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DOI 10.1016/j.jocmr.2025.101915

Медицинская библиотека · Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance · 2025

Ex-vivo validation of nine algorithms for quantifying infarcts with late gadolinium enhancement cardiovascular magnetic resonance.

Kopic Sascha, Heiberg Einar, Engblom Henrik, Carlsson Marcus, Nordlund David, Jablonowski Robert, Kanski Mikael, Xanthis Christos, Bidhult Sebastian, Aletras Anthony H, Arheden Håkan

СтатьяВалидационное исследованиеСравнительное исследованиеПеревод в очереди

Аннотация

BACKGROUND

In cardiovascular magnetic resonance, late gadolinium enhancement (LGE) is the standard method to visualize myocardial infarction (MI). Many algorithms quantifying infarct size in LGE images exist. However, only few algorithms have been validated, i.e., benchmarked against an ex-vivo measurement. Furthermore, the reported algorithm performance varies considerably between studies.

OBJECTIVES

The aim of this study was to compare the performance of all infarct measurement algorithms against an ex-vivo measurement and to promote a discourse regarding advantages and disadvantages of individual measurement methods.

METHODS

MI was induced in 22 pigs. In-vivo LGE imaging was conducted on d0, d3 or d7 post-MI. For ex-vivo validation infarct was measured using high-resolution T1-weighted images. In-vivo infarct size was measured using the full-width at half-maximum (FWHM), n-SD from remote (2,3,5, and 6 SD), feature analysis and combined thresholding (FACT), expectation maximization-weighted A priori information (EWA), Heiberg-08 and Otsu algorithms and manual delineation. No manual adjustments were made to algorithm delineations.

RESULTS

Clear differences in variance and bias were observed between algorithm-based methods, and no method performed optimally in this heterogeneous dataset where the best had a bias of -0.48±3.1, -0.3±4.4%, 2.3±4.2% left ventricle for EWA, FWHM, and FACT, respectively. Manual delineation by experienced observers performed well with a bias of 1.9±5.4%.

CONCLUSION

EWA, Heiberg-08, FWHM, and FACT all perform on par with manual delineation, however, Heiberg-08, and FWHM are not suitable for phase sensitive inversion recovery images. The technique used to measure infarct size should be disclosed in clinical trials and in original research. Caution should be applied when comparing datasets employing different infarct quantification methods. Manual infarct delineation by experienced readers remains a reliable technique to measure infarct size.

Для цитирования: Kopic Sascha, Heiberg Einar, Engblom Henrik, Carlsson Marcus, Nordlund David, Jablonowski Robert, Kanski Mikael, Xanthis Christos, Bidhult Sebastian, Aletras Anthony H, Arheden Håkan. Ex-vivo validation of nine algorithms for quantifying infarcts with late gadolinium enhancement cardiovascular magnetic resonance.. Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance. 2025. DOI: 10.1016/j.jocmr.2025.101915.

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