machine learning methods in prediction of short-term outcome in autism spectrum disorders

References

• Wing L. The autistic spectrum. Lancet. 1997;350:1761–1766. doi: 10.1016/S0140-6736(97)09218-0
   PubMed Web of Science ®Google Scholar
• Diagnostic and statistical manual of mental disorders (DSM-5®): American Psychiatric Pub; 2013.
   Google Scholar
• Wei X, Wagner M, Christiano ER, et al. Special education services received by students with autism spectrum disorders from preschool through high school. J Spec Educ. 2014;48:167–179. doi: 10.1177/0022466913483576
   PubMed Web of Science ®Google Scholar
• Wong C, Odom SL, Hume KA, et al. Evidence-based practices for children, youth, and young adults with autism spectrum disorder: A comprehensive review. J Autism Dev Disord. 2015;45:1951–1966. doi: 10.1007/s10803-014-2351-z
   PubMed Web of Science ®Google Scholar
• Bertelli MO, Rossi M, Keller R, et al. Update on psychopharmacology for autism spectrum disorders. Adv Mental Health Intellectual Disabilities. 2016;10(1):6–26. doi: 10.1108/AMHID-10-2015-0049
   Web of Science ®Google Scholar
• Fava L, Strauss K. Response to early intensive behavioral intervention for autism – an umbrella approach to issues critical to treatment individualization. Int J Dev Neurosci. 2014;39:49–58. doi: 10.1016/j.ijdevneu.2014.05.004
   Web of Science ®Google Scholar
• Vorstman JA, Parr JR, Moreno-De-Luca D, et al. Autism genetics: opportunities and challenges for clinical translation. Nat Rev Genet. 2017;18:362. doi: 10.1038/nrg.2017.4
   PubMed Web of Science ®Google Scholar
• Ronemus M, Iossifov I, Levy D, et al. The role of de novo mutations in the genetics of autism spectrum disorders. Nat Rev Genet. 2014;15:133. doi: 10.1038/nrg3585
   PubMed Web of Science ®Google Scholar
• Varcin KJ, Alvares GA, Uljarević M, et al. Prenatal maternal stress events and phenotypic outcomes in autism spectrum disorder. Autism Res. 2017;10:1866–1877. doi: 10.1002/aur.1830
   PubMed Web of Science ®Google Scholar
• Hornig M, Bresnahan M, Che X, et al. Prenatal fever and autism risk. Mol Psychiatry. 2018;23:759. doi: 10.1038/mp.2017.119
   PubMed Web of Science ®Google Scholar
• Idring S, Magnusson C, Lundberg M, et al. Parental age and the risk of autism spectrum disorders: findings from a Swedish population-based cohort. Int J Epidemiol. 2014;43:107–115. doi: 10.1093/ije/dyt262
   Web of Science ®Google Scholar
• Estes A, Munson J, Rogers SJ, et al. Long-term outcomes of early intervention in 6-year-old children with autism spectrum disorder. J Am Acad Child Adolesc Psychiatry. 2015;54:580–587. doi: 10.1016/j.jaac.2015.04.005
   PubMed Web of Science ®Google Scholar
• Saxe GN, Ma S, Ren J, et al. Machine learning methods to predict child posttraumatic stress: a proof of concept study. BMC Psychiatry. 2017;17:223. doi: 10.1186/s12888-017-1384-1
   Web of Science ®Google Scholar
• Wall D, Kosmicki J, Deluca T, et al. Use of machine learning to shorten observation-based screening and diagnosis of autism. Transl Psychiatry. 2012;2:100. doi: 10.1038/tp.2012.10
   PubMed Web of Science ®Google Scholar
• Mueller A, Candrian G, Kropotov JD, et al. Classification of ADHD patients on the basis of independent ERP components using a machine learning system. Nonlinear Biomed Phys. 2010;4:1. doi: 10.1186/1753-4631-4-S1-S1
   Google Scholar
• Bedi G, Carrillo F, Cecchi GA, et al. Automated analysis of free speech predicts psychosis onset in high-risk youths. NPJ Schizophr. 2015;1:15030. doi: 10.1038/npjschz.2015.30
   Web of Science ®Google Scholar
• Bishop- Fitzpatrick et al. Using machine learning to identify patterns of lifetime health problems in decedents with autism spectrum disorder. Autism Res. 2018;11(8):1120–1128. doi: 10.1002/aur.1960
   Web of Science ®Google Scholar
• Krug DA, Arick J, Almond P. Behavior checklist for identifying severely handicapped individuals with high levels of autistic behavior. J Child Psychol Psychiatry. 1980;21:221–229. doi: 10.1111/j.1469-7610.1980.tb01797.x
   PubMed Web of Science ®Google Scholar
• Irmak TY, Sütçü ST, Aydın A, et al. An investigation of validity and reliabilty of Autism Behavior Checklist (ABC). Turk J Child Adolesc Ment Health. 2007;14:13–23.
