Dual-energy CT-based material extraction for tissue segmentation in Monte Carlo dose calculations

被引:169
作者
Bazalova, Magdalena [1 ]
Carrier, Jean-Francois [2 ,3 ,4 ]
Beaulieu, Luc [5 ,6 ,7 ]
Verhaegen, Frank [1 ]
机构
[1] McGill Univ, Montreal Gen Hosp, Med Phys Unit, Montreal, PQ H3G 1A4, Canada
[2] Hop Notre Dame CHUM, Dept Radiooncol, Montreal, PQ, Canada
[3] Hop Notre Dame CHUM, Ctr Recherche CHUM, Montreal, PQ, Canada
[4] Univ Montreal, Dept Phys, Montreal, PQ H3C 3J7, Canada
[5] Univ Laval, CHUQ Pavillon Hotel Dieu Quebec, Dept Radiooncol, Quebec City, PQ, Canada
[6] Univ Laval, CHUQ Pavillon Hotel Dieu Quebec, Ctr Rech Cancerol, Quebec City, PQ, Canada
[7] Univ Laval, Dept Phys Genie Phys Opt, Quebec City, PQ, Canada
关键词
D O I
10.1088/0031-9155/53/9/015
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Monte Carlo (MC) dose calculations are performed on patient geometries derived from computed tomography (CT) images. For most available MC codes, the Hounsfield units (HU) in each voxel of a CT image have to be converted into mass density (rho) and material type. This is typically done with a (HU; rho) calibration curve which may lead to mis-assignment of media. In this work, an improved material segmentation using dual-energy CT-based material extraction is presented. For this purpose, the differences in extracted effective atomic numbers Z and the relative electron densities rho(e) of each voxel are used. Dual-energy CT material extraction based on parametrization of the linear attenuation coefficient for 17 tissue-equivalent inserts inside a solid water phantom was done. Scans of the phantom were acquired at 100 kVp and 140 kVp from which Z and rho(e) values of each insert were derived. The mean errors on Z and.e extraction were 2.8% and 1.8%, respectively. Phantom dose calculations were performed for 250 kVp and 18 MV photon beams and an 18 MeV electron beam in the EGSnrc/DOSXYZnrc code. Two material assignments were used: the conventional (HU; rho) and the novel (HU; rho, Z) dual-energy CT tissue segmentation. The dose calculation errors using the conventional tissue segmentation were as high as 17% in a mis-assigned soft bone tissue-equivalent material for the 250 kVp photon beam. Similarly, the errors for the 18 MeV electron beam and the 18 MV photon beam were up to 6% and 3% in some mis-assigned media. The assignment of all tissue-equivalent inserts was accurate using the novel dual-energy CT material assignment. As a result, the dose calculation errors were below 1% in all beam arrangements. Comparable improvement in dose calculation accuracy is expected for human tissues. The dual-energy tissue segmentation offers a significantly higher accuracy compared to the conventional single-energy segmentation.
引用
收藏
页码:2439 / 2456
页数:18
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