4.8 Article

Dynamical features in fetal and postnatal zinc-copper metabolic cycles predict the emergence of autism spectrum disorder

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SCIENCE ADVANCES
卷 4, 期 5, 页码 -

出版社

AMER ASSOC ADVANCEMENT SCIENCE
DOI: 10.1126/sciadv.aat1293

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资金

  1. UK Medical Research Council
  2. Wellcome [102215/2/13/2]
  3. University of Bristol
  4. National Institute of Environmental Health Sciences [DP2ES025453, R21ES023604, R01ES026033, P30ES023515, U2CES026561, R01ES013744, U2C ES026555-01]
  5. Beatrice and Samuel A. Seaver Foundation
  6. Swedish Research Council
  7. Knut and Alice Wallenberg Foundation
  8. Innovative Medicines Initiatives Joint Undertaking [115300]
  9. European Union
  10. European Federation of Pharmaceutical Industries and Associations
  11. Swedish Research Council [523-2009-7054, 521-2013-2531]
  12. Swedish Research Council for Health, Working Life and Welfare
  13. Formas
  14. VINNOVA (cross-disciplinary research program concerning children's and young people's mental health) [259-2012-24]
  15. Stockholm County Council [20100096, 20110602, 20120067, 20140134]
  16. Stiftelsen Frimurare Barnhuset
  17. Sunnerdahls
  18. Handikappfond
  19. Hjarnfonden
  20. Swedish Foundation for International Cooperation in Research and Higher Education (STINT) [PT2016-6871]
  21. Vencerx Therapeutics
  22. Ovid Therapeutics
  23. Simons Foundation Autism Research Initiative-Research Award [345327AK]
  24. National Institute of Neurological Disorders and Stroke [1 U54 NS092090-01]

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Metals are critical to neurodevelopment, and dysregulation in early life has been documented in autism spectrum disorder (ASD). However, underlying mechanisms and biochemical assays to distinguish ASD cases from controls remain elusive. In a nationwide study of twins in Sweden, we tested whether zinc-copper cycles, which regulate metal metabolism, are disrupted in ASD. Using novel tooth-matrix biomarkers that provide direct measures of fetal elemental uptake, we developed a predictive model to distinguish participants who would be diagnosed with ASD in childhood from those who did not develop the disorder. We replicated our findings in three independent studies in the United States and the UK. We show that three quantifiable characteristics of fetal and postnatal zinc-copper rhythmicity are altered in ASD: the average duration of zinc-copper cycles, regularity with which the cycles recur, and the number of complex features within a cycle. In all independent study sets and in the pooled analysis, zinc-copper rhythmicity was disrupted in ASD cases. In contrast to controls, in ASD cases, the cycle duration was shorter (F = 52.25, P < 0.001), regularity was reduced (F = 47.99, P < 0.001), and complexity diminished (F = 57.30, P < 0.001). With two distinct classification models that used metal rhythmicity data, we achieved 90% accuracy in classifying cases and controls, with sensitivity to ASD diagnosis ranging from 85 to 100% and specificity ranging from 90 to 100%. These findings suggest that altered zinc-copper rhythmicity precedes the emergence of ASD, and quantitative biochemical measures of metal rhythmicity distinguish ASD cases from controls.

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