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Validation of Autism Diagnosis and Clinical Data in the SPARK Cohort

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Abstract

The SPARK cohort was established to facilitate recruitment in studies of large numbers of participants with autism spectrum disorder (ASD). Online registration requires participants to have received a lifetime professional diagnosis by health or school providers although diagnoses are not independently verified. This study was set to examine the validity of self- and caregiver-reported autism diagnoses. Electronic medical records (EMR) of 254 SPARK participants (77.6% male, age 10.7 years) were abstracted. Using two different methods, confirmation of ASD diagnosis in EMRs was obtained in 98.8% of cases. Core clinical features recorded in EMRs were typical of autism samples and showed very good agreement with SPARK cohort data, providing further evidence of the validity of clinical information in the SPARK database.

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References

  • Aldosari, M., Fombonne, E., Aldhalaan, H., Ouda, M., Elhag, S., Alshammari, H., Ghazal, I., Alsaleh, A., Alqadoumi, T., Thomson, R., Al Khasawneh, M., Tolefat, M., & Alshaban, F. (2019). Validation of the Arabic version of the Social Communication Questionnaire. Autism, 23(7), 1655–1662.

    Article  PubMed  PubMed Central  Google Scholar 

  • Arnett, A. B., Wang, T., Eichler, E. E., & Bernier, R. A. (2021). Reflections on the genetics-first approach to advancements in molecular genetic and neurobiological research on neurodevelopmental disorders. Journal of Neurodevelopmental Disorders, 13(1), 24.

    Article  PubMed  PubMed Central  Google Scholar 

  • Baird, G., Simonoff, E., Pickles, A., Chandler, S., Loucas, T., Meldrum, D., & Charman, T. (2006). Prevalence of disorders of the autism spectrum in a population cohort of children in South Thames: The Special Needs and Autism Project (SNAP). The Lancet, 368(9531), 210–215.

    Article  Google Scholar 

  • Bal, V. H., Wilkinson, E., White, L. C., Law, J. K., SPARK Consortium, Feliciano, P., & Chung, W. K. (2021). Early pandemic experiences of autistic adults: Predictors of psychological distress. Autism Research.

  • Baron-Cohen, S., Scott, F. J., Allison, C., Williams, J., Bolton, P., Matthews, F. E., & Brayne, C. (2009). Prevalence of autism-spectrum conditions: UK school-based population study. The British Journal of Psychiatry, 194(6), 500–509.

    Article  PubMed  Google Scholar 

  • Berument, S. K., Rutter, M., Lord, C., Pickles, A., & Bailey, A. (1999). Autism screening questionnaire: Diagnostic validity. British Journal of Psychiatry, 175, 444–451.

    Article  Google Scholar 

  • Burke, J. P., Jain, A., Yang, W., Kelly, J. P., Kaiser, M., Becker, L., Lawer, L., & Newschaffer, C. J. (2014). Does a claims diagnosis of autism mean a true case? Autism, 18(3), 321–330.

    Article  PubMed  Google Scholar 

  • Chandler, S., Charman, T., Baird, G., Simonoff, E., Loucas, T., Meldrum, D., Scott, M., & Pickles, A. (2007). Validation of the communication questionnaire in a population cohort of children with autism spectrum disorders. Journal of the American Academy of Child and Adolescent Psychiatry, 46(10), 1324–1332.

    Article  PubMed  Google Scholar 

  • Chesnut, S. R., Wei, T., Barnard-Brak, L., & Richman, D. M. (2017). A meta-analysis of the social communication social questionnaire: Screening for autism spectrum disorder. Autism, 21(8), 920–928.

    Article  PubMed  Google Scholar 

  • Clements, C. C., Castro, V. M., Blumenthal, S. R., Rosenfield, H. R., Murphy, S. N., Fava, M., Erb, J. L., Churchill, S. E., Kaimal, A. J., Doyle, A. E., Robinson, E. B., Smoller, J. W., Kohane, I. S., & Perlis, R. H. (2015). Prenatal antidepressant exposure is associated with risk for attention-deficit hyperactivity disorder but not autism spectrum disorder in a large health system. Molecular Psychiatry, 20(6), 727–734.

