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June 14, 2026Journal of Cardiovascular Magnetic ResonanceOpen Access

Clinical Importance of All the Characteristics of Late Gadolinium Enhancement from Acquisition to Expert and Artificial Intelligence Analysis: State-of-the-Art

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Authors

JFJeremy FlorenceAUAlexandre UngerTGTrecy Gonçalves

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Overview

Granular LGE assessment may refine CMR-based diagnosis and prognosis; extends traditional evaluation but leaves prospective validation open.

Key Points

  • This review explores the clinical importance and technical aspects of late gadolinium enhancement in cardiac imaging, highlighting the integration of artificial intelligence.
  • Comprehensive assessment of LGE characteristics including granularity, location, extent, and pattern.
  • Analysis of advances in imaging protocols and their impact on diagnostic accuracy and reproducibility.
  • Discussion on the role of AI in automating LGE assessment and improving prognostic modeling.
  • LGE provides critical diagnostic and prognostic information across various cardiac conditions.
  • AI-enhanced LGE analysis may improve risk stratification and facilitate earlier disease detection.
  • Challenges in standardizing acquisition parameters and harmonizing interpretation criteria remain.

Cite This Study

Florence et al. (2026) studied this question.

synapsesocial.com/papers/6a2e4524b1cc60ccdea8a737https://doi.org/10.1016/j.jocmr.2026.102764
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