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Original Article

Korean Journal of Medical Physics 2011; 22(1): 42-51

Published online March 25, 2011

Copyright © Korean Society of Medical Physics.

Quantitative Assessment Technology of Small Animal Myocardial Infarction PET Image Using Gaussian Mixture Model

다중가우시안혼합모델을 이용한 소동물 심근경색 PET 영상의 정량적 평가 기술

Sang-Keun Woo*, Yong Jin Lee*, Wonho Lee*, Min Hwan Kim*, Ji Ae Park*, Jin Su Kim*, Jong Guk Kim*, Joo Hyun Kang*, Young Hoon Ji, Chang Woon Choi, Sang Moo Lim, Kyeong Min Kim*

우상근*ㆍ이용진*ㆍ이원호*ㆍ김민환*ㆍ박지애*ㆍ김진수*ㆍ김종국*ㆍ강주현*ㆍ지영훈ㆍ최창운ㆍ임상무ㆍ김경민*

*Molecular Imaging Research Center, Division of Radiation Cancer Research, Department of Nuclear Medicine, Korea Institute of Radiological and Medical Sciences, Seoul, Korea

한국원자력의학원 방사선의학연구소 *분자영상연구부, 방사선암연구부, 원자력병원 핵의학과

Abstract

Nuclear medicine images (SPECT, PET) were widely used tool for assessment of myocardial viability and perfusion. However it had difficult to define accurate myocardial infarct region. The purpose of this study was to investigate methodological approach for automatic measurement of rat myocardial infarct size using polar map with adaptive threshold. Rat myocardial infarction model was induced by ligation of the left circumflex artery. PET images were obtained after intravenous injection of 37 MBq 18F-FDG. After 60 min uptake, each animal was scanned for 20 min with ECG gating. PET data were reconstructed using ordered subset expectation maximization (OSEM) 2D. To automatically make the myocardial contour and generate polar map, we used QGS software (Cedars-Sinai Medical Center). The reference infarct size was defined by infarction area percentage of the total left myocardium using TTC staining. We used three threshold methods (predefined threshold, Otsu and Multi Gaussian mixture model; MGMM). Predefined threshold method was commonly used in other studies. We applied threshold value form 10% to 90% in step of 10%. Otsu algorithm calculated threshold with the maximum between class variance. MGMM method estimated the distribution of image intensity using multiple Gaussian mixture models (MGMM2, … MGMM5) and calculated adaptive threshold. The infarct size in polar map was calculated as the percentage of lower threshold area in polar map from the total polar map area. The measured infarct size using different threshold methods was evaluated by comparison with reference infarct size. The mean difference between with polar map defect size by predefined thresholds (20%, 30%, and 40%) and reference infarct size were 7.04±3.44%, 3.87±2.09% and 2.15±2.07%, respectively. Otsu verse reference infarct size was 3.56±4.16%. MGMM methods verse reference infarct size was 2.29±1.94%. The predefined threshold (30%) showed the smallest mean difference with reference infarct size. However, MGMM was more accurate than predefined threshold in under 10% reference infarct size case (MGMM: 0.006%, predefined threshold: 0.59%). In this study, we was to evaluate myocardial infarct size in polar map using multiple Gaussian mixture model. MGMM method was provide adaptive threshold in each subject and will be a useful for automatic measurement of infarct size.

Keywords18F-FDG PET, Myocardial infarction rat, Polar map, Adaptive threshold, Gaussian mixture model

Korean Society of Medical Physics

Vol.34 No.1
March 2023

pISSN 2508-4445
eISSN 2508-4453
Formerly ISSN 1226-5829

Frequency: Quarterly

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