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Performance comparison of systemic activity correction in functional near-infrared spectroscopy for methods with and without short distance channels
Significance: Functional near-infrared spectroscopy (fNIRS) is a promising tool for neurofeedback (NFB) or brain–computer interfaces (BCIs). However, fNIRS signals are typically highly contaminated by systemic activity (SA) artifacts, and, if not properly corrected, NFB or BCIs run the risk of being...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Society of Photo-Optical Instrumentation Engineers
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9555616/ https://www.ncbi.nlm.nih.gov/pubmed/36248616 http://dx.doi.org/10.1117/1.NPh.10.1.013503 |
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author | Klein, Franziska Lührs, Michael Benitez-Andonegui, Amaia Roehn, Pauline Kranczioch, Cornelia |
author_facet | Klein, Franziska Lührs, Michael Benitez-Andonegui, Amaia Roehn, Pauline Kranczioch, Cornelia |
author_sort | Klein, Franziska |
collection | PubMed |
description | Significance: Functional near-infrared spectroscopy (fNIRS) is a promising tool for neurofeedback (NFB) or brain–computer interfaces (BCIs). However, fNIRS signals are typically highly contaminated by systemic activity (SA) artifacts, and, if not properly corrected, NFB or BCIs run the risk of being based on noise instead of brain activity. This risk can likely be reduced by correcting for SA, in particular when short-distance channels (SDCs) are available. Literature comparing correction methods with and without SDCs is still sparse, specifically comparisons considering single trials are lacking. Aim: This study aimed at comparing the performance of SA correction methods with and without SDCs. Approach: Semisimulated and real motor task data of healthy older adults were used. Correction methods without SDCs included a simple and a more advanced spatial filter. Correction methods with SDCs included a regression approach considering only the closest SDC and two GLM-based methods, one including all eight SDCs and one using only two a priori selected SDCs as regressors. All methods were compared with data uncorrected for SA and correction performance was assessed with quality measures quantifying signal improvement and spatial specificity at single trial level. Results: All correction methods were found to improve signal quality and enhance spatial specificity as compared with the uncorrected data. Methods with SDCs usually outperformed methods without SDCs. Correction methods without SDCs tended to overcorrect the data. However, the exact pattern of results and the degree of differences observable between correction methods varied between semisimulated and real data, and also between quality measures. Conclusions: Overall, results confirmed that both [Formula: see text] and [Formula: see text] are affected by SA and that correction methods with SDCs outperform methods without SDCs. Nonetheless, improvements in signal quality can also be achieved without SDCs and should therefore be given priority over not correcting for SA. |
format | Online Article Text |
id | pubmed-9555616 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Society of Photo-Optical Instrumentation Engineers |
record_format | MEDLINE/PubMed |
spelling | pubmed-95556162022-10-15 Performance comparison of systemic activity correction in functional near-infrared spectroscopy for methods with and without short distance channels Klein, Franziska Lührs, Michael Benitez-Andonegui, Amaia Roehn, Pauline Kranczioch, Cornelia Neurophotonics Special Section Celebrating 30 Years of Functional Near Infrared Spectroscopy (Part I) Significance: Functional near-infrared spectroscopy (fNIRS) is a promising tool for neurofeedback (NFB) or brain–computer interfaces (BCIs). However, fNIRS signals are typically highly contaminated by systemic activity (SA) artifacts, and, if not properly corrected, NFB or BCIs run the risk of being based on noise instead of brain activity. This risk can likely be reduced by correcting for SA, in particular when short-distance channels (SDCs) are available. Literature comparing correction methods with and without SDCs is still sparse, specifically comparisons considering single trials are lacking. Aim: This study aimed at comparing the performance of SA correction methods with and without SDCs. Approach: Semisimulated and real motor task data of healthy older adults were used. Correction methods without SDCs included a simple and a more advanced spatial filter. Correction methods with SDCs included a regression approach considering only the closest SDC and two GLM-based methods, one including all eight SDCs and one using only two a priori selected SDCs as regressors. All methods were compared with data uncorrected for SA and correction performance was assessed with quality measures quantifying signal improvement and spatial specificity at single trial level. Results: All correction methods were found to improve signal quality and enhance spatial specificity as compared with the uncorrected data. Methods with SDCs usually outperformed methods without SDCs. Correction methods without SDCs tended to overcorrect the data. However, the exact pattern of results and the degree of differences observable between correction methods varied between semisimulated and real data, and also between quality measures. Conclusions: Overall, results confirmed that both [Formula: see text] and [Formula: see text] are affected by SA and that correction methods with SDCs outperform methods without SDCs. Nonetheless, improvements in signal quality can also be achieved without SDCs and should therefore be given priority over not correcting for SA. Society of Photo-Optical Instrumentation Engineers 2022-10-12 2023-01 /pmc/articles/PMC9555616/ /pubmed/36248616 http://dx.doi.org/10.1117/1.NPh.10.1.013503 Text en © 2022 The Authors https://creativecommons.org/licenses/by/4.0/Published by SPIE under a Creative Commons Attribution 4.0 International License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI. |
spellingShingle | Special Section Celebrating 30 Years of Functional Near Infrared Spectroscopy (Part I) Klein, Franziska Lührs, Michael Benitez-Andonegui, Amaia Roehn, Pauline Kranczioch, Cornelia Performance comparison of systemic activity correction in functional near-infrared spectroscopy for methods with and without short distance channels |
title | Performance comparison of systemic activity correction in functional near-infrared spectroscopy for methods with and without short distance channels |
title_full | Performance comparison of systemic activity correction in functional near-infrared spectroscopy for methods with and without short distance channels |
title_fullStr | Performance comparison of systemic activity correction in functional near-infrared spectroscopy for methods with and without short distance channels |
title_full_unstemmed | Performance comparison of systemic activity correction in functional near-infrared spectroscopy for methods with and without short distance channels |
title_short | Performance comparison of systemic activity correction in functional near-infrared spectroscopy for methods with and without short distance channels |
title_sort | performance comparison of systemic activity correction in functional near-infrared spectroscopy for methods with and without short distance channels |
topic | Special Section Celebrating 30 Years of Functional Near Infrared Spectroscopy (Part I) |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9555616/ https://www.ncbi.nlm.nih.gov/pubmed/36248616 http://dx.doi.org/10.1117/1.NPh.10.1.013503 |
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