Impact of reconstruction parameters on lesion detection and localization in joint ictal/inter-ictal SPECT reconstruction

被引:2
|
作者
Onwanna, Jaruwan [1 ,2 ]
Chantadisai, Maythinee [3 ]
Tepmongkol, Supatporn [2 ,4 ]
Fahey, Frederic [5 ,7 ]
Ouyang, Jinsong [6 ,7 ]
Rakvongthai, Yothin [2 ,4 ]
机构
[1] Chulalongkorn Univ, Fac Engn, Biomed Engn Program, Bangkok, Thailand
[2] Chulalongkorn Univ, Biomed Imaging Grp, Fac Med, Dept Radiol, Bangkok, Thailand
[3] Chulalongkorn Univ, Fac Med, Dept Radiol, Div Nucl Med,King Chulalongkorn Mem Hosp,Thai Red, Bangkok, Thailand
[4] Chulalongkorn Univ, Fac Med, Dept Radiol, Div Nucl Med, Bangkok, Thailand
[5] Boston Childrens Hosp, Dept Radiol, Div Nucl Med & Mol Imaging, Boston, MA USA
[6] Massachusetts Gen Hosp, Dept Radiol, Gordon Ctr Med Imaging, Boston, MA USA
[7] Harvard Med Sch, Dept Radiol, Boston, MA 02115 USA
关键词
Epilepsy imaging; SPECT; Image reconstruction; Lesion detection; Lesion localization; OBSERVER PERFORMANCE; EPILEPSY;
D O I
10.1007/s12149-021-01680-x
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose Previously, a joint ictal/inter-ictal SPECT reconstruction was proposed to reconstruct a differential image representing the change of brain SPECT image from an inter-ictal to an ictal study. The so-called joint method yielded better performance for epileptic foci localization than the conventional subtraction method. In this study, we evaluated the performance of different reconstruction settings of the joint reconstruction of ictal/inter-ictal SPECT data, which creates a differential image showing the difference between ictal and inter-ictal images, in lesion detection and localization in epilepsy imaging. Methods Differential images reconstructed from phantom data using the joint and the subtraction methods were compared based on lesion detection performance (channelized Hotelling observer signal-to-noise ratio (SNRCHO) averaged across four lesion-to-background contrast levels) at the optimal iteration. The joint-initial method which was the joint method that was initialized by the subtraction method at optimal iteration was also used to reconstruct differential images. These three methods with respective optimal iteration and the subtraction method with four iterations were applied to epileptic patient datasets. A human observer lesion localization study was performed based on localization receiver operating characteristic (LROC) analysis. Results From the phantom study, at their respective optimal iteration, the joint method yielded an improvement in lesion detection performance over the subtraction method of 26%, which increased to 145% when using the joint-initial method. From the patient study, the joint-initial method yielded the highest area under the LROC curve as compared with those of the joint and the subtraction methods with optimal iteration and with 4 iterations (0.44 vs 0.41, 0.39 and 0.36, respectively). Conclusions In lesion detection and localization, the joint method at optimal iteration outperformed the subtraction method at optimal iteration and at iteration typically used in clinical practice. Furthermore, initialization by the subtraction method improved the performance of the joint method.
引用
收藏
页码:24 / 32
页数:9
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