ArticlePloS one2017
Significant Association of Urinary Toxic Metals and Autism-Related Symptoms-A Nonlinear Statistical Analysis with Cross Validation.
Article in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 2 of them syntheses that pooled it.
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Who cites it
23 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Exposure to heavy metals in utero and autism spectrum disorder at age 3: a meta-analysis of two longitudinal cohorts of siblings of children with autism.Environmental health : a global access science source · 2024Pooled it
- Association Between Biological Lead Concentrations and Autism Spectrum Disorder (ASD) in Children: a Systematic Review and Meta-Analysis.Biological trace element research · 2023Pooled it
- Review
- Associations between element mixtures and biomarkers of pathophysiologic pathways related to autism spectrum disorder.Journal of trace elements in medicine and biology : organ of the Society for Minerals and Trace Elements (GMS) · 2025Article
- Abnormal Porphyrin Metabolism in Autism Spectrum Disorder and Therapeutic Implications.Molecular neurobiology · 2024Review
- The Impact of Thallium Exposure in Public Health and Molecular Toxicology: A Comprehensive Review.International journal of molecular sciences · 2024Review
- Porphyrinuria in Autism Spectrum Disorder: A Review.Current medicinal chemistry · 2024Review
- Article
- Perinatal Exposure to Trace Elements: The Dubious Culprit of Autistic Spectrum Disorder in Children.Current pediatric reviews · 2024Review
- Review
- Multivariate Analysis of Metabolomic and Nutritional Profiles among Children with Autism Spectrum Disorder.Journal of personalized medicine · 2022Article
- Urinary Essential Elements of Young Children with Autism Spectrum Disorder and their Mothers.Research in autism spectrum disorders · 2020Article
- Analysis of lead, arsenic and calcium content in the hair of children with autism spectrum disorder.BMC public health · 2020Article
- Toxicity of Thallium at Low Doses: A Review.International journal of environmental research and public health · 2019Review
- Dysbiotic microbiota in autistic children and their mothers: persistence of fungal and bacterial wall-deficient L-form variants in blood.Scientific reports · 2019Article
- Diagnostic and Severity-Tracking Biomarkers for Autism Spectrum Disorder.Journal of molecular neuroscience : MN · 2018Review
- Investigating Plasma Amino Acids for Differentiating Individuals with Autism Spectrum Disorder and Typically Developing Peers.Research in autism spectrum disorders · 2018Article
- Immunoexcitotoxicity as the central mechanism of etiopathology and treatment of autism spectrum disorders: A possible role of fluoride and aluminum.Surgical neurology international · 2018Review
- Erythrocyte fatty acid profiles in children are not predictive of autism spectrum disorder status: a case control study.Biomarker research · 2018Article
- Potential Sex Differences Relative to Autism Spectrum Disorder and Metals.Current environmental health reports · 2017Review
Corrections and comments
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Authors and funding
12 authors.
Funding
Abstract
introductionA number of previous studies examined a possible association of toxic metals and autism, and over half of those studies suggest that toxic metal levels are different in individuals with Autism Spectrum Disorders (ASD). Additionally, several studies found that those levels correlate with the severity of ASD.
methodsIn order to further investigate these points, this paper performs the most detailed statistical analysis to date of a data set in this field. First morning urine samples were collected from 67 children and adults with ASD and 50 neurotypical controls of similar age and gender. The samples were analyzed to determine the levels of 10 urinary toxic metals (UTM). Autism-related symptoms were assessed with eleven behavioral measures. Statistical analysis was used to distinguish participants on the ASD spectrum and neurotypical participants based upon the UTM data alone. The analysis also included examining the association of autism severity with toxic metal excretion data using linear and nonlinear analysis. "Leave-one-out" cross-validation was used to ensure statistical independence of results. RESULTS AND DISCUSSION: Average excretion levels of several toxic metals (lead, tin, thallium, antimony) were significantly higher in the ASD group. However, ASD classification using univariate statistics proved difficult due to large variability, but nonlinear multivariate statistical analysis significantly improved ASD classification with Type I/II errors of 15% and 18%, respectively. These results clearly indicate that the urinary toxic metal excretion profiles of participants in the ASD group were significantly different from those of the neurotypical participants. Similarly, nonlinear methods determined a significantly stronger association between the behavioral measures and toxic metal excretion. The association was strongest for the Aberrant Behavior Checklist (including subscales on Irritability, Stereotypy, Hyperactivity, and Inappropriate Speech), but significant associations were found for UTM with all eleven autism-related assessments with cross-validation R2 values ranging from 0.12-0.48.
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