基于 Delta 磁共振成像放射组学特征的列线图可预测局部晚期鼻咽癌诱导化疗后的长期疗效。
Delta magnetic resonance imaging radiomics features‑based nomogram predicts long‑term efficacy after induction chemotherapy in locoregionally advanced nasopharyngeal carcinoma.
发表日期:2024 Aug 10
作者:
Guang-Sen Pan, Xiao-Ming Sun, Fang-Fang Kong, Jia-Zhou Wang, Xia-Yun He, Xue-Guan Lu, Chao-Su Hu, Si-Xue Dong, Hong-Mei Ying
来源:
ORAL ONCOLOGY
摘要:
建立并验证基于 delta 放射组学的模型,用于预测诱导化疗 (IC) 后局部晚期鼻咽癌 (LA-NPC) 患者的无进展生存期 (PFS)。总共 250 名 LA-NPC 患者(训练队列) :n = 145;验证队列:n = 105)已入组。从 IC 前后进行的 MRI 扫描中提取放射组学特征,并计算这些特征的变化。特征选择后,使用 LASSO-Cox 回归分析构建了 delta 放射组学特征。开发并评估了包含独立临床指标和 delta 放射组学特征的预后列线图,以进行校准和区分。使用 Kaplan-Meier 方法评估列线图的风险分层。由 12 个特征组成的 delta 放射组学特征与预后独立相关。列线图整合了 delta 放射组学特征和临床因素,表现出出色的校准和辨别能力。该模型在训练队列中的 Harrell 一致性指数(C 指数)为 0.848,在验证队列中为 0.820。风险分层确定了两组 PFS 率显着不同的组。 IC后接受同步放化疗(CCRT)或放疗加辅助化疗(RT AC)的高危患者的三年PFS显着高于仅接受RT的患者,达到统计学意义。相比之下,对于低风险患者,接受 CCRT 或 RT AC 的患者 IC 后的三年 PFS 略高于仅接受 RT 的患者;然而,这种差异并未达到统计学显着性。我们基于 delta MRI 的放射组学模型可用于预测 PFS,并可指导 LA-NPC IC 后的后续治疗决策。版权所有 © 2024 Elsevier Ltd。保留所有权利。
To establish and validate a delta-radiomics-based model for predicting progression-free survival (PFS) in patients with locoregionally advanced nasopharyngeal carcinoma (LA-NPC) following induction chemotherapy (IC).A total of 250 LA-NPC patients (training cohort: n = 145; validation cohort: n = 105) were enrolled. Radiomic features were extracted from MRI scans taken before and after IC, and changes in these features were calculated. Following feature selection, a delta-radiomics signature was constructed using LASSO-Cox regression analysis. A prognostic nomogram incorporating independent clinical indicators and the delta-radiomics signature was developed and assessed for calibration and discrimination. Risk stratification by the nomogram was evaluated using Kaplan-Meier methods.The delta-radiomics signature, consisting of 12 features, was independently associated with prognosis. The nomogram, integrating the delta-radiomics signature and clinical factors demonstrated excellent calibration and discrimination. The model achieved a Harrell's concordance index (C-index) of 0.848 in the training cohort and 0.820 in the validation cohort. Risk stratification identified two groups with significantly different PFS rates. The three-year PFS for high-risk patients who received concurrent chemoradiotherapy (CCRT) or radiotherapy plus adjuvant chemotherapy (RT+AC) after IC was significantly higher than for those who received RT alone, reaching statistical significance. In contrast, for low-risk patients, the three-year PFS after IC was slightly higher for those who received CCRT or RT+AC compared to those who received RT alone; however, this difference did not reach statistical significance.Our delta MRI-based radiomics model could be useful for predicting PFS and may guide subsequent treatment decisions after IC in LA-NPC.Copyright © 2024 Elsevier Ltd. All rights reserved.