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不同放疗结局的鼻咽癌患者的白质变化不同:一种预测放射性坏死的潜在生物标志物。

Divergent white matter changes in patients with nasopharyngeal carcinoma post-radiotherapy with different outcomes: a potential biomarker for prediction of radiation necrosis.

机构信息

Department of Radiology, Huazhong University of Science and Technology Union Shenzhen Hospital, Shenzhen, 518052, China.

Department of Medical Imaging, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangzhou, 510060, China.

出版信息

Eur Radiol. 2022 Oct;32(10):7036-7047. doi: 10.1007/s00330-022-08907-z. Epub 2022 Jun 10.

Abstract

OBJECTIVES

To investigate the effects of standard radiotherapy on temporal white matter (WM) and its relationship with radiation necrosis (RN) in patients with nasopharyngeal carcinoma (NPC), and to determine the predictive value of WM volume alterations at the early stage for RN occurrence at the late-delay stage.

METHODS

Seventy-four treatment-naive NPC patients treated with standard radiotherapy were longitudinally followed up for 36 months. Structural MRIs were collected at multiple time points during the first year post-radiotherapy. Longitudinal structural images were processed using FreeSurfer. Linear mixed models were used to delineate divergent trajectories of temporal WM changes between patients who developed RN and who did not. Four machine learning methods were used to construct predictive models for RN with temporal WM volume alterations at early-stage.

RESULTS

The superior temporal gyrus (STG) had divergent atrophy trajectories in NPC patients with different outcomes (RN vs. NRN) post-radiotherapy. Patients with RN showed more rapid atrophy than those with NRN. A predictive model constructed with temporal WM volume alterations at early-stage post-radiotherapy had good performance for RN; the areas under the curve (AUC) were 0.879 and 0.806 at 1-3 months and 6 months post-radiotherapy, respectively. Moreover, the predictive model constructed with absolute temporal volume at 1-3 months post-radiotherapy also presented good performance; the AUC was 0.842, which was verified by another independent dataset (AUC = 0.773).

CONCLUSIONS

NPC patients with RN had more sharp atrophy in the STG than those with NRN. Temporal WM volume at early-stage post-radiotherapy may serve as an in vivo biomarker to identify and predict RN occurrence.

KEY POINTS

• The STG had divergent atrophy trajectories in NPC patients with different outcomes (RN vs. NRN) post-radiotherapy. • Although both groups exhibited time-dependent atrophy in the STG, the patients with RN showed a more rapid volume decrease than those with NRN. • Temporal WM volume alteration (or absolute volume) at the early stage could predict RN occurrence at the late-delay stage after radiotherapy.

摘要

目的

研究标准放疗对鼻咽癌(NPC)患者颞叶白质(WM)的影响及其与放射性坏死(RN)的关系,并确定早期 WM 体积变化对晚期延迟 RN 发生的预测价值。

方法

对 74 例接受标准放疗的初治 NPC 患者进行纵向随访 36 个月。在放疗后第一年的多个时间点采集结构 MRI。使用 FreeSurfer 处理纵向结构图像。线性混合模型用于描绘放射治疗后发生 RN 和未发生 RN 的患者之间颞叶 WM 变化的发散轨迹。使用 4 种机器学习方法构建基于早期颞 WM 体积改变的 RN 预测模型。

结果

放疗后不同结局(RN 与 NRN)的 NPC 患者的上颞回(STG)有不同的萎缩轨迹。发生 RN 的患者比发生 NRN 的患者萎缩速度更快。基于放疗后早期颞 WM 体积改变构建的预测模型对 RN 具有良好的性能;放射治疗后 1-3 个月和 6 个月的曲线下面积(AUC)分别为 0.879 和 0.806。此外,基于放疗后 1-3 个月的绝对颞叶体积构建的预测模型也具有良好的性能;AUC 为 0.842,另一个独立数据集的验证结果为 0.773。

结论

RN 患者的 STG 萎缩更明显,而 NRN 患者的 STG 萎缩则相对较缓。放疗后早期的颞 WM 体积可能作为一种体内生物标志物,用于识别和预测 RN 的发生。

关键点

  1. 放疗后,不同结局(RN 与 NRN)的 NPC 患者的 STG 有不同的萎缩轨迹。

  2. 尽管两组患者的 STG 均表现出时间依赖性萎缩,但 RN 组的体积下降速度明显快于 NRN 组。

  3. 放疗后早期的颞 WM 体积改变(或绝对体积)可预测晚期延迟性 RN 的发生。

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