    Article  PubMed  Google Scholar 

  • Coleman, K. J., Lutsky, M. A., Yau, V., Qian, Y., Pomichowski, M. E., Crawford, P. M., Lynch, F. L., Madden, J. M., Owen-Smith, A., Pearson, J. A., Pearson, K. A., Rusinak, D., Quinn, V. P., & Croen, L. A. (2015). Validation of autism spectrum disorder diagnoses in large healthcare systems with electronic medical records. Journal of Autism and Developmental Disorders, 45(7), 1989–1996.

    Article  PubMed  PubMed Central  Google Scholar 

  • Croen, L. A., Matevia, M., Yoshida, C. K., & Grether, J. K. (2008). Maternal Rh D status, anti-D immune globulin exposure during pregnancy, and risk of autism spectrum disorders. American Journal of Obstetrics and Gynecology, 199(3), 234.e1–6.

    Article  Google Scholar 

  • Daniels, A. M., Rosenberg, R. E., Anderson, C., Law, J. K., Marvin, A. R., & Law, P. A. (2012). Verification of parent-report of child autism spectrum disorder diagnosis to a web-based autism registry. Journal of Autism and Developmental Disorders, 42(2), 257–265.

    Article  PubMed  Google Scholar 

  • Eaves, L. C., Wingert, H. D., Ho, H. H., & Mickelson, E. C. R. (2006). Screening for autism spectrum disorders with the social communication questionnaire. Journal of Developmental and Behavioral Pediatrics: JDBP, 27(2), 95–103.

    Article  Google Scholar 

  • EPIC. (2021). Epic Systems Corporation software; epic.com/software.

  • Feliciano, P., Zhou, X., Astrovskaya, I., Turner, T. N., Wang, T., Brueggeman, L., Barnard, R., Hsieh, A., Snyder, L. G., Muzny, D. M., Sabo, A., SPARK Consortium, Gibbs, R. A., Eichler, E. E., O’Roak, B. J., Michaelson, J. J., Volfovsky, N., Shen, Y., & Chung, W. K. (2019). Exome sequencing of 457 autism families recruited online provides evidence for autism risk genes. NPJ Genomic Medicine., 4, 19.

    Article  PubMed  PubMed Central  Google Scholar 

  • Fombonne, E., Heavey, L., Smeeth, L., Rodrigues, L. C., Cook, C., Smith, P. G., Meng, L., & Hall, A. J. (2004). Validation of the diagnosis of autism in general practitioner records. BMC Public Health, 4, 5.

    Article  PubMed  PubMed Central  Google Scholar 

  • Fombonne, E., Snyder, L. G., Daniels, A., Feliciano, P., Chung, W., & SPARK Consortium. (2020). Psychiatric and medical profiles of autistic adults in the SPARK cohort. Journal of Autism and Developmental Disorders, 50(10), 3679–3698.

    Article  PubMed  Google Scholar 

  • Fombonne, E., Goin-Kochel, R. P., O’Roak, B. J., & SPARK Consortium. (2020). Beliefs in vaccine as causes of autism among SPARK cohort caregivers. Vaccine., 38(7), 1794–1803.

    Article  PubMed  Google Scholar 

  • Fombonne, E., MacFarlane, H., & Salem, A. (2021). Epidemiological surveys of ASD: Progresses and remaining challenges. Journal of Autism and Developmental Disorders. https://doi.org/10.1007/s10803-021-05005-9

    Article  PubMed  Google Scholar 

  • Goin-Kochel, R. P., Fombonne, E., Mire, S. S., Minard, C. G., Sahni, L. C., Cunningham, R. M., & Boom, J. A. (2020). Beliefs about causes of autism and vaccine hesitancy among parents of children with autism spectrum disorder. Vaccine, 38(40), 6327–6333.

    Article  PubMed  Google Scholar 

  • Hagberg, K. W., & Jick, S. S. (2017). Validation of autism spectrum disorder diagnoses recorded in the Clinical Practice Research Datalink, 1990–2014. Clinical Epidemiology, 15(9), 475–482.

