A Fetal Brain magnetic resonance Acquisition Numerical phantom (FaBiAN).


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
23 05 2022
Historique:
received: 13 08 2021
accepted: 05 04 2022
entrez: 23 5 2022
pubmed: 24 5 2022
medline: 26 5 2022
Statut: epublish

Résumé

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.

Identifiants

pubmed: 35606398
doi: 10.1038/s41598-022-10335-4
pii: 10.1038/s41598-022-10335-4
pmc: PMC9127105
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

8682

Subventions

Organisme : Swiss National Science Foundation
ID : 182602
Pays : Switzerland
Organisme : Swiss National Science Foundation
ID : 173129
Pays : Switzerland
Organisme : Marie Curie
ID : Marie Sklodowska-Curie project TRABIT, agreement No 765148
Pays : United Kingdom

Informations de copyright

© 2022. The Author(s).

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Auteurs

Hélène Lajous (H)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland. helene.lajous@unil.ch.
CIBM Center for Biomedical Imaging, Lausanne, Switzerland. helene.lajous@unil.ch.

Christopher W Roy (CW)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.

Tom Hilbert (T)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.
Advanced Clinical Imaging Technology (ACIT), Siemens Healthcare, Lausanne, Switzerland.
Signal Processing Laboratory 5 (LTS5), Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.

Priscille de Dumast (P)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.
CIBM Center for Biomedical Imaging, Lausanne, Switzerland.

Sébastien Tourbier (S)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.

Yasser Alemán-Gómez (Y)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.

Jérôme Yerly (J)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.
CIBM Center for Biomedical Imaging, Lausanne, Switzerland.

Thomas Yu (T)

Signal Processing Laboratory 5 (LTS5), Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.

Hamza Kebiri (H)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.
CIBM Center for Biomedical Imaging, Lausanne, Switzerland.

Kelly Payette (K)

Center for MR Research, University Children's Hospital Zurich, University of Zurich, Zurich, Switzerland.
Neuroscience Center Zurich, University of Zurich, Zurich, Switzerland.

Jean-Baptiste Ledoux (JB)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.
CIBM Center for Biomedical Imaging, Lausanne, Switzerland.

Reto Meuli (R)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.

Patric Hagmann (P)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.

Andras Jakab (A)

Center for MR Research, University Children's Hospital Zurich, University of Zurich, Zurich, Switzerland.
Neuroscience Center Zurich, University of Zurich, Zurich, Switzerland.

Vincent Dunet (V)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.

Mériam Koob (M)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.

Tobias Kober (T)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.
Advanced Clinical Imaging Technology (ACIT), Siemens Healthcare, Lausanne, Switzerland.
Signal Processing Laboratory 5 (LTS5), Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.

Matthias Stuber (M)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.
CIBM Center for Biomedical Imaging, Lausanne, Switzerland.

Meritxell Bach Cuadra (M)

Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.
CIBM Center for Biomedical Imaging, Lausanne, Switzerland.

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