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Computational cognitive modeling and validation of Dp140 induced alteration of working memory in Duchenne Muscular Dystrophy
Duchenne Muscular Dystrophy has emerged as a model to assess cognitive domains. The DMD gene variant location and its association with variable degrees of cognitive impairment necessitate identification of a common denominator. Computer architectures provide a framework to delineate the mechanisms i...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7371893/ https://www.ncbi.nlm.nih.gov/pubmed/32686699 http://dx.doi.org/10.1038/s41598-020-68381-9 |
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author | Tyagi, Rahul Aggarwal, Palvi Mohanty, Manju Dutt, Varun Anand, Akshay |
author_facet | Tyagi, Rahul Aggarwal, Palvi Mohanty, Manju Dutt, Varun Anand, Akshay |
author_sort | Tyagi, Rahul |
collection | PubMed |
description | Duchenne Muscular Dystrophy has emerged as a model to assess cognitive domains. The DMD gene variant location and its association with variable degrees of cognitive impairment necessitate identification of a common denominator. Computer architectures provide a framework to delineate the mechanisms involved in the cognitive functioning of the human brain. Copy number variations in the 79 exons of DMD gene were screened in 84 DMD subjects by Multiplex Ligation-dependent Probe Amplification (MLPA). DMD subjects were categorized based on the presence or absence of DP140 isoform. The cognitive and neuropsychological assessments were carried out as per inclusion criteria using standard scales. Instance-based learning theory (IBLT) based on the partial matching process was developed to mimic Stroop Color and Word Task (SCWT) performance on Adaptive Control of Thought-Rational (ACT-R) cognitive architecture based on IBLT. Genotype–phenotype correlation was conducted based on the mutation location in DMD gene. Assessment of specific cognitive domains in DP140 − ve group corresponded to the involvement of multiple brain lobes including temporal (verbal and visual learning and memory), parietal (visuo-conceptual and visuo-constructive abilities) and frontal (sustained and focused attention, verbal fluency, cognitive control). Working memory axis was found to be the central domain through tasks including RAVLT trial 1, recency effect, digit span backward, working memory index, arithmetic subtests in the Dp140 − ve group. IBLT validated the non-reliance of DMD subjects on recency indicating affected working memory domain. Modeling strategy revealed altered working memory processes in DMD cases with affected Dp140 isoform. DMD brain was observed to rely on primacy than the recency suggesting alterations in working memory capacity. Modeling revealed lowered activation of DMD brain with Dp140 − ve in order to retrieve the instances. |
format | Online Article Text |
id | pubmed-7371893 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-73718932020-07-22 Computational cognitive modeling and validation of Dp140 induced alteration of working memory in Duchenne Muscular Dystrophy Tyagi, Rahul Aggarwal, Palvi Mohanty, Manju Dutt, Varun Anand, Akshay Sci Rep Article Duchenne Muscular Dystrophy has emerged as a model to assess cognitive domains. The DMD gene variant location and its association with variable degrees of cognitive impairment necessitate identification of a common denominator. Computer architectures provide a framework to delineate the mechanisms involved in the cognitive functioning of the human brain. Copy number variations in the 79 exons of DMD gene were screened in 84 DMD subjects by Multiplex Ligation-dependent Probe Amplification (MLPA). DMD subjects were categorized based on the presence or absence of DP140 isoform. The cognitive and neuropsychological assessments were carried out as per inclusion criteria using standard scales. Instance-based learning theory (IBLT) based on the partial matching process was developed to mimic Stroop Color and Word Task (SCWT) performance on Adaptive Control of Thought-Rational (ACT-R) cognitive architecture based on IBLT. Genotype–phenotype correlation was conducted based on the mutation location in DMD gene. Assessment of specific cognitive domains in DP140 − ve group corresponded to the involvement of multiple brain lobes including temporal (verbal and visual learning and memory), parietal (visuo-conceptual and visuo-constructive abilities) and frontal (sustained and focused attention, verbal fluency, cognitive control). Working memory axis was found to be the central domain through tasks including RAVLT trial 1, recency effect, digit span backward, working memory index, arithmetic subtests in the Dp140 − ve group. IBLT validated the non-reliance of DMD subjects on recency indicating affected working memory domain. Modeling strategy revealed altered working memory processes in DMD cases with affected Dp140 isoform. DMD brain was observed to rely on primacy than the recency suggesting alterations in working memory capacity. Modeling revealed lowered activation of DMD brain with Dp140 − ve in order to retrieve the instances. Nature Publishing Group UK 2020-07-20 /pmc/articles/PMC7371893/ /pubmed/32686699 http://dx.doi.org/10.1038/s41598-020-68381-9 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Tyagi, Rahul Aggarwal, Palvi Mohanty, Manju Dutt, Varun Anand, Akshay Computational cognitive modeling and validation of Dp140 induced alteration of working memory in Duchenne Muscular Dystrophy |
title | Computational cognitive modeling and validation of Dp140 induced alteration of working memory in Duchenne Muscular Dystrophy |
title_full | Computational cognitive modeling and validation of Dp140 induced alteration of working memory in Duchenne Muscular Dystrophy |
title_fullStr | Computational cognitive modeling and validation of Dp140 induced alteration of working memory in Duchenne Muscular Dystrophy |
title_full_unstemmed | Computational cognitive modeling and validation of Dp140 induced alteration of working memory in Duchenne Muscular Dystrophy |
title_short | Computational cognitive modeling and validation of Dp140 induced alteration of working memory in Duchenne Muscular Dystrophy |
title_sort | computational cognitive modeling and validation of dp140 induced alteration of working memory in duchenne muscular dystrophy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7371893/ https://www.ncbi.nlm.nih.gov/pubmed/32686699 http://dx.doi.org/10.1038/s41598-020-68381-9 |
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