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基于套索算法的鼻咽癌调强放疗后放射性颞叶损伤的正常组织并发症概率模型

LASSO-based NTCP model for radiation-induced temporal lobe injury developing after intensity-modulated radiotherapy of nasopharyngeal carcinoma.

作者信息

Kong Cheng, Zhu Xiang-Zhi, Lee Tsair-Fwu, Feng Ping-Bo, Xu Jian-Hua, Qian Pu-Dong, Zhang Lan-Fang, He Xia, Huang Sheng-Fu, Zhang Yi-Qin

机构信息

Department of Radiation Oncology, Affiliated Hospital of Nanjing Medical University, and Cancer Center of Jiangsu Province, Nanjing, People's Republic of China.

Medical Physics and Informatics Laboratory of Electronics Engineering, National Kaohsiung University of Applied Sciences, Kaohsiung, 80778 Taiwan, ROC.

出版信息

Sci Rep. 2016 May 23;6:26378. doi: 10.1038/srep26378.

Abstract

We investigated the incidence of temporal lobe injury (TLI) in 132 nasopharyngeal carcinoma (NPC) patients who had undergone intensity-modulated radiotherapy (IMRT) in our hospital between March 2005 and November 2009; and identified significant dosimetric predictors of TLI development. Contrast-enhanced lesions or cysts in the temporal lobes, as detected by magnetic resonance imaging (MRI), were regarded as radiation-induced TLIs. We used the least absolute shrinkage and selection operator (LASSO) method to select Dmax (the maximum point dose) and the D1cc (the top dose delivered to a 1-mL volume) from 15 dose-volume-histogram-associated and four clinically relevant candidate factors; the Dmax and the D1cc were the most significant predictors of TLI development. We drew dose-response curves for Dmax and D1cc. The tolerance dose (TD) for the 5% and 50% probabilities of TLI development were 69.0 ± 1.6 and 82.1 ± 2.4 Gy for Dmax and 62.8 ± 2.2 and 80.9 ± 3.4 Gy for D1cc, respectively. The incidence of TLI in NPC patients after IMRT was higher than expected because the therapeutic window is narrow. High-quality longitudinal studies are needed to gain further insight into the complex spatiotemporal effects of non-uniform irradiation on TLI development in NPC patients.

摘要

我们调查了2005年3月至2009年11月期间在我院接受调强放疗(IMRT)的132例鼻咽癌(NPC)患者颞叶损伤(TLI)的发生率;并确定了TLI发生的显著剂量学预测因素。磁共振成像(MRI)检测到的颞叶对比增强病变或囊肿被视为放射性TLI。我们使用最小绝对收缩和选择算子(LASSO)方法从15个剂量体积直方图相关因素和4个临床相关候选因素中选择Dmax(最大点剂量)和D1cc(输送到1 mL体积的最高剂量);Dmax和D1cc是TLI发生的最显著预测因素。我们绘制了Dmax和D1cc的剂量反应曲线。TLI发生概率为5%和50%时,Dmax的耐受剂量(TD)分别为69.0±1.6和82.1±2.4 Gy,D1cc的耐受剂量分别为62.8±2.2和80.9±3.4 Gy。IMRT后NPC患者TLI的发生率高于预期,因为治疗窗口狭窄。需要高质量的纵向研究来进一步了解非均匀照射对NPC患者TLI发生的复杂时空效应。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/37b8/4876467/6ad3dda2c57a/srep26378-f1.jpg

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