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Quantitative imaging biomarkers of coronary plaque morphology: insights from EVAPORATE
AIMS: Residual cardiovascular risk persists despite statin therapy. In REDUCE-IT, icosapent ethyl (IPE) reduced total events, but the mechanisms of benefit are not fully understood. EVAPORATE evaluated the effects of IPE on plaque characteristics by coronary computed tomography angiography (CCTA). G...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10435977/ https://www.ncbi.nlm.nih.gov/pubmed/37600044 http://dx.doi.org/10.3389/fcvm.2023.1204071 |
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author | Buckler, Andrew J. Doros, Gheorghe Kinninger, April Lakshmanan, Suvasini Le, Viet T. Libby, Peter May, Heidi T. Muhlestein, Joseph B. Nelson, John R. Nicolaou, Anna Roy, Sion K. Shaikh, Kashif Shekar, Chandana Tayek, John A. Zheng, Luke Bhatt, Deepak L. Budoff, Matthew J. |
author_facet | Buckler, Andrew J. Doros, Gheorghe Kinninger, April Lakshmanan, Suvasini Le, Viet T. Libby, Peter May, Heidi T. Muhlestein, Joseph B. Nelson, John R. Nicolaou, Anna Roy, Sion K. Shaikh, Kashif Shekar, Chandana Tayek, John A. Zheng, Luke Bhatt, Deepak L. Budoff, Matthew J. |
author_sort | Buckler, Andrew J. |
collection | PubMed |
description | AIMS: Residual cardiovascular risk persists despite statin therapy. In REDUCE-IT, icosapent ethyl (IPE) reduced total events, but the mechanisms of benefit are not fully understood. EVAPORATE evaluated the effects of IPE on plaque characteristics by coronary computed tomography angiography (CCTA). Given the conclusion that the IPE-treated patients demonstrate that plaque burden decreases has already been published in the primary study analysis, we aimed to demonstrate whether the use of an analytic technique defined and validated in histological terms could extend the primary study in terms of whether such changes could be reliably seen in less time on drug, at the individual (rather than only at the cohort) level, or both, as neither of these were established by the primary study result. METHODS AND RESULTS: EVAPORATE randomized the patients to IPE 4 g/day or placebo. Plaque morphology, including lipid-rich necrotic core (LRNC), fibrous cap thickness, and intraplaque hemorrhage (IPH), was assessed using the ElucidVivo® (Elucid Bioimaging Inc.) on CCTA. The changes in plaque morphology between the treatment groups were analyzed. A neural network to predict treatment assignment was used to infer patient representation that encodes significant morphological changes. Fifty-five patients completed the 18-month visit in EVAPORATE with interpretable images at each of the three time points. The decrease of LRNC between the patients on IPE vs. placebo at 9 months (reduction of 2 mm(3) vs. an increase of 41 mm(3), p = 0.008), widening at 18 months (6 mm(3) vs. 58 mm(3) increase, p = 0.015) were observed. While not statistically significant on a univariable basis, reductions in wall thickness and increases in cap thickness motivated multivariable modeling on an individual patient basis. The per-patient response assessment was possible using a multivariable model of lipid-rich phenotype at the 9-month follow-up, p < 0.01 (sustained at 18 months), generalizing well to a validation cohort. CONCLUSION: Plaques in the IPE-treated patients acquired more characteristics of stability. Reliable assessment using histologically validated analysis of individual response is possible at 9 months, with sustained stabilization at 18 months, providing a quantitative basis to elucidate drug mechanism and assess individual patient response. |
format | Online Article Text |
