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Molecular-enriched functional connectivity in the human brain using multiband multi-echo simultaneous ASL/BOLD fMRI
Receptor-enriched analysis of functional connectivity by targets (REACT) is a strategy to enrich functional MRI (fMRI) data with molecular information on the neurotransmitter distribution density in the human brain, providing a biological basis to the functional connectivity (FC) analysis. Although...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10359289/ https://www.ncbi.nlm.nih.gov/pubmed/37474568 http://dx.doi.org/10.1038/s41598-023-38573-0 |
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author | Dipasquale, Ottavia Cohen, Alexander Martins, Daniel Zelaya, Fernando Turkheimer, Federico Veronese, Mattia Mehta, Mitul A. Williams, Steven C. R. Yang, Baolian Banerjee, Suchandrima Wang, Yang |
author_facet | Dipasquale, Ottavia Cohen, Alexander Martins, Daniel Zelaya, Fernando Turkheimer, Federico Veronese, Mattia Mehta, Mitul A. Williams, Steven C. R. Yang, Baolian Banerjee, Suchandrima Wang, Yang |
author_sort | Dipasquale, Ottavia |
collection | PubMed |
description | Receptor-enriched analysis of functional connectivity by targets (REACT) is a strategy to enrich functional MRI (fMRI) data with molecular information on the neurotransmitter distribution density in the human brain, providing a biological basis to the functional connectivity (FC) analysis. Although this approach has been used in BOLD fMRI studies only so far, extending its use to ASL imaging would provide many advantages, including the more direct link of ASL with neuronal activity compared to BOLD and its suitability for pharmacological MRI studies assessing drug effects on baseline brain function. Here, we applied REACT to simultaneous ASL/BOLD resting-state fMRI data of 29 healthy subjects and estimated the ASL and BOLD FC maps related to six molecular systems. We then compared the ASL and BOLD FC maps in terms of spatial similarity, and evaluated and compared the test–retest reproducibility of each modality. We found robust spatial patterns of molecular-enriched FC for both modalities, moderate similarity between BOLD and ASL FC maps and comparable reproducibility for all but one molecular-enriched functional networks. Our findings showed that ASL is as informative as BOLD in detecting functional circuits associated with specific molecular pathways, and that the two modalities may provide complementary information related to these circuits. |
format | Online Article Text |
id | pubmed-10359289 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-103592892023-07-22 Molecular-enriched functional connectivity in the human brain using multiband multi-echo simultaneous ASL/BOLD fMRI Dipasquale, Ottavia Cohen, Alexander Martins, Daniel Zelaya, Fernando Turkheimer, Federico Veronese, Mattia Mehta, Mitul A. Williams, Steven C. R. Yang, Baolian Banerjee, Suchandrima Wang, Yang Sci Rep Article Receptor-enriched analysis of functional connectivity by targets (REACT) is a strategy to enrich functional MRI (fMRI) data with molecular information on the neurotransmitter distribution density in the human brain, providing a biological basis to the functional connectivity (FC) analysis. Although this approach has been used in BOLD fMRI studies only so far, extending its use to ASL imaging would provide many advantages, including the more direct link of ASL with neuronal activity compared to BOLD and its suitability for pharmacological MRI studies assessing drug effects on baseline brain function. Here, we applied REACT to simultaneous ASL/BOLD resting-state fMRI data of 29 healthy subjects and estimated the ASL and BOLD FC maps related to six molecular systems. We then compared the ASL and BOLD FC maps in terms of spatial similarity, and evaluated and compared the test–retest reproducibility of each modality. We found robust spatial patterns of molecular-enriched FC for both modalities, moderate similarity between BOLD and ASL FC maps and comparable reproducibility for all but one molecular-enriched functional networks. Our findings showed that ASL is as informative as BOLD in detecting functional circuits associated with specific molecular pathways, and that the two modalities may provide complementary information related to these circuits. Nature Publishing Group UK 2023-07-20 /pmc/articles/PMC10359289/ /pubmed/37474568 http://dx.doi.org/10.1038/s41598-023-38573-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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 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 Dipasquale, Ottavia Cohen, Alexander Martins, Daniel Zelaya, Fernando Turkheimer, Federico Veronese, Mattia Mehta, Mitul A. Williams, Steven C. R. Yang, Baolian Banerjee, Suchandrima Wang, Yang Molecular-enriched functional connectivity in the human brain using multiband multi-echo simultaneous ASL/BOLD fMRI |
title | Molecular-enriched functional connectivity in the human brain using multiband multi-echo simultaneous ASL/BOLD fMRI |
title_full | Molecular-enriched functional connectivity in the human brain using multiband multi-echo simultaneous ASL/BOLD fMRI |
title_fullStr | Molecular-enriched functional connectivity in the human brain using multiband multi-echo simultaneous ASL/BOLD fMRI |
title_full_unstemmed | Molecular-enriched functional connectivity in the human brain using multiband multi-echo simultaneous ASL/BOLD fMRI |
title_short | Molecular-enriched functional connectivity in the human brain using multiband multi-echo simultaneous ASL/BOLD fMRI |
title_sort | molecular-enriched functional connectivity in the human brain using multiband multi-echo simultaneous asl/bold fmri |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10359289/ https://www.ncbi.nlm.nih.gov/pubmed/37474568 http://dx.doi.org/10.1038/s41598-023-38573-0 |
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