高级检索

基于蒙特卡罗模拟的离子CT图像重建及相对阻止本领误差研究

Study on Ion CT Image Reconstruction and Relative Stopping Power Error Based on Monte Carlo Simulations

  • 摘要: 离子束放射治疗(放疗)越来越广泛地被运用于肿瘤治疗。目前使用传统X射线计算机断层扫描(CT)来制定离子放疗治疗计划时存在相对阻止本领(RSP)具有较大误差的问题,理想的方式是直接使用高能离子束对患者成像,生成离子放疗治疗计划设计时所需的医学图像,避免RSP转换从而减小RSP的误差。本研究使用蒙特卡罗程序Geant4/Gate搭建了离子CT模拟平台,设计了理想与现实两种离子CT成像系统探测器,利用最大似然法和ASD-POCS算法实现了图像重建,研究了理想与现实两种设置、多种能量以及不同离子种类对模体内硫、磷、碳和钙四种材料插件重建RSP误差的影响。结果表明,330 MeV质子在理想与现实设置两种情况下的RSP相对误差都小于1.547%,理想设置下的RSP相对误差远小于现实设置,现实设置下各材料的RSP重建误差接近理想设置下的3倍;质子的RSP相对误差随着能量的增加而减小,在230 MeV时的RSP相对误差最大,在硫、磷、碳、钙四种材料中分别为2.855%、2.468%、1.653%、2.553%。在330 MeV时的RSP相对误差达到最小,在硫、磷、碳、钙四种材料中分别为0.181%、0.351%、0.250%、0.245%;在能量330 MeV/u下,碳离子在硫、磷、碳、钙四种材料中的RSP相对误差分别为0.060%、0.281%、0.150%、0.082%,误差均在0.281%以内,RSP相对误差小于330 MeV的质子。因此,与质子CT相比,碳离子CT应能为离子放疗治疗计划设计提供更为精确的RSP数据。

     

    Abstract: Ion beam radiotherapy is increasingly employed in cancer treatment. When using conventional X-ray computed tomography(CT) for ion radiotherapy treatment planning, a significant issue exists: the relative stopping power(RSP) exhibits substantial errors. An ideal approach is to directly utilize high-energy ion beams for patient imaging, generating the medical images required for ion radiotherapy treatment planning, thereby avoiding RSP conversion and reducing RSP errors. This study employed the Monte Carlo simulation toolkit Geant4/Gate to establish an ion CT simulation platform. Idealized and realistic ion CT imaging system detectors were designed. Image reconstruction was achieved using the Maximum Likelihood method and the ASD-POCS algorithm. The research investigated the impact of both idealized and realistic setups, various energies, and different ion species on the RSP reconstruction errors for four material inserts(sulfur, phosphorus, carbon, and calcium) within a phantom. The results indicate that for 330 MeV protons, the relative RSP error was less than 1.547% under both idealized and realistic setups. The RSP error in the idealized setup was significantly lower than in the realistic setup; in the realistic setup, the RSP reconstruction errors for various materials were nearly triple those observed in the idealized setup. The relative RSP error for protons decreased with increasing energy. The maximum error occurred at 230 MeV, with relative RSP errors for sulfur, phosphorus, carbon, and calcium being 2.855%, 2.468%, 1.653% and 2.553%, respectively. The minimum error was achieved at 330 MeV, with relative RSP errors of 0.181%, 0.351%, 0.250% and 0.245% for sulfur, phosphorus, carbon, and calcium, respectively. At an energy of 330 MeV/u, carbon ions exhibited relative RSP errors of 0.060%, 0.281%, 0.150% and 0.082% for sulfur, phosphorus, carbon, and calcium, respectively. All errors were within 0.281%, and the relative RSP errors were lower than those for 330 MeV protons. Therefore, compared to proton CT, carbon ion CT is expected to provide more accurate RSP data for ion radiotherapy treatment planning.

     

/

返回文章
返回