2026-05-13T11:11:17Zhttps://repisalud.isciii.es/rest/oai/requestoai:repisalud.isciii.es:20.500.12105/159302024-09-27T09:43:00Zcom_20.500.12105_19604com_20.500.12105_2051col_20.500.12105_19605
Repisalud
author
Groun, Nourelhouda
author
Villalba-Orero, María
author
Lara-Pezzi, Enrique
author
Valero, Eusebio
author
Garicano-Mena, Jesús
author
Le Clainche, Soledad
funder
Ministerio de Ciencia e Innovación (España)
funder
Marie Curie
2023-04-27T13:13:08Z
2023-04-27T13:13:08Z
2022-12
Comput Biol Med. 2022 Dec;151(Pt B):106317.
10.1016/j.compbiomed.2022.106317
1879-0534
Computers in biology and medicine
36442273
http://hdl.handle.net/20.500.12105/15930
Cardiac cine magnetic resonance imaging (MRI) can be considered the optimal criterion for measuring cardiac function. This imaging technique can provide us with detailed information about cardiac structure, tissue composition and even blood flow, which makes it highly used in medical science. But due to the image time acquisition and several other factors the MRI sequences can easily get corrupted, causing radiologists to misdiagnose 40 million people worldwide each and every single year. Hence, the urge to decrease these numbers, researchers from different fields have been introducing novel tools and methods in the medical field. Aiming to the same target, we consider in this work the application of the higher order dynamic mode decomposition (HODMD) technique. The HODMD algorithm is a linear method, which was originally introduced in the fluid dynamics domain, for the analysis of complex systems. Nevertheless, the proposed method has extended its applicability to numerous domains, including medicine. In this work, HODMD in used to analyze sets of MR images of a heart, with the ultimate goal of identifying the main patterns and frequencies driving the heart dynamics. Furthermore, a novel interpolation algorithm based on singular value decomposition combined with HODMD is introduced, providing a three-dimensional reconstruction of the heart. This algorithm is applied (i) to reconstruct corrupted or missing images, and (ii) to build a reduced order model of the heart dynamics.
eng
A novel data-driven method for the analysis and reconstruction of cardiac cine MRI.
journal article
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A novel data driven Comput Biol Med 2022.pdf
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A novel data driven Comput Biol Med 2022.pdf.txt