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A novel computational biostatistics approach implies impaired dephosphorylation of growth factor receptors as associated with severity of autism

The prevalence of autism spectrum disorders (ASDs) has increased 20-fold over the past 50 years to >1% of US children. Although twin studies attest to a high degree of heritability, the genetic risk factors are still poorly understood. We analyzed data from two independent populations using u-sta...

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Autores principales: Wittkowski, K M, Sonakya, V, Bigio, B, Tonn, M K, Shic, F, Ascano, M, Nasca, C, Gold-Von Simson, G
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3905234/
https://www.ncbi.nlm.nih.gov/pubmed/24473445
http://dx.doi.org/10.1038/tp.2013.124
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author Wittkowski, K M
Sonakya, V
Bigio, B
Tonn, M K
Shic, F
Ascano, M
Nasca, C
Gold-Von Simson, G
author_facet Wittkowski, K M
Sonakya, V
Bigio, B
Tonn, M K
Shic, F
Ascano, M
Nasca, C
Gold-Von Simson, G
author_sort Wittkowski, K M
collection PubMed
description The prevalence of autism spectrum disorders (ASDs) has increased 20-fold over the past 50 years to >1% of US children. Although twin studies attest to a high degree of heritability, the genetic risk factors are still poorly understood. We analyzed data from two independent populations using u-statistics for genetically structured wide-locus data and added data from unrelated controls to explore epistasis. To account for systematic, but disease-unrelated differences in (non-randomized) genome-wide association studies (GWAS), a correlation between P-values and minor allele frequency with low granularity data and for conducting multiple tests in overlapping genetic regions, we present a novel study-specific criterion for ‘genome-wide significance'. From recent results in a comorbid disease, childhood absence epilepsy, we had hypothesized that axonal guidance and calcium signaling are involved in autism as well. Enrichment of the results in both studies with related genes confirms this hypothesis. Additional ASD-specific variations identified in this study suggest protracted growth factor signaling as causing more severe forms of ASD. Another cluster of related genes suggests chloride and potassium ion channels as additional ASD-specific drug targets. The involvement of growth factors suggests the time of accelerated neuronal growth and pruning at 9–24 months of age as the period during which treatment with ion channel modulators would be most effective in preventing progression to more severe forms of autism. By extension, the same computational biostatistics approach could yield profound insights into the etiology of many common diseases from the genetic data collected over the last decade.
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spelling pubmed-39052342014-01-29 A novel computational biostatistics approach implies impaired dephosphorylation of growth factor receptors as associated with severity of autism Wittkowski, K M Sonakya, V Bigio, B Tonn, M K Shic, F Ascano, M Nasca, C Gold-Von Simson, G Transl Psychiatry Original Article The prevalence of autism spectrum disorders (ASDs) has increased 20-fold over the past 50 years to >1% of US children. Although twin studies attest to a high degree of heritability, the genetic risk factors are still poorly understood. We analyzed data from two independent populations using u-statistics for genetically structured wide-locus data and added data from unrelated controls to explore epistasis. To account for systematic, but disease-unrelated differences in (non-randomized) genome-wide association studies (GWAS), a correlation between P-values and minor allele frequency with low granularity data and for conducting multiple tests in overlapping genetic regions, we present a novel study-specific criterion for ‘genome-wide significance'. From recent results in a comorbid disease, childhood absence epilepsy, we had hypothesized that axonal guidance and calcium signaling are involved in autism as well. Enrichment of the results in both studies with related genes confirms this hypothesis. Additional ASD-specific variations identified in this study suggest protracted growth factor signaling as causing more severe forms of ASD. Another cluster of related genes suggests chloride and potassium ion channels as additional ASD-specific drug targets. The involvement of growth factors suggests the time of accelerated neuronal growth and pruning at 9–24 months of age as the period during which treatment with ion channel modulators would be most effective in preventing progression to more severe forms of autism. By extension, the same computational biostatistics approach could yield profound insights into the etiology of many common diseases from the genetic data collected over the last decade. Nature Publishing Group 2014-01 2014-01-28 /pmc/articles/PMC3905234/ /pubmed/24473445 http://dx.doi.org/10.1038/tp.2013.124 Text en Copyright © 2014 Macmillan Publishers Limited http://creativecommons.org/licenses/by/3.0/ This work is licensed under a Creative Commons Attribution 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by/3.0/
spellingShingle Original Article
Wittkowski, K M
Sonakya, V
Bigio, B
Tonn, M K
Shic, F
Ascano, M
Nasca, C
Gold-Von Simson, G
A novel computational biostatistics approach implies impaired dephosphorylation of growth factor receptors as associated with severity of autism
title A novel computational biostatistics approach implies impaired dephosphorylation of growth factor receptors as associated with severity of autism
title_full A novel computational biostatistics approach implies impaired dephosphorylation of growth factor receptors as associated with severity of autism
title_fullStr A novel computational biostatistics approach implies impaired dephosphorylation of growth factor receptors as associated with severity of autism
title_full_unstemmed A novel computational biostatistics approach implies impaired dephosphorylation of growth factor receptors as associated with severity of autism
title_short A novel computational biostatistics approach implies impaired dephosphorylation of growth factor receptors as associated with severity of autism
title_sort novel computational biostatistics approach implies impaired dephosphorylation of growth factor receptors as associated with severity of autism
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3905234/
https://www.ncbi.nlm.nih.gov/pubmed/24473445
http://dx.doi.org/10.1038/tp.2013.124
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