Lalonde Arthur, Bouchard Hugo
Département de Physique, Université de Montréal, Pavillon Roger-Gaudry, 2900 Boulevard Édouard-Montpetit, Montréal, Québec H3T 1J4, Canada.
Phys Med Biol. 2016 Nov 21;61(22):8044-8069. doi: 10.1088/0031-9155/61/22/8044. Epub 2016 Oct 25.
To develop a general method for human tissue characterization with dual- and multi-energy CT and evaluate its performance in determining elemental compositions and quantities relevant to radiotherapy Monte Carlo dose calculation. Ideal materials to describe human tissue are obtained applying principal component analysis on elemental weight and density data available in literature. The theory is adapted to elemental composition for solving tissue information from CT data. A novel stoichiometric calibration method is integrated to the technique to make it suitable for a clinical environment. The performance of the method is compared with two techniques known in literature using theoretical CT data. In determining elemental weights with dual-energy CT, the method is shown to be systematically superior to the water-lipid-protein material decomposition and comparable to the parameterization technique. In determining proton stopping powers and energy absorption coefficients with dual-energy CT, the method generally shows better accuracy and unbiased results. The generality of the method is demonstrated simulating multi-energy CT data to show the potential to extract more information with multiple energies. The method proposed in this paper shows good performance to determine elemental compositions from dual-energy CT data and physical quantities relevant to radiotherapy dose calculation. The method is particularly suitable for Monte Carlo calculations and shows promise in using more than two energies to characterize human tissue with CT.
开发一种利用双能和多能CT进行人体组织表征的通用方法,并评估其在确定与放射治疗蒙特卡罗剂量计算相关的元素组成和数量方面的性能。通过对文献中可用的元素重量和密度数据应用主成分分析来获得描述人体组织的理想材料。该理论适用于元素组成,以从CT数据中求解组织信息。一种新颖的化学计量校准方法被集成到该技术中,使其适用于临床环境。使用理论CT数据将该方法的性能与文献中已知的两种技术进行比较。在利用双能CT确定元素重量时,该方法被证明在系统上优于水-脂质-蛋白质材料分解法,并且与参数化技术相当。在利用双能CT确定质子阻止本领和能量吸收系数时,该方法通常显示出更好的准确性和无偏结果。通过模拟多能CT数据证明了该方法的通用性,以显示利用多种能量提取更多信息的潜力。本文提出的方法在从双能CT数据确定元素组成以及与放射治疗剂量计算相关的物理量方面表现出良好的性能。该方法特别适用于蒙特卡罗计算,并在使用超过两种能量通过CT表征人体组织方面显示出前景。