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Spatial band-pass filtering aids decoding musical genres from auditory cortex 7T fMRI
Spatial filtering strategies, combined with multivariate decoding analysis of BOLD images, have been used to investigate the nature of the neural signal underlying the discriminability of brain activity patterns evoked by sensory stimulation – primarily in the visual cortex. Previous research indica...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
F1000 Research Limited
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5887073/ https://www.ncbi.nlm.nih.gov/pubmed/29707198 http://dx.doi.org/10.12688/f1000research.13689.2 |
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author | Sengupta, Ayan Pollmann, Stefan Hanke, Michael |
author_facet | Sengupta, Ayan Pollmann, Stefan Hanke, Michael |
author_sort | Sengupta, Ayan |
collection | PubMed |
description | Spatial filtering strategies, combined with multivariate decoding analysis of BOLD images, have been used to investigate the nature of the neural signal underlying the discriminability of brain activity patterns evoked by sensory stimulation – primarily in the visual cortex. Previous research indicates that such signals are spatially broadband in nature, and are not primarily comprised of fine-grained activation patterns. However, it is unclear whether this is a general property of the BOLD signal, or whether it is specific to the details of employed analyses and stimuli. Here we applied an analysis strategy from a previous study on decoding visual orientation from V1 to publicly available, high-resolution 7T fMRI on the response BOLD response to musical genres in primary auditory cortex. The results show that the pattern of decoding accuracies with respect to different types and levels of spatial filtering is comparable to that obtained from V1, despite considerable differences in the respective cortical circuitry. |
format | Online Article Text |
id | pubmed-5887073 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | F1000 Research Limited |
record_format | MEDLINE/PubMed |
spelling | pubmed-58870732018-04-25 Spatial band-pass filtering aids decoding musical genres from auditory cortex 7T fMRI Sengupta, Ayan Pollmann, Stefan Hanke, Michael F1000Res Research Note Spatial filtering strategies, combined with multivariate decoding analysis of BOLD images, have been used to investigate the nature of the neural signal underlying the discriminability of brain activity patterns evoked by sensory stimulation – primarily in the visual cortex. Previous research indicates that such signals are spatially broadband in nature, and are not primarily comprised of fine-grained activation patterns. However, it is unclear whether this is a general property of the BOLD signal, or whether it is specific to the details of employed analyses and stimuli. Here we applied an analysis strategy from a previous study on decoding visual orientation from V1 to publicly available, high-resolution 7T fMRI on the response BOLD response to musical genres in primary auditory cortex. The results show that the pattern of decoding accuracies with respect to different types and levels of spatial filtering is comparable to that obtained from V1, despite considerable differences in the respective cortical circuitry. F1000 Research Limited 2018-04-04 /pmc/articles/PMC5887073/ /pubmed/29707198 http://dx.doi.org/10.12688/f1000research.13689.2 Text en Copyright: © 2018 Sengupta A et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Note Sengupta, Ayan Pollmann, Stefan Hanke, Michael Spatial band-pass filtering aids decoding musical genres from auditory cortex 7T fMRI |
title | Spatial band-pass filtering aids decoding musical genres from auditory cortex 7T fMRI |
title_full | Spatial band-pass filtering aids decoding musical genres from auditory cortex 7T fMRI |
title_fullStr | Spatial band-pass filtering aids decoding musical genres from auditory cortex 7T fMRI |
title_full_unstemmed | Spatial band-pass filtering aids decoding musical genres from auditory cortex 7T fMRI |
title_short | Spatial band-pass filtering aids decoding musical genres from auditory cortex 7T fMRI |
title_sort | spatial band-pass filtering aids decoding musical genres from auditory cortex 7t fmri |
topic | Research Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5887073/ https://www.ncbi.nlm.nih.gov/pubmed/29707198 http://dx.doi.org/10.12688/f1000research.13689.2 |
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