AI-based synthetic CT attenuation correction enables reliable quantitative SPECT in unilateral condylar hyperplasia.

IF 3.2 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Anna Rebeka Kovács, Enikő Fanni Juhász, Péter Czina, Ádám Budai, József Varga, Borbála Husztik, Ákos Kovács, Melinda Szoliková, Róbert Boda, Kincső Sára Kovács, Ildikó Garai, Sándor Kristóf Barna
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引用次数: 0

Abstract

Purpose: Unilateral condylar hyperplasia (UCH) is a rare mandibular growth disorder in which accurate assessment of condylar metabolic activity is essential for surgical decision-making. Quantitative 99mTc-methylene diphosphonate (MDP) SPECT/CT is commonly used for this purpose; however, CT-based attenuation correction (CTAC) increases radiation exposure and may be affected by registration errors. Artificial intelligence (AI)-generated synthetic CT (SyCT) has been proposed as a CT-independent alternative. This study aimed to evaluate the agreement between SyCT-based attenuation correction (SyCTAC) and conventional CTAC in quantitative SPECT imaging of UCH.

Methods: This retrospective study included 14 patients with UCH who underwent 99mTc-MDP SPECT/CT. SPECT images were reconstructed with identical parameters using either CTAC or AI-generated SyCTAC. Spherical volumes of interest were placed over both mandibular condyles and the clivus, and maximum and mean standardized uptake values were measured. Relative uptake fractions normalized to the summed condylar activity were calculated for the affected side, while condylar uptake normalized to the clivus was evaluated for both sides. Agreement between CTAC- and SyCTAC-derived indices was assessed using Bland-Altman analysis and linear mixed-effects models.

Results: Visual evaluation revealed no relevant differences in image quality between the two reconstructions. Relative uptake fractions normalized to the summed condylar activity showed good agreement between methods. Clivus-normalized ratios demonstrated a small positive bias.

Conclusion: AI-generated SyCT provides attenuation correction comparable to CTAC for clinically relevant relative condylar uptake assessment in UCH, supporting its use as a low-radiation alternative for quantitative mandibular SPECT imaging.

基于人工智能的合成CT衰减校正使单侧髁突增生的定量SPECT可靠。
目的:单侧髁突增生(UCH)是一种罕见的下颌生长障碍,准确评估髁突代谢活动对手术决策至关重要。定量99mtc -二膦酸亚甲基(MDP) SPECT/CT通常用于此目的;然而,基于ct的衰减校正(CTAC)增加了辐射暴露,并且可能受到配准误差的影响。人工智能(AI)生成的合成CT (SyCT)已被提出作为一种不依赖CT的替代方案。本研究旨在评估基于syct的衰减校正(SyCTAC)与常规CTAC在UCH定量SPECT成像中的一致性。方法:回顾性研究14例行99mTc-MDP SPECT/CT检查的UCH患者。使用CTAC或人工智能生成的SyCTAC重建具有相同参数的SPECT图像。将感兴趣的球形体积放置在下颌髁和斜坡上,并测量最大和平均标准化摄取值。计算受影响侧的相对摄取分数归一化为总髁活动,而对两侧的髁摄取归一化为斜坡进行评估。使用Bland-Altman分析和线性混合效应模型评估CTAC和syctac衍生指数之间的一致性。结果:视觉评价显示两种重建图像质量无相关差异。相对摄取分数归一化的总髁活动显示出良好的一致性。斜面归一化比率显示出小的正偏倚。结论:人工智能生成的SyCT可提供与CTAC相当的衰减校正,用于UCH临床相关的相对髁突摄取评估,支持其作为定量下颌SPECT低辐射成像的替代方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
EJNMMI Physics
EJNMMI Physics Physics and Astronomy-Radiation
CiteScore
6.70
自引率
10.00%
发文量
78
审稿时长
13 weeks
期刊介绍: EJNMMI Physics is an international platform for scientists, users and adopters of nuclear medicine with a particular interest in physics matters. As a companion journal to the European Journal of Nuclear Medicine and Molecular Imaging, this journal has a multi-disciplinary approach and welcomes original materials and studies with a focus on applied physics and mathematics as well as imaging systems engineering and prototyping in nuclear medicine. This includes physics-driven approaches or algorithms supported by physics that foster early clinical adoption of nuclear medicine imaging and therapy.
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