    Article  Google Scholar 

  • Hviid, A., Hansen, J. V., Frisch, M., & Melbye, M. (2019). Measles, mumps, rubella vaccination and autism: A nationwide cohort study. Annals of Internal Medicine, 170(8), 513–520.

    Article  PubMed  Google Scholar 

  • Idring, S., Rai, D., Dal, H., Dalman, C., Sturm, H., Zander, E., Lee, B. K., Serlachius, E., & Magnusson, C. (2012). Autism spectrum disorders in the Stockholm Youth Cohort: Design, prevalence and validity. PLoS ONE, 7(7), e41280.

    Article  PubMed  PubMed Central  Google Scholar 

  • Lampi, K. M., Sourander, A., Gissler, M., Niemelä, S., Rehnström, K., Pulkkinen, E., Peltonen, L., & Von Wendt, L. (2010). Brief report: Validity of Finnish registry-based diagnoses of autism with the ADI-R. Acta Paediatrica, 99(9), 1425–1428.

    Article  PubMed  Google Scholar 

  • Lauritsen, M. B., Jørgensen, M., Madsen, K. M., Lemcke, S., Toft, S., Grove, J., Schendel, D. E., & Thorsen, P. (2010). Validity of childhood autism in the Danish Psychiatric Central Register: Findings from a cohort sample born 1990–1999. Journal of Autism and Developmental Disorders, 40(2), 139–148.

    Article  PubMed  Google Scholar 

  • Lee, H., Marvin, A. R., Watson, T., Piggot, J., Law, J. K., Law, P. A., Constantino, J. N., & Nelson, S. F. (2010). Accuracy of phenotyping of autistic children based on Internet implemented parent report. American Journal of Medical Genetics. Part B, Neuropsychiatric Genetics, 153B(6), 1119–1126.

    Google Scholar 

  • Lord, C., Elsabbagh, M., Baird, G., & Veenstra-Vanderweele, J. (2018). Autism spectrum disorder. Lancet, 392(10146), 508–520.

    Article  PubMed  PubMed Central  Google Scholar 

  • Lyall, K., Croen, L., Daniels, J., Fallin, M. D., Ladd-Acosta, C., Lee, B. K., Park, B. Y., Snyder, N. W., Schendel, D., Volk, H., Windham, G. C., & Newschaffer, C. (2017). The changing epidemiology of autism spectrum disorders. Annual Review of Public Health, 20(38), 81–102.

    Article  Google Scholar 

  • Maenner, M. J., Shaw, K. A., Baio, J., et al. (2020). Prevalence of autism spectrum disorder among children aged 8 years—autism and developmental disabilities monitoring network, 11 sites, United States, 2016. MMWR Surveillance Summaries, 69(4), 1–12.

    Article  PubMed Central  Google Scholar 

  • May, T., Brignell, A., & Williams, K. (2020). Autism spectrum disorder prevalence in children aged 12–13 years from the longitudinal study of australian children. Autism Research, 13(5), 821–827.

    Article  PubMed  Google Scholar 

  • McConachie, H., Barry, R., Spencer, A., Parker, L., Le Couteur, A., & Colver, A. (2009). Dasl(n)e: The challenge of developing a regional database for autism spectrum disorder. Archives of Disease in Childhood, 94(1), 38–41.

    Article  PubMed  Google Scholar 

  • Meyers, J., Chavez, A., Presmanes Hill, A., Zuckerman, K., & Fombonne, E. (2019). Epidemiological surveys of autism spectrum disorders. In F. Volkmar (Ed.), Autism and pervasive developmental disorders (2nd ed.). Cambridge: Cambridge University Press.

    Google Scholar 

  • Monz, B. U., Houghton, R., Law, K., & Loss, G. (2019). Treatment patterns in children with autism in the United States. Autism Research, 12(3), 517–526.

    Article  PubMed  PubMed Central  Google Scholar 

  • Mors, O., Perto, G. P., & Mortensen, P. B. (2011). The Danish psychiatric central research register. Scandinavian Journal of Public Health, 39(7 Suppl), 54–57.

