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弥漫性胶质瘤患者生存预后评估OA北大核心

Survival Prognosis Assessment Study in Patients with Diffuse Glioma:Based on MRI Radiomics Features

中文摘要英文摘要

基于T1 加权后对比增强MRI的影像组学特征,开发并验证一个用于预测弥漫性胶质瘤患者术后生存预后的模型.从 387 例弥漫性胶质瘤患者的术前MRI数据中提取出坏死肿瘤核心区域、瘤周水肿区域以及增强肿瘤区域的影像组学特征,并使用LASSO-Cox回归模型进行特征选择与模型构建.数据被随机分为训练组和验证组,模型在训练组患者(80%;309 例)中开发,并在验证组患者(20%;78 例)中验证预测性能.模型在训练组和验证组中的C-index分别为0.72 和0.69;在训练组中1 年期、2 年期、3 年期的AUC值分别为 0.79、0.81、0.86,而在验证组中,对应的AUC值为 0.72、0.76、0.81.研究表明,基于T1加权后对比增强MRI的影像组学特征,可有效预测弥漫性胶质瘤患者的术后预后,并为临床决策提供依据.

A model based on radiomics features from contrast-enhanced T1-weighted MRI was developed and validated to predict postoperative survival prognosis in patients with diffuse glioma.Radiomics features were extracted from the necrotic tumor core necrosis,peritumoral edema and en-hancing tumor regions using preoperative MRI data from 387 patients with diffuse glioma,and a LASSO-Cox regression model was employed for feature selection and model construction.The data were randomly divided into a training group(80%;309 patients)and a validation group(20%;78 patients).The model was developed in the training group and its predictive performance was validated in the validation group.The model's C-index was 0.72 in the training group and 0.69 in the validation group.The 1-year,2-year,and 3-year AUCs were 0.79,0.81,and 0.86 in the training group,and 0.72,0.76,and 0.81 in the validation group,respectively.The study demonstrated that radiomics features based on contrast-enhanced T1-weighted MRI can effectively predict the postoperative progno-sis of patients with diffuse gliomas,providing a basis for clinical decision-making.

叶大涵;谢剑锋;陈晓平

福建师范大学数学与统计学院,福建 福州 350117福建省疾病预防控制中心,福建 福州 350012||福建省人兽共患病重点实验室,福建 福州 350012||福建医科大学公共卫生学院实践基地,福建 福州 350012福建理工大学计算机科学与数学学院,福建 福州 350118||统计学与人工智能福建省高校重点实验室(福建师范大学),福建 福州 350117

数学

弥漫性胶质瘤磁共振成像影像组学生存分析预后LASSO-Cox回归模型

diffuse gliomamagnetic resonance imagingradiomicssurvival analysisprog-nosisLASSO-Cox regression model

《福建师范大学学报(自然科学版)》 2025 (2)

9-15,7

国家自然科学基金项目(12401380)福建省卫生健康重大科研专项(2021ZD01001)福建省直单位教育和科研专项资金(闽财指[2022]639 号)福建省卫生健康中青年领军人才培养项目福建省教育科学规划 2024 年教育考试招生重点专项课题(FJJKS24-02,福建省教育考试院资助)福建理工大学科研启动基金(GY-S24002)

10.12046/j.issn.1000-5277.2024100026

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