MTA-PTE Clinical Neuroscience MR Research Group, Pecs, 7623, Hungary.
Pecs Diagnostic Centre, Pecs, 7623, Hungary.
Sci Rep. 2017 May 25;7(1):2418. doi: 10.1038/s41598-017-02584-5.
Although several methods have been developed to automatically delineate subcortical gray matter structures from MR images, the accuracy of these algorithms has not been comprehensively examined. Most of earlier studies focused primarily on the hippocampus. Here, we assessed the accuracy of two widely used non-commercial programs (FSL-FIRST and Freesurfer) for segmenting the caudate and putamen. T1-weighted 1 mm isotropic resolution MR images were acquired for thirty healthy subjects (15 females). Caudate nucleus and putamen were segmented manually by two independent observers and automatically by FIRST and Freesurfer (v4.5 and v5.3). Utilizing manual labels as reference standard the following measures were studied: Dice coefficient (D), percentage volume difference (PVD), absolute volume difference as well as intraclass correlation coefficient (ICC) for consistency and absolute agreement. For putamen segmentation, FIRST achieved higher D, lower PVD and higher ICC for absolute agreement with manual tracing than either version of Freesurfer. Freesurfer overestimated the putamen, while FIRST was not statistically different from manual tracing. The ICC for consistency with manual tracing was similar between the two methods. For caudate segmentation, FIRST and Freesurfer performed more similarly. In conclusion, Freesurfer and FIRST are not equivalent when comparing to manual tracing. FIRST was superior for putaminal segmentation.
尽管已经开发了几种方法来自动从 MR 图像中描绘皮质下灰质结构,但这些算法的准确性尚未得到全面检查。大多数早期研究主要集中在海马体上。在这里,我们评估了两种广泛使用的非商业程序(FSL-FIRST 和 Freesurfer)在分割尾状核和壳核方面的准确性。为三十名健康受试者(15 名女性)采集了 T1 加权 1mm 各向同性分辨率的 MR 图像。尾状核和壳核由两名独立观察者手动和 FIRST 和 Freesurfer(v4.5 和 v5.3)自动分割。利用手动标记作为参考标准,研究了以下指标:Dice 系数(D)、体积百分比差异(PVD)、绝对体积差异以及一致性和绝对一致性的组内相关系数(ICC)。对于壳核分割,与 Freesurfer 的任何版本相比,FIRST 实现了更高的 D、更低的 PVD 和更高的绝对一致性 ICC。Freesurfer 高估了壳核,而 FIRST 在统计学上与手动追踪没有差异。与手动追踪的一致性 ICC 在两种方法之间相似。对于尾状核分割,FIRST 和 Freesurfer 的表现更为相似。总之,与手动追踪相比,Freesurfer 和 FIRST 并不等效。FIRST 在壳核分割方面表现更优。