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Dynamical Electrical Complexity Is Reduced during Neuronal Differentiation in Autism Spectrum Disorder

Neuronal activity can be modeled as a nonlinear dynamical system to yield measures of neuronal state and dysfunction. The electrical recordings of stem cell-derived neurons from individuals with autism spectrum disorder (ASD) and controls were analyzed using minimum embedding dimension (MED) analysi...

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Autores principales: Amatya, Debha N., Linker, Sara B., Mendes, Ana P.D., Santos, Renata, Erikson, Galina, Shokhirev, Maxim N., Zhou, Yuansheng, Sharpee, Tatyana, Gage, Fred H., Marchetto, Maria C., Kim, Yeni
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6739708/
https://www.ncbi.nlm.nih.gov/pubmed/31474529
http://dx.doi.org/10.1016/j.stemcr.2019.08.001
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author Amatya, Debha N.
Linker, Sara B.
Mendes, Ana P.D.
Santos, Renata
Erikson, Galina
Shokhirev, Maxim N.
Zhou, Yuansheng
Sharpee, Tatyana
Gage, Fred H.
Marchetto, Maria C.
Kim, Yeni
author_facet Amatya, Debha N.
Linker, Sara B.
Mendes, Ana P.D.
Santos, Renata
Erikson, Galina
Shokhirev, Maxim N.
Zhou, Yuansheng
Sharpee, Tatyana
Gage, Fred H.
Marchetto, Maria C.
Kim, Yeni
author_sort Amatya, Debha N.
collection PubMed
description Neuronal activity can be modeled as a nonlinear dynamical system to yield measures of neuronal state and dysfunction. The electrical recordings of stem cell-derived neurons from individuals with autism spectrum disorder (ASD) and controls were analyzed using minimum embedding dimension (MED) analysis to characterize their dynamical complexity. MED analysis revealed a significant reduction in dynamical complexity in ASD neurons during differentiation, which was correlated to bursting and spike interval measures. MED was associated with clinical endpoints, such as nonverbal intelligence, and was correlated with 53 differentially expressed genes, which were overrepresented with ASD risk genes related to neurodevelopment, cell morphology, and cell migration. Spatiotemporal analysis also showed a prenatal temporal enrichment in cortical and deep brain structures. Together, we present dynamical analysis as a paradigm that can be used to distinguish disease-associated cellular electrophysiological and transcriptional signatures, while taking into account patient variability in neuropsychiatric disorders.
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spelling pubmed-67397082019-09-16 Dynamical Electrical Complexity Is Reduced during Neuronal Differentiation in Autism Spectrum Disorder Amatya, Debha N. Linker, Sara B. Mendes, Ana P.D. Santos, Renata Erikson, Galina Shokhirev, Maxim N. Zhou, Yuansheng Sharpee, Tatyana Gage, Fred H. Marchetto, Maria C. Kim, Yeni Stem Cell Reports Article Neuronal activity can be modeled as a nonlinear dynamical system to yield measures of neuronal state and dysfunction. The electrical recordings of stem cell-derived neurons from individuals with autism spectrum disorder (ASD) and controls were analyzed using minimum embedding dimension (MED) analysis to characterize their dynamical complexity. MED analysis revealed a significant reduction in dynamical complexity in ASD neurons during differentiation, which was correlated to bursting and spike interval measures. MED was associated with clinical endpoints, such as nonverbal intelligence, and was correlated with 53 differentially expressed genes, which were overrepresented with ASD risk genes related to neurodevelopment, cell morphology, and cell migration. Spatiotemporal analysis also showed a prenatal temporal enrichment in cortical and deep brain structures. Together, we present dynamical analysis as a paradigm that can be used to distinguish disease-associated cellular electrophysiological and transcriptional signatures, while taking into account patient variability in neuropsychiatric disorders. Elsevier 2019-08-29 /pmc/articles/PMC6739708/ /pubmed/31474529 http://dx.doi.org/10.1016/j.stemcr.2019.08.001 Text en © 2019 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Amatya, Debha N.
Linker, Sara B.
Mendes, Ana P.D.
Santos, Renata
Erikson, Galina
Shokhirev, Maxim N.
Zhou, Yuansheng
Sharpee, Tatyana
Gage, Fred H.
Marchetto, Maria C.
Kim, Yeni
Dynamical Electrical Complexity Is Reduced during Neuronal Differentiation in Autism Spectrum Disorder
title Dynamical Electrical Complexity Is Reduced during Neuronal Differentiation in Autism Spectrum Disorder
title_full Dynamical Electrical Complexity Is Reduced during Neuronal Differentiation in Autism Spectrum Disorder
title_fullStr Dynamical Electrical Complexity Is Reduced during Neuronal Differentiation in Autism Spectrum Disorder
title_full_unstemmed Dynamical Electrical Complexity Is Reduced during Neuronal Differentiation in Autism Spectrum Disorder
title_short Dynamical Electrical Complexity Is Reduced during Neuronal Differentiation in Autism Spectrum Disorder
title_sort dynamical electrical complexity is reduced during neuronal differentiation in autism spectrum disorder
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6739708/
https://www.ncbi.nlm.nih.gov/pubmed/31474529
http://dx.doi.org/10.1016/j.stemcr.2019.08.001
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