时间依赖扩散MRI预测鼻咽癌诱导化疗反应。

IF 7.2 Q1 ONCOLOGY
Huanhuan Ren, Diwei Shi, Xiaoxia Wang, Qian Xu, Yao Huang, Haojie Song, Junhao Huang, Xinying Ren, Xiaosong Lan, Yong Tan, Hong Yu, Lisha Nie, Daihong Liu, Jiuquan Zhang
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引用次数: 0

摘要

目的验证时间依赖扩散MRI (td-dMRI)衍生指标在鼻咽癌(NPC)中的可靠性,并确定td-dMRI衍生的显微结构参数是否有助于无创预测诱导化疗的反应。在这项前瞻性研究中,局部晚期鼻咽癌患者在2023年12月至2025年2月期间接受了td-dMRI预处理。数据随机分层,按7:3的比例分为训练集和内部测试集。根据实体瘤应答评价标准1.1,所有参与者被分为应答者和无应答者。利用有限的光谱编辑扩散衍生的显微结构参数(细胞直径d、细胞度、细胞内体积分数fin和细胞外扩散系数Dex)计算了四个成像显微结构参数和三个表观扩散系数(ADC)值(脉冲梯度自旋回波序列ADC、20 Hz ADC和40 Hz ADC)。评估重复性。将mri衍生参数与病理显微结构指标进行比较。在训练集中,进行单变量和多变量logistic回归分析,以确定与诱导化疗反应相关的参数;建立了预测模型。结果共纳入鼻咽癌患者220例(中位年龄53.0岁[IQR, 48.8-58.0岁],男性155例),其中训练集154例,内部测试集66例。参与者被分为有反应者(n = 151)和无反应者(n = 69)。重复性研究结果显示,受试者内变异系数为4.56% ~ 10.15%,重复性系数为0.12 ~ 1.71。此外,td- dmri衍生的参数与病理测量具有良好的相关性(r = 0.27-0.67; P < 0.05)。在训练集中,单变量和多变量逻辑回归分析显示,肿瘤-基质比率(TSR)和td- dmri衍生的细胞度是独立的预测因子。整合TSR和细胞度的组合模型在训练集中的AUC为0.82 (95% CI: 0.75, 0.89),在内部测试集中的AUC为0.76 (95% CI: 0.63, 0.87)。结论td- dmri衍生的显微结构参数,特别是TSR和肿瘤细胞结构,在预测鼻咽癌患者诱导治疗反应方面具有良好的效果。关键词:鼻咽癌,反应,MRI,诱导化疗©作者2026。由北美放射学会在CC by 4.0许可下发布。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Time-dependent Diffusion MRI for Predicting Response to Induction Chemotherapy in Nasopharyngeal Carcinoma.

Purpose To validate the reliability of time-dependent diffusion MRI (td-dMRI)-derived indicators in nasopharyngeal carcinoma (NPC) and determine whether microstructural parameters derived from td-dMRI can help noninvasively predict response to induction chemotherapy. Materials and Methods In this prospective study, participants with locally advanced NPC underwent pretreatment td-dMRI between December 2023 and February 2025. The data were randomly stratified and divided into a training set and an internal test set at a 7:3 ratio. According to Response Evaluation Criteria in Solid Tumors 1.1, all participants were classified as responders or nonresponders. Four imaging microstructural parameters with the limited spectrally edited diffusion-derived microstructural parameters (cell diameter d, cellularity, intracellular volume fraction fin, and extracellular diffusivity Dex) and three apparent diffusion coefficient (ADC) values (the ADC with the pulsed gradient spin-echo sequence, the ADC at 20 Hz, and the ADC at 40 Hz) were calculated. Repeatability was evaluated. MRI-derived parameters were compared with pathologic microstructural metrics. In the training set, univariable and multivariable logistic regression analyses were performed to identify parameters associated with induction chemotherapy response; predictive models were constructed. Results In total, 220 participants with NPC were enrolled (median age, 53.0 years [IQR, 48.8-58.0 years]; 155 male participants), including 154 in the training set and 66 in the internal test set. Participants were divided into responders (n = 151) and nonresponders (n = 69). The repeatability study revealed within-subject coefficient of variation values of 4.56%-10.15% and repeatability coefficient values of 0.12-1.71. Moreover, the td-dMRI-derived parameters correlated well with pathologic measurements (r = 0.27-0.67; P < .05). In the training set, univariable and multivariable logistic regression analyses revealed that the tumor-stroma ratio (TSR) and td-dMRI-derived cellularity were independent predictors. The combined model integrating the TSR and cellularity achieved an AUC of 0.82 (95% CI: 0.75, 0.89) in the training set and 0.76 (95% CI: 0.63, 0.87) in the internal test set. Conclusion td-dMRI-derived microstructural parameters, particularly TSR and tumor cellularity, showed good performance in predicting response to induction therapy in individuals with NPC. Keywords: Nasopharyngeal Carcinoma, Response, MRI, Induction Chemotherapy Supplemental material is available for this article. © The Author(s) 2026. Published by the Radiological Society of North America under a CC BY 4.0 license.

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