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A Highly Accurate Ensemble Classifier for the Molecular Diagnosis of ASD at Ages 1 to 4 Years
medRxiv - Psychiatry and Clinical Psychology Pub Date : 2021-07-09 , DOI: 10.1101/2021.07.08.21260225
Bokan Bao , Vahid H. Gazestani , Yaqiong Xiao , Raphael Kim , Austin W.T. Chiang , Srinivasa Nalabolu , Karen Pierce , Kimberly Robasky , Nathan E. Lewis , Eric Courchesne

Importance ASD diagnosis remains behavior-based and the median age of the first diagnosis remains unchanged at ∼52 months, which is nearly 5 years after its first trimester origin. Long delays between ASD’s prenatal onset and eventual diagnosis likely is a missed opportunity. However, accurate and clinically-translatable early-age diagnostic methods do not exist due to ASD genetic and clinical heterogeneity. There is a need for early-age diagnostic biomarkers of ASD that is robust against its heterogeneity.

中文翻译:

用于 1 至 4 岁 ASD 分子诊断的高精度集成分类器

重要性ASD 诊断仍然基于行为,首次诊断的中位年龄保持不变,约为 52 个月,距其最初三个月起源近 5 年。ASD 的产前发病和最终诊断之间的长期延迟可能是一个错失的机会。然而,由于 ASD 遗传和临床异质性,不存在准确且可临床转化的早期诊断方法。需要 ASD 的早期诊断生物标志物,以对抗其异质性。
更新日期:2021-07-12
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