Elemental Dynamics in Hair Accurately Predict Future Autism Spectrum Disorder Diagnosis: An International Multi-Center Study

被引:6
|
作者
Austin, Christine [1 ,2 ]
Curtin, Paul [1 ,2 ]
Arora, Manish [1 ,2 ]
Reichenberg, Abraham [2 ,3 ]
Curtin, Austen [1 ,2 ]
Iwai-Shimada, Miyuki [4 ]
Wright, Robert O. [2 ]
Wright, Rosalind J. [2 ,5 ]
Remnelius, Karl Lundin [6 ,7 ]
Isaksson, Johan [6 ,7 ,8 ]
Boelte, Sven [6 ,7 ,9 ,10 ]
Nakayama, Shoji F. [4 ]
机构
[1] Linus Biotechnol Inc, New York, NY 10013 USA
[2] Mt Sinai Sch Med, Environm Med & Publ Hlth, New York, NY 10029 USA
[3] Mt Sinai Sch Med, Seaver Autism Ctr, Dept Psychiat, New York, NY 10029 USA
[4] Natl Inst Environm Studies, Hlth & Environm Risk Div, Exposure Dynam Res Sect, Tsukuba 3058506, Japan
[5] Mt Sinai Sch Med, Dept Pediat, New York, NY 10029 USA
[6] Karolinska Inst, Ctr Neurodev Disorders KIND, Ctr Psychiat Res, Dept Womens & Childrens Hlth, S-11330 Stockholm, Sweden
[7] Stockholm Hlth Care Serv, Reg Stockholm, S-11330 Stockholm, Sweden
[8] Stockholm Hlth Care Serv, Child & Adolescent Psychiat, Reg Stockholm, S-11861 Stockholm, Sweden
[9] Curtin Univ, Curtin Sch Allied Hlth, Curtin Autism Res Grp, Perth, WA 6102, Australia
[10] Curtin Univ, Curtin Sch Allied Hlth, Curtin Autism Res Grp, Perth, WA 6102, Australia
基金
瑞典研究理事会;
关键词
biomarkers; autism spectrum disorder; exposomics; environmental exposures; metal exposures; diagnostic testing; neurodevelopmental disorders; hair assays; prognostic testing; dynamical methods; SWEDISH TWIN REGISTRY; CHILDREN; ASSOCIATION; PREVALENCE; SYMPTOMS; SCAFFOLD; STATES; ZINC;
D O I
10.3390/jcm11237154
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Autism spectrum disorder (ASD) is a neurodevelopmental condition diagnosed in approximately 2% of children. Reliance on the emergence of clinically observable behavioral patterns only delays the mean age of diagnosis to approximately 4 years. However, neural pathways critical to language and social functions develop during infancy, and current diagnostic protocols miss the age when therapy would be most effective. We developed non-invasive ASD biomarkers using mass spectrometry analyses of elemental metabolism in single hair strands, coupled with machine learning. We undertook a national prospective study in Japan, where hair samples were collected at 1 month and clinical diagnosis was undertaken at 4 years. Next, we analyzed a national sample of Swedish twins and, in our third study, participants from a specialist ASD center in the US. In a blinded analysis, a predictive algorithm detected ASD risk as early as 1 month with 96.4% sensitivity, 75.4% specificity, and 81.4% accuracy (n = 486; 175 cases). These findings emphasize that the dynamics in elemental metabolism are systemically dysregulated in autism, and these signatures can be detected and leveraged in hair samples to predict the emergence of ASD as early as 1 month of age.
引用
收藏
页数:15
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