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Pixel-wise statistical analysis of myocardial injury in STEMI patients with delayed enhancement MRI

OBJECTIVES: Myocardial injury assessment from delayed enhancement magnetic resonance images is routinely limited to global descriptors such as size and transmurality. Statistical tools from computational anatomy can drastically improve this characterization, and refine the assessment of therapeutic...

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Autores principales: Duchateau, Nicolas, Viallon, Magalie, Petrusca, Lorena, Clarysse, Patrick, Mewton, Nathan, Belle, Loic, Croisille, Pierre
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10313104/
https://www.ncbi.nlm.nih.gov/pubmed/37396590
http://dx.doi.org/10.3389/fcvm.2023.1136760
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author Duchateau, Nicolas
Viallon, Magalie
Petrusca, Lorena
Clarysse, Patrick
Mewton, Nathan
Belle, Loic
Croisille, Pierre
author_facet Duchateau, Nicolas
Viallon, Magalie
Petrusca, Lorena
Clarysse, Patrick
Mewton, Nathan
Belle, Loic
Croisille, Pierre
author_sort Duchateau, Nicolas
collection PubMed
description OBJECTIVES: Myocardial injury assessment from delayed enhancement magnetic resonance images is routinely limited to global descriptors such as size and transmurality. Statistical tools from computational anatomy can drastically improve this characterization, and refine the assessment of therapeutic procedures aiming at infarct size reduction. Based on these techniques, we propose a new characterization of myocardial injury up to the pixel resolution. We demonstrate it on the imaging data from the Minimalist Immediate Mechanical Intervention randomized clinical trial (MIMI: NCT01360242), which aimed at comparing immediate and delayed stenting in acute ST-Elevation Myocardial Infarction (STEMI) patients. METHODS: We analyzed 123 patients from the MIMI trial (62 ± 12 years, 98 male, 65 immediate 58 delayed stenting). Early and late enhancement images were transported onto a common geometry using techniques inspired by statistical atlases, allowing pixel-wise comparisons across population subgroups. A practical visualization of lesion patterns against specific clinical and therapeutic characteristics was also proposed using state-of-the-art dimensionality reduction. RESULTS: Infarct patterns were roughly comparable between the two treatments across the whole myocardium. Subtle but significant local differences were observed for the LCX and RCA territories with higher transmurality for delayed stenting at lateral and inferior/inferoseptal locations, respectively (15% and 23% of myocardial locations with a p-value <0.05, mainly in these regions). In contrast, global measurements were comparable for all territories (no statistically significant differences for all-except-one measurements before standardization / for all after standardization), although immediate stenting resulted in more subjects without reperfusion injury. CONCLUSION: Our approach substantially empowers the analysis of lesion patterns with standardized comparisons up to the pixel resolution, and may reveal subtle differences not accessible with global observations. On the MIMI trial data as illustrative case, it confirmed its general conclusions regarding the lack of benefit of delayed stenting, but revealed subgroups differences thanks to the standardized and finer analysis scale.
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spelling pubmed-103131042023-07-01 Pixel-wise statistical analysis of myocardial injury in STEMI patients with delayed enhancement MRI Duchateau, Nicolas Viallon, Magalie Petrusca, Lorena Clarysse, Patrick Mewton, Nathan Belle, Loic Croisille, Pierre Front Cardiovasc Med Cardiovascular Medicine OBJECTIVES: Myocardial injury assessment from delayed enhancement magnetic resonance images is routinely limited to global descriptors such as size and transmurality. Statistical tools from computational anatomy can drastically improve this characterization, and refine the assessment of therapeutic procedures aiming at infarct size reduction. Based on these techniques, we propose a new characterization of myocardial injury up to the pixel resolution. We demonstrate it on the imaging data from the Minimalist Immediate Mechanical Intervention randomized clinical trial (MIMI: NCT01360242), which aimed at comparing immediate and delayed stenting in acute ST-Elevation Myocardial Infarction (STEMI) patients. METHODS: We analyzed 123 patients from the MIMI trial (62 ± 12 years, 98 male, 65 immediate 58 delayed stenting). Early and late enhancement images were transported onto a common geometry using techniques inspired by statistical atlases, allowing pixel-wise comparisons across population subgroups. A practical visualization of lesion patterns against specific clinical and therapeutic characteristics was also proposed using state-of-the-art dimensionality reduction. RESULTS: Infarct patterns were roughly comparable between the two treatments across the whole myocardium. Subtle but significant local differences were observed for the LCX and RCA territories with higher transmurality for delayed stenting at lateral and inferior/inferoseptal locations, respectively (15% and 23% of myocardial locations with a p-value <0.05, mainly in these regions). In contrast, global measurements were comparable for all territories (no statistically significant differences for all-except-one measurements before standardization / for all after standardization), although immediate stenting resulted in more subjects without reperfusion injury. CONCLUSION: Our approach substantially empowers the analysis of lesion patterns with standardized comparisons up to the pixel resolution, and may reveal subtle differences not accessible with global observations. On the MIMI trial data as illustrative case, it confirmed its general conclusions regarding the lack of benefit of delayed stenting, but revealed subgroups differences thanks to the standardized and finer analysis scale. Frontiers Media S.A. 2023-06-16 /pmc/articles/PMC10313104/ /pubmed/37396590 http://dx.doi.org/10.3389/fcvm.2023.1136760 Text en © 2023 Duchateau, Viallon, Petrusca, Clarysse, Mewton, Belle and Croisille. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY) (https://creativecommons.org/licenses/by/4.0/) . The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Cardiovascular Medicine
Duchateau, Nicolas
Viallon, Magalie
Petrusca, Lorena
Clarysse, Patrick
Mewton, Nathan
Belle, Loic
Croisille, Pierre
Pixel-wise statistical analysis of myocardial injury in STEMI patients with delayed enhancement MRI
title Pixel-wise statistical analysis of myocardial injury in STEMI patients with delayed enhancement MRI
title_full Pixel-wise statistical analysis of myocardial injury in STEMI patients with delayed enhancement MRI
title_fullStr Pixel-wise statistical analysis of myocardial injury in STEMI patients with delayed enhancement MRI
title_full_unstemmed Pixel-wise statistical analysis of myocardial injury in STEMI patients with delayed enhancement MRI
title_short Pixel-wise statistical analysis of myocardial injury in STEMI patients with delayed enhancement MRI
title_sort pixel-wise statistical analysis of myocardial injury in stemi patients with delayed enhancement mri
topic Cardiovascular Medicine
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10313104/
https://www.ncbi.nlm.nih.gov/pubmed/37396590
http://dx.doi.org/10.3389/fcvm.2023.1136760
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