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A Fetal Brain magnetic resonance Acquisition Numerical phantom (FaBiAN)

Accurate characterization of in utero human brain maturation is critical as it involves complex and interconnected structural and functional processes that may influence health later in life. Magnetic resonance imaging is a powerful tool to investigate equivocal neurological patterns during fetal de...

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Autores principales: Lajous, Hélène, Roy, Christopher W., Hilbert, Tom, de Dumast, Priscille, Tourbier, Sébastien, Alemán-Gómez, Yasser, Yerly, Jérôme, Yu, Thomas, Kebiri, Hamza, Payette, Kelly, Ledoux, Jean-Baptiste, Meuli, Reto, Hagmann, Patric, Jakab, Andras, Dunet, Vincent, Koob, Mériam, Kober, Tobias, Stuber, Matthias, Bach Cuadra, Meritxell
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9127105/
https://www.ncbi.nlm.nih.gov/pubmed/35606398
http://dx.doi.org/10.1038/s41598-022-10335-4
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author Lajous, Hélène
Roy, Christopher W.
Hilbert, Tom
de Dumast, Priscille
Tourbier, Sébastien
Alemán-Gómez, Yasser
Yerly, Jérôme
Yu, Thomas
Kebiri, Hamza
Payette, Kelly
Ledoux, Jean-Baptiste
Meuli, Reto
Hagmann, Patric
Jakab, Andras
Dunet, Vincent
Koob, Mériam
Kober, Tobias
Stuber, Matthias
Bach Cuadra, Meritxell
author_facet Lajous, Hélène
Roy, Christopher W.
Hilbert, Tom
de Dumast, Priscille
Tourbier, Sébastien
Alemán-Gómez, Yasser
Yerly, Jérôme
Yu, Thomas
Kebiri, Hamza
Payette, Kelly
Ledoux, Jean-Baptiste
Meuli, Reto
Hagmann, Patric
Jakab, Andras
Dunet, Vincent
Koob, Mériam
Kober, Tobias
Stuber, Matthias
Bach Cuadra, Meritxell
author_sort Lajous, Hélène
collection PubMed
description Accurate characterization of in utero human brain maturation is critical as it involves complex and interconnected structural and functional processes that may influence health later in life. Magnetic resonance imaging is a powerful tool to investigate equivocal neurological patterns during fetal development. However, the number of acquisitions of satisfactory quality available in this cohort of sensitive subjects remains scarce, thus hindering the validation of advanced image processing techniques. Numerical phantoms can mitigate these limitations by providing a controlled environment with a known ground truth. In this work, we present FaBiAN, an open-source Fetal Brain magnetic resonance Acquisition Numerical phantom that simulates clinical T2-weighted fast spin echo sequences of the fetal brain. This unique tool is based on a general, flexible and realistic setup that includes stochastic fetal movements, thus providing images of the fetal brain throughout maturation comparable to clinical acquisitions. We demonstrate its value to evaluate the robustness and optimize the accuracy of an algorithm for super-resolution fetal brain magnetic resonance imaging from simulated motion-corrupted 2D low-resolution series compared to a synthetic high-resolution reference volume. We also show that the images generated can complement clinical datasets to support data-intensive deep learning methods for fetal brain tissue segmentation.
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spelling pubmed-91271052022-05-25 A Fetal Brain magnetic resonance Acquisition Numerical phantom (FaBiAN) Lajous, Hélène Roy, Christopher W. Hilbert, Tom de Dumast, Priscille Tourbier, Sébastien Alemán-Gómez, Yasser Yerly, Jérôme Yu, Thomas Kebiri, Hamza Payette, Kelly Ledoux, Jean-Baptiste Meuli, Reto Hagmann, Patric Jakab, Andras Dunet, Vincent Koob, Mériam Kober, Tobias Stuber, Matthias Bach Cuadra, Meritxell Sci Rep Article Accurate characterization of in utero human brain maturation is critical as it involves complex and interconnected structural and functional processes that may influence health later in life. Magnetic resonance imaging is a powerful tool to investigate equivocal neurological patterns during fetal development. However, the number of acquisitions of satisfactory quality available in this cohort of sensitive subjects remains scarce, thus hindering the validation of advanced image processing techniques. Numerical phantoms can mitigate these limitations by providing a controlled environment with a known ground truth. In this work, we present FaBiAN, an open-source Fetal Brain magnetic resonance Acquisition Numerical phantom that simulates clinical T2-weighted fast spin echo sequences of the fetal brain. This unique tool is based on a general, flexible and realistic setup that includes stochastic fetal movements, thus providing images of the fetal brain throughout maturation comparable to clinical acquisitions. We demonstrate its value to evaluate the robustness and optimize the accuracy of an algorithm for super-resolution fetal brain magnetic resonance imaging from simulated motion-corrupted 2D low-resolution series compared to a synthetic high-resolution reference volume. We also show that the images generated can complement clinical datasets to support data-intensive deep learning methods for fetal brain tissue segmentation. Nature Publishing Group UK 2022-05-23 /pmc/articles/PMC9127105/ /pubmed/35606398 http://dx.doi.org/10.1038/s41598-022-10335-4 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
Lajous, Hélène
Roy, Christopher W.
Hilbert, Tom
de Dumast, Priscille
Tourbier, Sébastien
Alemán-Gómez, Yasser
Yerly, Jérôme
Yu, Thomas
Kebiri, Hamza
Payette, Kelly
Ledoux, Jean-Baptiste
Meuli, Reto
Hagmann, Patric
Jakab, Andras
Dunet, Vincent
Koob, Mériam
Kober, Tobias
Stuber, Matthias
Bach Cuadra, Meritxell
A Fetal Brain magnetic resonance Acquisition Numerical phantom (FaBiAN)
title A Fetal Brain magnetic resonance Acquisition Numerical phantom (FaBiAN)
title_full A Fetal Brain magnetic resonance Acquisition Numerical phantom (FaBiAN)
title_fullStr A Fetal Brain magnetic resonance Acquisition Numerical phantom (FaBiAN)
title_full_unstemmed A Fetal Brain magnetic resonance Acquisition Numerical phantom (FaBiAN)
title_short A Fetal Brain magnetic resonance Acquisition Numerical phantom (FaBiAN)
title_sort fetal brain magnetic resonance acquisition numerical phantom (fabian)
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9127105/
https://www.ncbi.nlm.nih.gov/pubmed/35606398
http://dx.doi.org/10.1038/s41598-022-10335-4
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