Mishra Virendra R, Zhuang Xiaowei, Sreenivasan Karthik R, Banks Sarah J, Yang Zhengshi, Bernick Charles, Cordes Dietmar
From the Department of Imaging Research, Cleveland Clinic Lou Ruvo Center for Brain Health, 888 W Bonneville Ave, Las Vegas, NV 89106.
Radiology. 2017 Nov;285(2):555-567. doi: 10.1148/radiol.2017162403. Epub 2017 Jul 25.
Purpose To investigate whether combining multiple magnetic resonance (MR) imaging modalities such as T1-weighted and diffusion-weighted MR imaging could reveal imaging biomarkers associated with cognition in active professional fighters. Materials and Methods Active professional fighters (n = 297; 24 women and 273 men) were recruited at one center. Sixty-two fighters (six women and 56 men) returned for a follow-up examination. Only men were included in the main analysis of the study. On the basis of computerized testing, fighters were separated into the cognitively impaired and nonimpaired groups on the basis of computerized testing. T1-weighted and diffusion-weighted imaging were performed, and volume and cortical thickness, along with diffusion-derived metrics of 20 major white matter tracts were extracted for every subject. A classifier was designed to identify imaging biomarkers related to cognitive impairment and was tested in the follow-up dataset. Results The classifier allowed identification of seven imaging biomarkers related to cognitive impairment in the cohort of active professional fighters. Areas under the curve of 0.76 and 0.69 were obtained at baseline and at follow-up, respectively, with the optimized classifier. The number of years of fighting had a significant (P = 8.8 × 10) negative association with fractional anisotropy of the forceps major (effect size [d] = 0.34) and the inferior longitudinal fasciculus (P = .03; d = 0.17). A significant difference was observed between the impaired and nonimpaired groups in the association of fractional anisotropy in the forceps major with number of fights (P = .03, d = 0.38) and years of fighting (P = 6 × 10, d = 0.63). Fractional anisotropy of the inferior longitudinal fasciculus was positively associated with psychomotor speed (P = .04, d = 0.16) in nonimpaired fighters but no association was observed in impaired fighters. Conclusion Without enforcement of any a priori assumptions on the MR imaging-derived measurements and with a multivariate approach, the study revealed a set of seven imaging biomarkers that were associated with cognition in active male professional fighters. RSNA, 2017 Online supplemental material is available for this article.
目的 研究联合使用多种磁共振(MR)成像模式,如T1加权和扩散加权MR成像,是否能够揭示现役职业拳击手与认知相关的影像生物标志物。材料与方法 在一个中心招募现役职业拳击手(n = 297;24名女性和273名男性)。62名拳击手(6名女性和56名男性)返回接受随访检查。本研究的主要分析仅纳入男性。基于计算机测试,根据计算机测试结果将拳击手分为认知受损组和未受损组。进行T1加权和扩散加权成像,为每个受试者提取20条主要白质束的体积、皮质厚度以及扩散衍生指标。设计一个分类器来识别与认知障碍相关的影像生物标志物,并在随访数据集中进行测试。结果 该分类器能够在现役职业拳击手队列中识别出7种与认知障碍相关的影像生物标志物。使用优化后的分类器,在基线和随访时分别获得了曲线下面积为0.76和0.69的结果。战斗年限与胼胝体主要部分的各向异性分数(效应量[d] = 0.34)和下纵束(P = 0.03;d = 0.17)存在显著的(P = 8.8 × 10)负相关。在胼胝体主要部分的各向异性分数与战斗次数(P = 0.03,d = 0.38)和战斗年限(P = 6 × 10,d = 0.63)的关联方面,受损组和未受损组之间观察到显著差异。在未受损的拳击手中,下纵束的各向异性分数与精神运动速度呈正相关(P = 0.04,d = 0.16),但在受损的拳击手中未观察到相关性。结论 在不对MR成像衍生测量结果进行任何先验假设的情况下,采用多变量方法,本研究揭示了一组7种与现役男性职业拳击手认知相关的影像生物标志物。RSNA,2017 本文提供在线补充材料。