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心脏代谢风险因素与灰质萎缩之间的因果关系:一项探索性研究。

The causal link between cardiometabolic risk factors and gray matter atrophy: An exploratory study.

作者信息

Vigneshwaran Vibujithan, Wilms Matthias, Forkert Nils D

机构信息

Department of Radiology, University of Calgary, Calgary, AB, Canada.

Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada.

出版信息

Heliyon. 2023 Oct 31;9(11):e21567. doi: 10.1016/j.heliyon.2023.e21567. eCollection 2023 Nov.

Abstract

Although gray matter atrophy is commonly observed with aging, it is highly variable, even among healthy people of the same age. This raises the question of what other factors may contribute to gray matter atrophy. Previous studies have reported that risk factors for cardiometabolic diseases are associated with accelerated brain aging. However, these studies were primarily based on standard correlation analyses, which do not unveil a causal relationship. While randomized controlled trials are typically required to investigate true causality, in this work, we investigated an alternative method by exploring data-driven causal discovery and inference techniques on observational data. Accordingly, this feasibility study used clinical and quantified gray matter volume data from 22,793 subjects from the UK biobank cohort without any known neurological disease. Our method identified that age, sex, body mass index (BMI), body fat percentage (BFP), and smoking exhibit a causal relationship with gray matter volume. Interventions on the causal network revealed that higher BMI and BFP values significantly increased the chance of gray matter atrophy in males, whereas this was not the case in females.

摘要

虽然灰质萎缩在衰老过程中很常见,但它具有高度变异性,即使在同一年龄的健康人群中也是如此。这就引出了一个问题:还有哪些其他因素可能导致灰质萎缩。先前的研究报告称,心脏代谢疾病的风险因素与大脑加速衰老有关。然而,这些研究主要基于标准的相关性分析,无法揭示因果关系。虽然通常需要随机对照试验来研究真正的因果关系,但在这项研究中,我们通过探索基于观察数据的数据驱动因果发现和推理技术,研究了一种替代方法。因此,这项可行性研究使用了来自英国生物银行队列中22793名无任何已知神经疾病受试者的临床和量化灰质体积数据。我们的方法确定年龄、性别、体重指数(BMI)、体脂百分比(BFP)和吸烟与灰质体积存在因果关系。对因果网络的干预表明,较高的BMI和BFP值显著增加了男性灰质萎缩的几率,而女性则不然。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb3d/10661200/abcaca49a676/gr1.jpg

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