From the Department of Biomedical Engineering (L.Y.C., A.W.A., B.A.L.)
Departments of Psychiatry and Behavioral Sciences (C.T.).
AJNR Am J Neuroradiol. 2023 Jul;44(7):820-827. doi: 10.3174/ajnr.A7895. Epub 2023 Jun 1.
Type 1 diabetes affects over 200,000 children in the United States and is associated with an increased risk of cognitive dysfunction. Prior single-site, single-voxel MRS case reports and studies have identified associations between reduced NAA/Cr, a marker of neuroaxonal loss, and type 1 diabetes. However, NAA/Cr differences among children with various disease complications or across different brain tissues remain unclear. To better understand this phenomenon and the role of MRS in characterizing it, we conducted a multisite pilot study.
In 25 children, 6-14 years of age, with type 1 diabetes across 3 sites, we acquired T1WI and axial 2D MRSI along with phantom studies to calibrate scanner effects. We quantified tissue-weighted NAA/Cr in WM and deep GM and modeled them against study covariates.
We found that MRSI differentiated WM and deep GM by NAA/Cr on the individual level. On the population level, we found significant negative associations of WM NAA/Cr with chronic hyperglycemia quantified by hemoglobin A1c (< .005) and a history of diabetic ketoacidosis at disease onset (< .05). We found a statistical interaction (< .05) between A1c and ketoacidosis, suggesting that neuroaxonal loss from ketoacidosis may outweigh that from poor glucose control. These associations were not present in deep GM.
Our pilot study suggests that MRSI differentiates GM and WM by NAA/Cr in this population, disease complications may lead to neuroaxonal loss in WM in children, and deeper investigation is warranted to further untangle how diabetic ketoacidosis and chronic hyperglycemia affect brain health and cognition in type 1 diabetes.
在美国,超过 20 万名儿童患有 1 型糖尿病,并且与认知功能障碍的风险增加有关。先前的单站点、单体素 MRS 病例报告和研究已经确定了 NAA/Cr(神经轴突丢失的标志物)减少与 1 型糖尿病之间的关联。然而,患有不同疾病并发症或不同脑组织的儿童之间的 NAA/Cr 差异仍不清楚。为了更好地理解这一现象和 MRS 在其特征描述中的作用,我们进行了一项多站点试点研究。
在 3 个地点的 25 名年龄在 6-14 岁的 1 型糖尿病儿童中,我们采集了 T1WI 和轴向 2D MRSI 以及体模研究来校准扫描仪的影响。我们对 WM 和深部 GM 中的组织加权 NAA/Cr 进行了量化,并对其进行了研究协变量的建模。
我们发现 MRSI 可以在个体水平上通过 NAA/Cr 区分 WM 和深部 GM。在人群水平上,我们发现 WM NAA/Cr 与糖化血红蛋白(HbA1c)所量化的慢性高血糖(<0.005)和疾病发作时的糖尿病酮症酸中毒(<0.05)呈显著负相关。我们发现 A1c 和酮症酸中毒之间存在统计学交互作用(<0.05),这表明酮症酸中毒引起的神经轴突丢失可能超过了血糖控制不佳引起的神经轴突丢失。这些关联在深部 GM 中并不存在。
我们的试点研究表明,MRSI 可以通过 NAA/Cr 在该人群中区分 GM 和 WM,疾病并发症可能导致儿童 WM 中的神经轴突丢失,需要更深入的研究来进一步理清糖尿病酮症酸中毒和慢性高血糖如何影响 1 型糖尿病患者的大脑健康和认知。