AI-powered contrast-free cardiovascular magnetic resonance imaging for myocardial infarction
Cardiovascular magnetic (CMR) resonance is a versatile tool for diagnosing cardiovascular diseases. While gadolinium-based contrast agents are the gold standard for identifying myocardial infarction (MI), their use is limited in patients with allergies or impaired kidney function, affecting a signif...
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| Format: | Article |
| Language: | English |
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Frontiers Media S.A.
2024-11-01
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| Series: | Frontiers in Cardiovascular Medicine |
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| Online Access: | https://www.frontiersin.org/articles/10.3389/fcvm.2024.1457498/full |
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| _version_ | 1846161479177338880 |
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| author | Vedat Cicek Ulas Bagci |
| author_facet | Vedat Cicek Ulas Bagci |
| author_sort | Vedat Cicek |
| collection | DOAJ |
| description | Cardiovascular magnetic (CMR) resonance is a versatile tool for diagnosing cardiovascular diseases. While gadolinium-based contrast agents are the gold standard for identifying myocardial infarction (MI), their use is limited in patients with allergies or impaired kidney function, affecting a significant portion of the MI population. This has led to a growing interest in developing artificial intelligence (AI)-powered CMR techniques for MI detection without contrast agents. This mini-review focuses on recent advancements in AI-powered contrast-free CMR for MI detection. We explore various AI models employed in the literature and delve into their strengths and limitations, paving the way for a comprehensive understanding of this evolving field. |
| format | Article |
| id | doaj-art-87f6ffad47c14e7890bb3b841cb3cacb |
| institution | Kabale University |
| issn | 2297-055X |
| language | English |
| publishDate | 2024-11-01 |
| publisher | Frontiers Media S.A. |
| record_format | Article |
| series | Frontiers in Cardiovascular Medicine |
| spelling | doaj-art-87f6ffad47c14e7890bb3b841cb3cacb2024-11-21T06:23:37ZengFrontiers Media S.A.Frontiers in Cardiovascular Medicine2297-055X2024-11-011110.3389/fcvm.2024.14574981457498AI-powered contrast-free cardiovascular magnetic resonance imaging for myocardial infarctionVedat CicekUlas BagciCardiovascular magnetic (CMR) resonance is a versatile tool for diagnosing cardiovascular diseases. While gadolinium-based contrast agents are the gold standard for identifying myocardial infarction (MI), their use is limited in patients with allergies or impaired kidney function, affecting a significant portion of the MI population. This has led to a growing interest in developing artificial intelligence (AI)-powered CMR techniques for MI detection without contrast agents. This mini-review focuses on recent advancements in AI-powered contrast-free CMR for MI detection. We explore various AI models employed in the literature and delve into their strengths and limitations, paving the way for a comprehensive understanding of this evolving field.https://www.frontiersin.org/articles/10.3389/fcvm.2024.1457498/fullcardiac magnetic resonance imaging (CMR)deep learningartificial intelligencemachine learningcontrast freelate gadolinium contrast agent enhancement |
| spellingShingle | Vedat Cicek Ulas Bagci AI-powered contrast-free cardiovascular magnetic resonance imaging for myocardial infarction Frontiers in Cardiovascular Medicine cardiac magnetic resonance imaging (CMR) deep learning artificial intelligence machine learning contrast free late gadolinium contrast agent enhancement |
| title | AI-powered contrast-free cardiovascular magnetic resonance imaging for myocardial infarction |
| title_full | AI-powered contrast-free cardiovascular magnetic resonance imaging for myocardial infarction |
| title_fullStr | AI-powered contrast-free cardiovascular magnetic resonance imaging for myocardial infarction |
| title_full_unstemmed | AI-powered contrast-free cardiovascular magnetic resonance imaging for myocardial infarction |
| title_short | AI-powered contrast-free cardiovascular magnetic resonance imaging for myocardial infarction |
| title_sort | ai powered contrast free cardiovascular magnetic resonance imaging for myocardial infarction |
| topic | cardiac magnetic resonance imaging (CMR) deep learning artificial intelligence machine learning contrast free late gadolinium contrast agent enhancement |
| url | https://www.frontiersin.org/articles/10.3389/fcvm.2024.1457498/full |
| work_keys_str_mv | AT vedatcicek aipoweredcontrastfreecardiovascularmagneticresonanceimagingformyocardialinfarction AT ulasbagci aipoweredcontrastfreecardiovascularmagneticresonanceimagingformyocardialinfarction |