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Task-dependent fractal patterns of information processing in working memory
We applied detrended fluctuation analysis, power spectral density, and eigenanalysis of detrended cross-correlations to investigate fMRI data representing a diurnal variation of working memory in four visual tasks: two verbal and two nonverbal. We show that the degree of fractal scaling is regionall...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9596406/ https://www.ncbi.nlm.nih.gov/pubmed/36284105 http://dx.doi.org/10.1038/s41598-022-21375-1 |
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author | Ochab, Jeremi K. Wątorek, Marcin Ceglarek, Anna Fafrowicz, Magdalena Lewandowska, Koryna Marek, Tadeusz Sikora-Wachowicz, Barbara Oświęcimka, Paweł |
author_facet | Ochab, Jeremi K. Wątorek, Marcin Ceglarek, Anna Fafrowicz, Magdalena Lewandowska, Koryna Marek, Tadeusz Sikora-Wachowicz, Barbara Oświęcimka, Paweł |
author_sort | Ochab, Jeremi K. |
collection | PubMed |
description | We applied detrended fluctuation analysis, power spectral density, and eigenanalysis of detrended cross-correlations to investigate fMRI data representing a diurnal variation of working memory in four visual tasks: two verbal and two nonverbal. We show that the degree of fractal scaling is regionally dependent on the engagement in cognitive tasks. A particularly apparent difference was found between memorisation in verbal and nonverbal tasks. Furthermore, the detrended cross-correlations between brain areas were predominantly indicative of differences between resting state and other tasks, between memorisation and retrieval, and between verbal and nonverbal tasks. The fractal and spectral analyses presented in our study are consistent with previous research related to visuospatial and verbal information processing, working memory (encoding and retrieval), and executive functions, but they were found to be more sensitive than Pearson correlations and showed the potential to obtain other subtler results. We conclude that regionally dependent cognitive task engagement can be distinguished based on the fractal characteristics of BOLD signals and their detrended cross-correlation structure. |
format | Online Article Text |
id | pubmed-9596406 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-95964062022-10-27 Task-dependent fractal patterns of information processing in working memory Ochab, Jeremi K. Wątorek, Marcin Ceglarek, Anna Fafrowicz, Magdalena Lewandowska, Koryna Marek, Tadeusz Sikora-Wachowicz, Barbara Oświęcimka, Paweł Sci Rep Article We applied detrended fluctuation analysis, power spectral density, and eigenanalysis of detrended cross-correlations to investigate fMRI data representing a diurnal variation of working memory in four visual tasks: two verbal and two nonverbal. We show that the degree of fractal scaling is regionally dependent on the engagement in cognitive tasks. A particularly apparent difference was found between memorisation in verbal and nonverbal tasks. Furthermore, the detrended cross-correlations between brain areas were predominantly indicative of differences between resting state and other tasks, between memorisation and retrieval, and between verbal and nonverbal tasks. The fractal and spectral analyses presented in our study are consistent with previous research related to visuospatial and verbal information processing, working memory (encoding and retrieval), and executive functions, but they were found to be more sensitive than Pearson correlations and showed the potential to obtain other subtler results. We conclude that regionally dependent cognitive task engagement can be distinguished based on the fractal characteristics of BOLD signals and their detrended cross-correlation structure. Nature Publishing Group UK 2022-10-25 /pmc/articles/PMC9596406/ /pubmed/36284105 http://dx.doi.org/10.1038/s41598-022-21375-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Ochab, Jeremi K. Wątorek, Marcin Ceglarek, Anna Fafrowicz, Magdalena Lewandowska, Koryna Marek, Tadeusz Sikora-Wachowicz, Barbara Oświęcimka, Paweł Task-dependent fractal patterns of information processing in working memory |
title | Task-dependent fractal patterns of information processing in working memory |
title_full | Task-dependent fractal patterns of information processing in working memory |
title_fullStr | Task-dependent fractal patterns of information processing in working memory |
title_full_unstemmed | Task-dependent fractal patterns of information processing in working memory |
title_short | Task-dependent fractal patterns of information processing in working memory |
title_sort | task-dependent fractal patterns of information processing in working memory |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9596406/ https://www.ncbi.nlm.nih.gov/pubmed/36284105 http://dx.doi.org/10.1038/s41598-022-21375-1 |
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