    Article  PubMed  Google Scholar 

  • Ozonoff, S., & Iosif, A. M. (2019). Changing conceptualizations of regression: What prospective studies reveal about the onset of autism spectrum disorder. Neuroscience and Biobehavioral Reviews, 100, 296–304.

    Article  PubMed  PubMed Central  Google Scholar 

  • Perneger, T. V. (1998). What’s wrong with Bonferroni adjustments. BMJ, 316(7139), 1236–1238.

    Article  PubMed  PubMed Central  Google Scholar 

  • Rosenberg, R. E., Daniels, A. M., Law, J. K., Law, P. A., & Kaufmann, W. E. (2009). Trends in autism spectrum disorder diagnoses: 1994–2007. Journal of Autism and Developmental Disorders, 39(8), 1099–1111.

    Article  PubMed  Google Scholar 

  • Rothman, K. J. (2014). Six persistent research misconceptions. Journal of General Internal Medicine, 29(7), 1060–1064.

    Article  PubMed  PubMed Central  Google Scholar 

  • Russell, G., Rodgers, L. R., Ukoumunne, O. C., & Ford, T. (2014). Prevalence of parent-reported ASD and ADHD in the UK: Findings from the Millennium Cohort Study. Journal of Autism and Developmental Disorders, 44(1), 31–40.

    Article  PubMed  Google Scholar 

  • Searles Quick, V. B., Wang, B., & State, M. W. (2021). Leveraging large genomic datasets to illuminate the pathobiology of autism spectrum disorders. Neuropsychopharmacology, 46(1), 55–69.

    Article  PubMed  Google Scholar 

  • SPARK Consortium. (2018). SPARK: A US cohort of 50,000 families to accelerate autism research. Neuron, 97(3), 488–493.

    Article  Google Scholar 

  • Spitznagel, E. L., & Helzer, J. E. (1985). A proposed solution to the base rate problem in the kappa statistic. Archives of General Psychiatry, 42(7), 725–728.

    Article  PubMed  Google Scholar 

  • Warnell, F., George, B., McConachie, H., Johnson, M., Hardy, R., & Parr, J. R. (2015). Designing and recruiting to UK autism spectrum disorder research databases: Do they include representative children with valid ASD diagnoses? British Medical Journal Open, 5(9), e008625.

    Google Scholar 

  • World Health Organization. (1992). International Statistical Classification of Diseases and Related Health Problems (10th Revision). World Health Organization.

    Google Scholar 

  • Xu, G., Strathearn, L., Liu, B., & Bao, W. (2018). Prevalence of autism spectrum disorder among US children and adolescents, 2014–2016. JAMA, 319(1), 81–82.

    Article  PubMed  PubMed Central  Google Scholar 

  • Zablotsky, B., Bramlett, M. D., & Blumberg, S. J. (2020). The co-occurrence of autism spectrum disorder in children with ADHD. Journal of Attention Disorders, 24(1), 94–103.

    Article  PubMed  Google Scholar 

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Acknowledgments

The authors express their thanks to the SPARK team at the Simons Foundation, the SPARK consortium and the SPARK cohort participants. We appreciate obtaining access to phenotypic data on SFARI Base. Approved researchers can obtain the SPARK dataset described in this study by applying at https://base.sfari.org. The SPARK cohort is funded by the Simons Foundation. This project was initiated by the authors without specific or supplemental funding. The sponsor played no role in designing, executing or writing up the results of this analysis.

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E.F. designed the study, analyzed the data and drafted the manuscript. L.C., S.M., E.F. collected the data. B.J.O, L.C. and S.M. edited the manuscript. All authors contributed to the final version of the manuscript and approved its content.

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Correspondence to Eric Fombonne.

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Fombonne, E., Coppola, L., Mastel, S. et al. Validation of Autism Diagnosis and Clinical Data in the SPARK Cohort. J Autism Dev Disord 52, 3383–3398 (2022). https://doi.org/10.1007/s10803-021-05218-y

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