   Google Scholar
• Aman MG, Singh NN, Stewart AW, et al. The aberrant behavior checklist: a behavior rating scale for the assessment of treatment effects. Am J Ment Defic. 1985;89:485–491.
   PubMedGoogle Scholar
• Brown EC, Aman MG, Havercamp SM. Factor analysis and norms for parent ratings on the aberrant behavior checklist-community for young people in special education. Res Dev Disabil. 2002;23:45–60. doi: 10.1016/S0891-4222(01)00091-9
   PubMed Web of Science ®Google Scholar
• Sucuoglu B. The psychometric characteristics of the Turkish form of the Aberrant Behavior Checklist. Turk J Psychol. 2003;18: 93–96.
   Google Scholar
• Karabekiroglu K, Aman MG. Validity of the aberrant behavior checklist in a clinical sample of toddlers. Child Psychiatry Hum Dev. 2009;40:99–110. doi: 10.1007/s10578-008-0108-7
   PubMed Web of Science ®Google Scholar
• Rickels K, Howard K, Guy W. Clinical global impressions. ECDEU Assessment Manual for Psychopharmacology/Rev ed US Government Printing Office. 1976: 218–222.
   Google Scholar
• Farr S. Free licenses for All RapidMiner products: machine learning without coding. C2C Digital Mag. 2017;1:19.
   Google Scholar
• Song Y-Y, Ying L. Decision tree methods: applications for classification and prediction. Shanghai Arch Psychiatry. 2015;27:13024.
   Google Scholar
• Gibbs V, Aldridge F, Chandler F, et al. Brief report: an exploratory study comparing diagnostic outcomes for autism spectrum disorders under DSM-IV-TR with the proposed DSM-5 revision. J Autism Dev Disord. 2012;42:1750–1756. doi: 10.1007/s10803-012-1560-6
   PubMed Web of Science ®Google Scholar
• Salazar F, Baird G, Chandler S, et al. Co-occurring psychiatric disorders in preschool and elementary school-aged children with autism spectrum disorder. J Autism Dev Disord. 2015;45(8):2283–2294. doi: 10.1007/s10803-015-2361-5
   PubMed Web of Science ®Google Scholar
• Nijmeijer JS, Minderaa RB, Buitelaar JK, et al. Attention-deficit/hyperactivity disorder and social dysfunctioning. Clin Psychol Rev. 2008;28:692–708. doi: 10.1016/j.cpr.2007.10.003
   PubMed Web of Science ®Google Scholar
• Darrou C, Pry R, Pernon E, et al. Outcome of young children with autism: does the amount of intervention influence developmental trajectories? Autism. 2010;14:663–677. doi: 10.1177/1362361310374156
   PubMed Web of Science ®Google Scholar
• Hirschberger RG, Kuban KC, O’Shea TM, et al. Co-occurrence and severity of neurodevelopmental burden (cognitive impairment, cerebral palsy, autism spectrum disorder, and epilepsy) at age ten years in children born extremely preterm. Pediatr Neurol. 2018;79:45–52. doi: 10.1016/j.pediatrneurol.2017.11.002
   Web of Science ®Google Scholar
• Reilly C, Atkinson P, Das KB, et al. Neurobehavioral comorbidities in children with active epilepsy: a population-based study. Pediatrics. 2013;3787.
   Google Scholar
• Hultman C, Sandin S, Levine S, et al. Advancing paternal age and risk of autism: new evidence from a population-based study and a meta-analysis of epidemiological studies. Mol Psychiatry. 2011;16:1203. doi: 10.1038/mp.2010.121
   PubMed Web of Science ®Google Scholar
• Rubenstein E, Durkin MS, Harrington RA, et al. Relationship between advanced maternal Age and timing of first developmental evaluation in children with autism. J Dev Behav Pediatr. 2018.
   Web of Science ®Google Scholar
• Schendel D, Bhasin TK. Birth weight and gestational age characteristics of children with autism, including a comparison with other developmental disabilities. Pediatrics. 2008;121:1155–1164. doi: 10.1542/peds.2007-1049
   PubMed Web of Science ®Google Scholar
• Indredavik M, Vik T, Heyerdahl S, et al. Psychiatric symptoms and disorders in adolescents with low birth weight. Arch Dis Child Fetal Neonatal. 2004;89:445–F50. doi: 10.1136/adc.2003.038943
   PubMed Web of Science ®Google Scholar
• Indredavik MS, Vik T, Heyerdahl S, et al. Psychiatric symptoms in low birth weight adolescents, assessed by screening questionnaires. Eur Child Adolesc Psychiatry. 2005;14:226–236. doi: 10.1007/s00787-005-0459-6
   PubMed Web of Science ®Google Scholar