id | pubmed-10435977 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-104359772023-08-19 Quantitative imaging biomarkers of coronary plaque morphology: insights from EVAPORATE Buckler, Andrew J. Doros, Gheorghe Kinninger, April Lakshmanan, Suvasini Le, Viet T. Libby, Peter May, Heidi T. Muhlestein, Joseph B. Nelson, John R. Nicolaou, Anna Roy, Sion K. Shaikh, Kashif Shekar, Chandana Tayek, John A. Zheng, Luke Bhatt, Deepak L. Budoff, Matthew J. Front Cardiovasc Med Cardiovascular Medicine AIMS: Residual cardiovascular risk persists despite statin therapy. In REDUCE-IT, icosapent ethyl (IPE) reduced total events, but the mechanisms of benefit are not fully understood. EVAPORATE evaluated the effects of IPE on plaque characteristics by coronary computed tomography angiography (CCTA). Given the conclusion that the IPE-treated patients demonstrate that plaque burden decreases has already been published in the primary study analysis, we aimed to demonstrate whether the use of an analytic technique defined and validated in histological terms could extend the primary study in terms of whether such changes could be reliably seen in less time on drug, at the individual (rather than only at the cohort) level, or both, as neither of these were established by the primary study result. METHODS AND RESULTS: EVAPORATE randomized the patients to IPE 4 g/day or placebo. Plaque morphology, including lipid-rich necrotic core (LRNC), fibrous cap thickness, and intraplaque hemorrhage (IPH), was assessed using the ElucidVivo® (Elucid Bioimaging Inc.) on CCTA. The changes in plaque morphology between the treatment groups were analyzed. A neural network to predict treatment assignment was used to infer patient representation that encodes significant morphological changes. Fifty-five patients completed the 18-month visit in EVAPORATE with interpretable images at each of the three time points. The decrease of LRNC between the patients on IPE vs. placebo at 9 months (reduction of 2 mm(3) vs. an increase of 41 mm(3), p = 0.008), widening at 18 months (6 mm(3) vs. 58 mm(3) increase, p = 0.015) were observed. While not statistically significant on a univariable basis, reductions in wall thickness and increases in cap thickness motivated multivariable modeling on an individual patient basis. The per-patient response assessment was possible using a multivariable model of lipid-rich phenotype at the 9-month follow-up, p < 0.01 (sustained at 18 months), generalizing well to a validation cohort. CONCLUSION: Plaques in the IPE-treated patients acquired more characteristics of stability. Reliable assessment using histologically validated analysis of individual response is possible at 9 months, with sustained stabilization at 18 months, providing a quantitative basis to elucidate drug mechanism and assess individual patient response. Frontiers Media S.A. 2023-08-03 /pmc/articles/PMC10435977/ /pubmed/37600044 http://dx.doi.org/10.3389/fcvm.2023.1204071 Text en © 2023 Buckler, Doros, Kinninger, Lakshmanan, Le, Libby, May, Muhlestein, Nelson, Nicolaou, Roy, Shaikh, Shekar, Tayek, Zheng, Bhatt and Budoff. 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 Buckler, Andrew J. Doros, Gheorghe Kinninger, April Lakshmanan, Suvasini Le, Viet T. Libby, Peter May, Heidi T. Muhlestein, Joseph B. Nelson, John R. Nicolaou, Anna Roy, Sion K. Shaikh, Kashif Shekar, Chandana Tayek, John A. Zheng, Luke Bhatt, Deepak L. Budoff, Matthew J. Quantitative imaging biomarkers of coronary plaque morphology: insights from EVAPORATE |
title | Quantitative imaging biomarkers of coronary plaque morphology: insights from EVAPORATE |
title_full | Quantitative imaging biomarkers of coronary plaque morphology: insights from EVAPORATE |
title_fullStr | Quantitative imaging biomarkers of coronary plaque morphology: insights from EVAPORATE |
title_full_unstemmed | Quantitative imaging biomarkers of coronary plaque morphology: insights from EVAPORATE |
title_short | Quantitative imaging biomarkers of coronary plaque morphology: insights from EVAPORATE |
title_sort | quantitative imaging biomarkers of coronary plaque morphology: insights from evaporate |
topic | Cardiovascular Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10435977/ https://www.ncbi.nlm.nih.gov/pubmed/37600044 http://dx.doi.org/10.3389/fcvm.2023.1204071 |
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