ArticlePLoS computational biology2014
Environmental and state-level regulatory factors affect the incidence of autism and intellectual disability.
Article in PLoS computational biology, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
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Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it, 59 citations in OpenAlex.
- Subphenotype meta-analysis of testicular cancer genome-wide association study data suggests a role for RBFOX family genes in cryptorchidism susceptibility.Human reproduction (Oxford, England) · 2018Pooled it
- Geographic patterns in the prevalence of multiple neurodevelopmental disorders among children and adolescents in the United States: a cross-sectional study.Journal of public health (Oxford, England) · 2026Article
- The association between autism spectrum disorder and congenital malformations: a population-based nested case-control study.Molecular psychiatry · 2026Article
- Factors Associated With Psychiatric Emergency Visits of Children and Adolescents With Autism Spectrum Disorder in an Upper-Middle-Income Country.Journal of autism and developmental disorders · 2026Article
- Geospatial investigations in Colombia reveal variations in the distribution of mood and psychotic disorders.Communications medicine · 2024Article
- Environmental Influences on Individuals with Autistic Spectrum Disorders with Special Emphasis on Seasonality: An Overview.Children (Basel, Switzerland) · 2023Review
- School-Based Autism Rates by State: An Analysis of Demographics, Political Leanings, and Differential Identification.Journal of autism and developmental disorders · 2021Article
- Prevalence estimation of intellectual disability using national administrative and household survey data: The importance of survey question specificity.International journal of population data science · 2021Article
- The Relationship of Urbanization and Performance of Activity and Participation Functioning among Adults with Developmental Disabilities in Taiwan.International journal of environmental research and public health · 2020Article
- Mast Cells, Stress, Fear and Autism Spectrum Disorder.International journal of molecular sciences · 2019Review
- Patchwork of contrasting medication cultures across the USA.Nature communications · 2018Article
- Developmental exposures to ultrafine particle air pollution reduces early testosterone levels and adult male social novelty preference: Risk for children's sex-biased neurobehavioral disorders.Neurotoxicology · 2018Article
- Genome-Wide Changes in Protein Translation Efficiency Are Associated with Autism.Genome biology and evolution · 2018Article
- Congenital Abnormalities of the Male Reproductive System and Risk of Autism Spectrum Disorders.American journal of epidemiology · 2018Article
- The Age at Diagnosis of Autism Spectrum Disorder in Children in Japan.International journal of pediatrics · 2018Article
- Clinical effects of chemical exposures on mitochondrial function.Toxicology · 2017Review
- Detecting Spatial Patterns of Disease in Large Collections of Electronic Medical Records Using Neighbor-Based Bootstrapping.Big data · 2017Article
- Towards a new generation of agricultural system data, models and knowledge products: Design and improvement.Agricultural systems · 2017Article
- The GapMap project: a mobile surveillance system to map diagnosed autism cases and gaps in autism services globally.Molecular autism · 2017Article
- Advancing toxicology research using in vivo high throughput toxicology with small fish models.ALTEX · 2016Article
Corrections and comments
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Authors and funding
7 authors at 3 institutions in 1 country.
Funding
Abstract
Many factors affect the risks for neurodevelopmental maladies such as autism spectrum disorders (ASD) and intellectual disability (ID). To compare environmental, phenotypic, socioeconomic and state-policy factors in a unified geospatial framework, we analyzed the spatial incidence patterns of ASD and ID using an insurance claims dataset covering nearly one third of the US population. Following epidemiologic evidence, we used the rate of congenital malformations of the reproductive system as a surrogate for environmental exposure of parents to unmeasured developmental risk factors, including toxins. Adjusted for gender, ethnic, socioeconomic, and geopolitical factors, the ASD incidence rates were strongly linked to population-normalized rates of congenital malformations of the reproductive system in males (an increase in ASD incidence by 283% for every percent increase in incidence of malformations, 95% CI: [91%, 576%], p<6×10(-5)). Such congenital malformations were barely significant for ID (94% increase, 95% CI: [1%, 250%], p = 0.0384). Other congenital malformations in males (excluding those affecting the reproductive system) appeared to significantly affect both phenotypes: 31.8% ASD rate increase (CI: [12%, 52%], p<6×10(-5)), and 43% ID rate increase (CI: [23%, 67%], p<6×10(-5)). Furthermore, the state-mandated rigor of diagnosis of ASD by a pediatrician or clinician for consideration in the special education system was predictive of a considerable decrease in ASD and ID incidence rates (98.6%, CI: [28%, 99.99%], p = 0.02475 and 99% CI: [68%, 99.99%], p = 0.00637 respectively). Thus, the observed spatial variability of both ID and ASD rates is associated with environmental and state-level regulatory factors; the magnitude of influence of compound environmental predictors was approximately three times greater than that of state-level incentives. The estimated county-level random effects exhibited marked spatial clustering, strongly indicating existence of as yet unidentified localized factors driving apparent disease incidence. Finally, we found that the rates of ASD and ID at the county level were weakly but significantly correlated (Pearson product-moment correlation 0.0589, p = 0.00101), while for females the correlation was much stronger (0.197, p<2.26×10(-16)).
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