의학물리학

본문글자크기
  • Task-based evaluation of a 4D MAP-RBI-EM image reconstruction method for gated myocardial perfusion SPECT using a human observer study.

    Task-based evaluation of a 4D MAP-RBI-EM image reconstruction method for gated myocardial perfusion SPECT using a human observer study.

    존스홉킨스대학 / 이택수*

  • 출처
    Phys Med Biol
  • 등재일
    2015 Sep 7
  • 저널이슈번호
    60(17):6789-809. doi: 10.1088/0031-9155/60/17/6789. Epub 2015 Aug 24.
  • 내용

    바로가기  >


    Abstract

    We evaluated the performance of a new 4D image reconstruction method for improved 4D gated myocardial perfusion (MP) SPECT using a task-based human observer study. We used a realistic 4D NURBS-based Cardiac-Torso (NCAT) phantom that models cardiac beating motion. Half of the population was normal; the other half had a regional hypokinetic wall motion abnormality. Noise-free and noisy projection data with 16 gates/cardiac cycle were generated using an analytical projector that included the effects of attenuation, collimator-detector response, and scatter (ADS), and were reconstructed using the 3D FBP without and 3D OS-EM with ADS corrections followed by different cut-off frequencies of a 4D linear post-filter. A 4D iterative maximum a posteriori rescaled-block (MAP-RBI)-EM image reconstruction method with ADS corrections was also used to reconstruct the projection data using various values of the weighting factor for its prior. The trade-offs between bias and noise were represented by the normalized mean squared error (NMSE) and averaged normalized standard deviation (NSDav), respectively. They were used to select reasonable ranges of the reconstructed images for use in a human observer study. The observers were trained with the simulated cine images and were instructed to rate their confidence on the absence or presence of a motion defect on a continuous scale. We then applied receiver operating characteristic (ROC) analysis and used the area under the ROC curve (AUC) index. The results showed that significant differences in detection performance among the different NMSE-NSDav combinations were found and the optimal trade-off from optimized reconstruction parameters corresponded to a maximum AUC value. The 4D MAP-RBI-EM with ADS correction, which had the best trade-off among the tested reconstruction methods, also had the highest AUC value, resulting in significantly better human observer detection performance when detecting regional myocardial wall motion abnormality. We concluded that the NMSE-NSDav trade-off was shown to agree with observer performance for the detection task of the regional motion abnormality, and the optimized 4D MAP-RBI-EM method with ADS corrections provides significant improvement compared to 3D FBP and 3D OS-EM with ADS corrections in detecting regional myocardial wall motion abnormali in 4D gated MP SPECT. 

     

    Lee TS, Higuchi T, Lautamäki R, Bengel FM, Tsui BM.

  • 연구소개
    게이트 심근관류 (gated myocardial perfusion) SPECT의 영상을 재구성하기 위해서 제안된 이미지 재구성 알고리즘과 그 영상의 평가 방법에 대한 연구입니다. 심장과 관련되어 재구성된 영상들을 평가하는 방법들은 대부분 정지 영상 (ungated or still image)에 국한되어 왔습니다. 최근, 심장의 움직임을 포함하는 영상을 노이즈를 억제하며 재구성 할 수 있는 4D (4 dimensional) 알고리즘들이 소개되고 발전됨에 따라, 본 연구에서는 과거 정지 영상에 적용되던 전통적 영상 평가 개념을 확장하여, 4D 영상 재구성 알고리즘과 그 영상 (gated or cine image)의 객관적 평가를 위한 도구와 방법 등을 개발하고 평가 과정에 대한 가이드 라인을 제시하였습니다. 본 연구 결과는, gated cardiac SPECT 뿐만 아니라, 내부 장기의 움직임을 포함하는 여타의 의료 영상에도 적용될 수 있으므로, 영상 평가와 관련된 연구에 도움이 될 수 있을 것이라 생각됩니다.
  • 덧글달기
    덧글달기
       IP : 18.221.85.33

    등록