Suppr超能文献

基于标准磁共振图像的纹理分析预测听神经瘤伽玛刀放射外科治疗的反应。

Texture Analysis of Standard Magnetic Resonance Images to Predict Response to Gamma Knife Radiosurgery in Vestibular Schwannomas.

机构信息

Centro Gamma Knife Dominicano, CEDIMAT, Plaza de la Salud, Santo Domingo, Dominican Republic; Department of Radiology, CEDIMAT, Plaza de la Salud, Santo Domingo, Dominican Republic.

Centro Gamma Knife Dominicano, CEDIMAT, Plaza de la Salud, Santo Domingo, Dominican Republic.

出版信息

World Neurosurg. 2019 Dec;132:e228-e234. doi: 10.1016/j.wneu.2019.08.193. Epub 2019 Sep 4.

Abstract

PURPOSE

To search for texture features of routine magnetic resonance imaging to predict tumor volume reduction and transient versus permanent tumor progression of vestibular schwannomas treated by Gamma Knife stereotactic radiosurgery.

MATERIALS AND METHODS

Included were 23 patients with vestibular schwannomas treated in our center and followed over a period of 23.7-80.3 months (mean 42.7). Magnetic resonance imaging was performed on a 3-Tesla scanner and included T1-weighted images with and without contrast enhancement, T2-weighted, and fluid-attenuated inversion recovery images. Volumetric results were followed longitudinally over time and correlated to texture features as mean, minimum, maximum, standard deviation, skewness, and kurtosis of normalized signals taken from regions of interest covering the total tumor volume.

RESULTS

In total, 14 tumors showed early progression during the first 5-18 months (2 cases permanent, 12 cases transient), whereas 9 tumors regressed immediately after SRS. Kurtosis of T2-weighted image intensity values turned out to predict progression best with a sensitivity and specificity of 71% and 78%. From all texture feature parameters, only the minimum of the normalized T2-weighted image intensity values correlated significantly to the final reduction of tumor volume per month (correlation coefficient = -0.634, P < 0.05, corrected for false discovery rate).

CONCLUSIONS

Texture feature analysis helps to predict permanent versus transient enlargement and final volume reduction of schwannomas after SRS. Thus, alternative treatment strategies might be considered, mainly in large tumors, where further clinical deterioration cannot be excluded. To confirm these results, a prospective study including more cases and a longer follow-up period is necessary.

摘要

目的

寻找常规磁共振成像的纹理特征,以预测接受伽玛刀立体定向放射外科治疗的前庭神经鞘瘤的肿瘤体积缩小和肿瘤进展的暂时与永久性。

材料和方法

共纳入 23 例在我中心接受治疗并随访 23.7-80.3 个月(平均 42.7 个月)的前庭神经鞘瘤患者。磁共振成像在 3T 扫描仪上进行,包括 T1 加权像(有无对比增强)、T2 加权像和液体衰减反转恢复图像。体积结果随时间进行纵向随访,并与来自覆盖肿瘤总体积的感兴趣区域的归一化信号的均值、最小值、最大值、标准差、偏度和峰度等纹理特征相关联。

结果

共有 14 个肿瘤在最初的 5-18 个月内出现早期进展(2 例为永久性,12 例为暂时性),而 9 个肿瘤在 SRS 后立即消退。T2 加权图像强度值的峰度是预测进展的最佳指标,其灵敏度和特异性分别为 71%和 78%。在所有纹理特征参数中,只有归一化 T2 加权图像强度值的最小值与肿瘤体积每月的最终缩小量显著相关(相关系数=-0.634,P<0.05,经假发现率校正)。

结论

纹理特征分析有助于预测 SRS 后神经鞘瘤的永久性与暂时性增大以及最终体积缩小。因此,可能需要考虑替代治疗策略,主要是在大型肿瘤中,因为不能排除进一步的临床恶化。为了证实这些结果,需要进行包括更多病例和更长随访时间的前瞻性研究。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验