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A Pilot Study for Piecewise Uniform Dose Prescription and Optimization Method Based on PET/CT Images

机译:基于PET / CT图像的分段均匀剂量处方和优化方法的试验研究

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Purpose: During intensity modulated radiation therapy (IMRT) planning, the tumor target volume is commonly given a uniform dose prescription (UDP) clinically, which does not consider the heterogeneous characteristics of tumor such as hypoxia, clonogenic cell density, tumor proliferation rate and radio-sensitivity. To better spare organs at risk (OARs) while not decrease the tumor control probability (TCP), we propose to use a piecewise uniform dose prescription (PUDP) method, which is based on the heterogeneous characteristics of tumor extracted from its PET/CT medical images. Methods: First, we automatically delineate several sub-gross target volumes (sub-GTVs) inside the gross tumor volume (GTV) by a hierarchical Mumford-Shah vector model, and make each sub-GTV is of almost homogeneous [18F] fluorodeoxyglucose positron emission tomography (FDG-PET) standard uptake value (PETSUV), PET-contrast, and PET-busyness of tumors. Then, we make the GTV mean dose minimized while restricting the TCP to a constant and derive an optimal redistribution of dose prescription based on a linear-quadratic (LQ) model. Finally, we use the equivalent uniform dose (EUD) in each sub-GTV as its final dose prescription, which composes a PUDP for the GTV. Results: We have evaluated the IMRT planning for 9 patients with nasopharyngeal carcinoma respectively using PUDP and clinical UDP. The results show that almost all OARs are better spared by PUDP than by UDP. Although PUDP and UDP have the similar TCPs for GTV, PUDP can reduce the max dose to brain stem by $8.53pm 7.71$Gy and the mean dose by $2.86pm 1.30mathrm{G}mathrm{y}$. The mean normal tissue complication probability (NTCP) of the brain stems for 9 patients is reduced from $3.55imes 10^{-6}$ (UDP) to $1.17imes 10^{-6}$ (PUDP). Conclusion: Comparing with the UDP, the PUDP can better spare almost all OARs while keeping the similar TCP of GTV.
机译:目的:在强度调制的放射治疗(IMRT)规划期间,临床上通常给予统一剂量的剂量处方(UDP),这不考虑肿瘤的异质特性,如缺氧,克隆语密度,肿瘤增殖率和无线电-灵敏度。为了更好的风险(OAR)的备用器官(OAR)而不会降低肿瘤控制概率(TCP),我们建议使用分段均匀的剂量处方(PUDP)方法,该方法基于其PET / CT医学中提取的肿瘤的异质特性图片。方法:首先,我们通过分层Mumford-Shah向量模型自动描绘粗糙肿瘤体积(GTV)内的几个亚级目标体积(Sub-GTV),并使每个亚GTV几乎是均匀的[18F]氟脱氧葡萄糖正电子排放断层扫描(FDG-PET)标准摄取价值(PETSUV),宠物对比度和肿瘤的宠物繁忙。然后,我们使GTV平均剂量最小化,同时将TCP限制为常数并基于线性二次(LQ)模型来获得剂量处方的最佳再分布。最后,我们在每个亚gTV中使用等效的均匀剂量(EUD)作为其最终剂量处方,这为GTV组成了PUDP。结果:我们已经评估了分别使用PUDP和临床UDP的鼻咽癌患者的IMRT计划。结果表明,几乎所有的桨都比通过UDP更好地捕获了PUDP。虽然PUDP和UDP具有类似的GTV的TCP,但PUDP可以将最大剂量减少到脑干的最大剂量为8.53 PM 7.71 $ GY和平均剂量为2.86 PM 1.30 MATHRM {G} MATHRM {Y} $。 9例脑梗塞的平均正常组织并发症概率(NTCP)从$ 3.55 times 10 ^ { - 6} $(UDP)到1.17美元10 ^ { - 6} $(PUDP)。结论:与UDP相比,PUDP可以更好地备用几乎所有的桨,同时保持类似的GTV TCP。

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