Faculty of Health Data Science, Juntendo University, Urayasu, Chiba, 279-0013, Japan; Department of Radiology, Juntendo University Graduate School of Medicine, Bunkyo, Tokyo, 113-8421, Japan.
Department of Radiology, Juntendo University Graduate School of Medicine, Bunkyo, Tokyo, 113-8421, Japan.
Mol Metab. 2022 Aug;62:101527. doi: 10.1016/j.molmet.2022.101527. Epub 2022 Jun 9.
Metabolic syndrome (MetS) is defined as a complex of interrelated risk factors for type 2 diabetes and cardiovascular disease, including glucose intolerance, abdominal obesity, hypertension, and dyslipidemia. Studies using diffusion tensor imaging (DTI) have reported white matter (WM) microstructural abnormalities in MetS. However, interpretation of DTI metrics is limited primarily due to the challenges of modeling complex WM structures. The present study used fixel-based analysis (FBA) to assess the effect of MetS on the fiber tract-specific WM microstructure in older adults and its relationship with MetS-related measurements and cognitive and locomotor functions to better understand the pathophysiology of MetS.
Fixel-based metrics, including microstructural fiber density (FD), macrostructural fiber-bundle cross-section (FC), and a combination of FD and FC (FDC), were evaluated in 16 healthy controls (no components of MetS; four men; mean age, 71.31 ± 5.06 years), 57 individuals with premetabolic syndrome (preMetS; one or two components of MetS; 29 men; mean age, 72.44 ± 5.82 years), and 46 individuals with MetS (three to five components of MetS; 27 men; mean age, 72.15 ± 4.97 years) using whole-brain exploratory FBA. Tract of interest (TOI) analysis was then performed using TractSeg across 14 selected WM tracts previously associated with MetS. The associations between fixel-based metrics and MetS-related measurements, neuropsychological, and locomotor function tests were also analyzed in individuals with preMetS and MetS combined. In addition, tensor-based metrics (i.e., fractional anisotropy [FA] and mean diffusivity [MD]) were compared among the groups using tract-based spatial statistics (TBSS) analysis.
In whole-brain FBA, individuals with MetS showed significantly lower FD, FC, and FDC compared with healthy controls in WM areas, such as the splenium of the corpus callosum (CC), corticospinal tract (CST), middle cerebellar peduncle (MCP), and superior cerebellar peduncle (SCP). Meanwhile, in fixel-based TOI, significantly reduced FD was observed in individuals with preMetS and MetS in the anterior thalamic radiation, CST, SCP, and splenium of the CC compared with healthy controls, with relatively greater effect sizes observed in individuals with MetS. Compared with healthy controls, significantly reduced FC and FDC were only demonstrated in individuals with MetS, including regions with loss of FD, inferior cerebellar peduncle, inferior fronto-occipital fasciculus, MCP, and superior longitudinal fasciculus part I. Furthermore, negative correlations were observed between FD and Brinkman index of cigarette consumption cumulative amount and between FC or FDC and the Trail Making Test (parts B-A), which is a measure of executive function, waist circumference, or low-density lipoprotein cholesterol. Finally, TBSS analysis revealed that FA and MD were not significantly different among all groups.
The FBA results demonstrate that substantial axonal loss and atrophy in individuals with MetS and early axonal loss without fiber-bundle morphological changes in those with preMetS within the WM tracts are crucial to cognitive and motor function. FBA also clarified the association between executive dysfunction, abdominal obesity, hyper-low-density lipoprotein cholesterolemia, smoking habit, and compromised WM neural tissue microstructure in MetS.
代谢综合征(MetS)被定义为包括葡萄糖耐量异常、腹部肥胖、高血压和血脂异常在内的 2 型糖尿病和心血管疾病相关危险因素的复杂综合征。使用弥散张量成像(DTI)的研究已经报道了代谢综合征患者的白质(WM)微观结构异常。然而,由于建模复杂 WM 结构的挑战,DTI 指标的解释受到限制。本研究使用固定体素分析(FBA)评估代谢综合征对老年人纤维束特异性 WM 微观结构的影响,及其与代谢综合征相关测量值和认知与运动功能的关系,以更好地理解代谢综合征的病理生理学。
在 16 名健康对照者(无代谢综合征成分;4 名男性;平均年龄 71.31±5.06 岁)、57 名前期代谢综合征(preMetS;存在一项或两项代谢综合征成分;29 名男性;平均年龄 72.44±5.82 岁)和 46 名代谢综合征(MetS;存在三项或五项代谢综合征成分;27 名男性;平均年龄 72.15±4.97 岁)个体中,使用全脑探索性 FBA 评估固定体素指标,包括微观纤维密度(FD)、宏观纤维束横截面积(FC)和 FD 与 FC 的组合(FDC)。然后使用 TractSeg 在之前与代谢综合征相关的 14 条 WM 束中进行感兴趣区(TOI)分析。在 preMetS 和 MetS 个体中,还分析了固定体素指标与代谢综合征相关测量值、神经心理学和运动功能测试之间的关联。此外,还使用基于张量的空间统计学(TBSS)分析比较了各组之间的张量指标(即各向异性分数[FA]和平均弥散度[MD])。
在全脑 FBA 中,与健康对照组相比,代谢综合征个体在胼胝体压部(CC)、皮质脊髓束(CST)、小脑上脚(SCP)和中脑小脑脚(MCP)等 WM 区域的 FD、FC 和 FDC 显著降低。同时,在固定体素 TOI 中,与健康对照组相比,前期代谢综合征和代谢综合征个体的前丘脑辐射、CST、SCP 和 CC 压部的 FD 显著降低,而代谢综合征个体的效应大小相对较大。与健康对照组相比,仅在代谢综合征个体中观察到 FC 和 FDC 显著降低,包括 FD 丢失、小脑下脚、下额枕束、MCP 和上纵束 I 等区域。此外,FD 与吸烟累计量的布立克曼指数之间以及 FC 或 FDC 与 Trail Making Test(部分 B-A)之间存在负相关,后者是一种执行功能测量值,与腰围或低密度脂蛋白胆固醇相关。最后,TBSS 分析显示各组之间 FA 和 MD 没有显著差异。
FBA 结果表明,代谢综合征个体 WM 束中存在大量轴突丢失和萎缩,前期代谢综合征个体中存在轴突早期丢失但纤维束形态无变化,这对认知和运动功能至关重要。FBA 还阐明了执行功能障碍、腹部肥胖、低高密度脂蛋白胆固醇血症、吸烟习惯和代谢综合征 WM 神经组织微观结构受损之间的关联。