MRI Texture Analysis for the Prediction of Stereotactic Radiosurgery Outcomes in Brain Metastases from Lung Cancer

被引:9
作者
Park, Jung Hyun [1 ,2 ]
Choi, Byung Se [2 ]
Han, Jung Ho [3 ]
Kim, Chae-Yong [3 ]
Cho, Jungheum [2 ]
Bae, Yun Jung [2 ]
Sunwoo, Leonard [2 ]
Kim, Jae Hyoung [2 ]
机构
[1] Ajou Univ, Sch Med, Med Ctr, Dept Radiol, Suwon 443380, South Korea
[2] Seoul Natl Univ, Dept Radiol, Bundang Hosp, 82 Gumi Ro 173beon Gil, Seongnam 13620, South Korea
[3] Seoul Natl Univ, Bundang Hosp, Dept Neurosurg, 82 Gumi Ro 173beon Gil, Seongnam 13620, South Korea
基金
新加坡国家研究基金会;
关键词
stereotactic radiosurgery; brain metastasis; magnetic resonance imaging; texture analysis;
D O I
10.3390/jcm10020237
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
This study aims to evaluate the utility of texture analysis in predicting the outcome of stereotactic radiosurgery (SRS) for brain metastases from lung cancer. From 83 patients with lung cancer who underwent SRS for brain metastasis, a total of 118 metastatic lesions were included. Two neuroradiologists independently performed magnetic resonance imaging (MRI)-based texture analysis using the Imaging Biomarker Explorer software. Inter-reader reliability as well as univariable and multivariable analyses were performed for texture features and clinical parameters to determine independent predictors for local progression-free survival (PFS) and overall survival (OS). Furthermore, Harrell's concordance index (C-index) was used to assess the performance of the independent texture features. The primary tumor histology of small cell lung cancer (SCLC) was the only clinical parameter significantly associated with local PFS in multivariable analysis. Run-length non-uniformity (RLN) and short-run emphasis were the independent texture features associated with local PFS. In the non-SCLC (NSCLC) subgroup analysis, RLN and local range mean were associated with local PFS. The C-index of independent texture features was 0.79 for the all-patients group and 0.73 for the NSCLC subgroup. In conclusion, texture analysis on pre-treatment MRI of lung cancer patients with brain metastases may have a role in predicting SRS response.
引用
收藏
页码:1 / 12
页数:12
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