Meng Ming, Zhang Cheng-Yi, Li Yong-Mei, Yao Ya-Jun, Zhou Fu-Qing, Li Yu-Xin, Zhang Ning-Nan-Nan, Tian De-Cai, Zhang Xing-Hu, Duan Yun-Yun, Liu Ya-Ou
Department of Radiology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.
Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.
Mult Scler Relat Disord. 2024 Jan;81:105146. doi: 10.1016/j.msard.2023.105146. Epub 2023 Nov 21.
To investigate the abnormal radiomics features of the hippocampus in patients with multiple sclerosis (MS) and neuromyelitis optica spectrum disorders (NMOSD) and to explore the clinical implications of these features.
752 participants were recruited in this retrospective multicenter study (7 centers), which included 236 MS, 236 NMOSD, and 280 normal controls (NC). Radiomics features of each side of the hippocampus were extracted, including intensity, shape, texture, and wavelet features (N = 431). To identify the variations in these features, two-sample t-tests were performed between the NMOSD vs. NC, MS vs. NC, and NMOSD vs. MS groups at each site. The statistical results from each site were then integrated through meta-analysis. To investigate the clinical significance of the hippocampal radiomics features, we conducted further analysis to examine the correlations between these features and clinical measures such as Expanded Disability Status Scale (EDSS), Brief Visuospatial Memory Test (BVMT), California Verbal Learning Test (CVLT), and Paced Auditory Serial Addition Task (PASAT).
Compared with NC, patients with MS exhibited significant differences in 78 radiomics features (P < 0.05/862), with the majority of these being texture features. Patients with NMOSD showed significant differences in 137 radiomics features (P < 0.05/862), most of which were intensity features. The difference between MS and NMOSD patients was observed in 47 radiomics features (P < 0.05/862), mainly texture features. In patients with MS and NMOSD, the most significant features related to the EDSS were intensity and textural features, and the most significant features related to the PASAT were intensity features. Meanwhile, both disease groups observed a weak correlation between radiomics data and BVMT.
Variations in the microstructure of the hippocampus can be detected through radiomics, offering a new approach to investigating the abnormal pattern of the hippocampus in MS and NMOSD.
探讨多发性硬化症(MS)和视神经脊髓炎谱系障碍(NMOSD)患者海马的异常影像组学特征,并探索这些特征的临床意义。
本回顾性多中心研究(7个中心)招募了752名参与者,其中包括236例MS患者、236例NMOSD患者和280名正常对照(NC)。提取海马各侧的影像组学特征,包括强度、形状、纹理和小波特征(N = 431)。为识别这些特征的差异,在每个部位的NMOSD与NC组、MS与NC组以及NMOSD与MS组之间进行双样本t检验。然后通过荟萃分析整合每个部位的统计结果。为研究海马影像组学特征的临床意义,我们进行了进一步分析,以检验这些特征与扩展残疾状态量表(EDSS)、简易视觉空间记忆测试(BVMT)、加利福尼亚言语学习测试(CVLT)和听觉连续加法任务(PASAT)等临床指标之间的相关性。
与NC相比,MS患者在78个影像组学特征上存在显著差异(P < 0.05/862),其中大多数为纹理特征。NMOSD患者在137个影像组学特征上存在显著差异(P < 0.05/862),其中大多数为强度特征。MS和NMOSD患者之间在47个影像组学特征上存在差异(P < 0.05/862),主要为纹理特征。在MS和NMOSD患者中,与EDSS最相关的特征是强度和纹理特征,与PASAT最相关的特征是强度特征。同时,两个疾病组的影像组学数据与BVMT之间均观察到弱相关性。
通过影像组学可检测出海马微观结构的变化,为研究MS和NMOSD中海马的异常模式提供了一种新方法。