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

AI Article Synopsis

  • The study aims to enhance myocardial injury assessment through detailed pixel-level analysis using advanced statistical tools, moving beyond traditional global descriptors like size and transmurality.
  • The research analyzed imaging data from 123 STEMI patients in the MIMI trial, comparing outcomes of immediate vs. delayed stenting, while utilizing statistical atlases for pixel-wise comparisons across patient groups.
  • Results indicated that, although global infarct measurements were similar between treatment approaches, delayed stenting showed more pronounced transmurality in specific heart regions, suggesting that detailed analysis can reveal significant local differences in myocardial injury.

Article Abstract

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 -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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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10313104PMC
http://dx.doi.org/10.3389/fcvm.2023.1136760DOI Listing

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