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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...

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Detalles Bibliográficos
Autores principales: Sengupta, Ayan, Pollmann, Stefan, Hanke, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000 Research Limited 2018
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.
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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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