Yang Guangming, Haley Robert W, Guo Ying, Gopinath Kaundinya S
Department of Biostatistics & Bioinformatics, Emory University, Atlanta, GA, 30322, USA.
Division of Epidemiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, 75390, USA.
Neuroimage Rep. 2024 Jun 4;4(3):100209. doi: 10.1016/j.ynirp.2024.100209. eCollection 2024 Sep.
An estimated 200,000 veterans (up to 32% of those deployed) of the 1991 Gulf War (GW) suffer from GW illness (GWI), an incompletely understood chronic medical condition, characterized by multiple symptoms indicative of brain function deficits in various domains. Epidemiologic and animal studies have associated GWI with exposure to neurotoxic chemicals such as nerve agents, organophosphate pesticides and pyridostigmine bromide. One factor that hampers mechanistic investigations into GWI is that there is considerable heterogeneity in brain impairments across the ill GW veteran population. This could reflect the underlying heterogeneity in both exposure to neurotoxic substances, as well as genetic predisposition or resistance to neurotoxicity. Only one of the validated case definitions, the Haley GWI criteria addresses this heterogeneity. It does so by breaking down GWI into three main syndrome variants (GWS1, GWS2, and GWS3) based on factor analysis of symptoms presented by GWI veterans. Resting state fMRI (rsfMRI) is a uniquely useful brain imaging technique in that in a 10-min fMRI scan it can probe numerous brain function domains simultaneously. In this study, we employed a connectomics approach and machine learning on rsfMRI data from a cohort of GW veterans to extract neuroimaging biomarkers specific to each of the three Haley GWI syndromes. Our results revealed a number of new insights into brain function impairment specific to each syndrome group. The findings indicate that these deficits may by and large be driven by brain mechanisms. We also found that pooling the data of all three syndromes in GWI group, as is done by commonly employed case definitions of GWI resulted in failure to detect the fMRI signatures of a lot of these brain impairments.
据估计,1991年海湾战争的20万名退伍军人(占部署人员的32%)患有海湾战争综合征(GWI),这是一种尚未完全了解的慢性疾病,其特征是多种症状表明在各个领域存在脑功能缺陷。流行病学和动物研究已将海湾战争综合征与接触神经毒性化学物质(如神经毒剂、有机磷农药和溴化吡啶斯的明)联系起来。阻碍对海湾战争综合征进行机制研究的一个因素是,患病的海湾战争退伍军人群体的脑损伤存在相当大的异质性。这可能反映了神经毒性物质暴露以及遗传易感性或对神经毒性的抵抗力方面的潜在异质性。在已得到验证的病例定义中,只有哈利海湾战争综合征标准解决了这种异质性问题。它通过对海湾战争综合征退伍军人所呈现症状进行因子分析,将海湾战争综合征分解为三种主要综合征变体(GWS1、GWS2和GWS3)。静息态功能磁共振成像(rsfMRI)是一种特别有用的脑成像技术,因为在10分钟的功能磁共振成像扫描中,它可以同时探测多个脑功能领域。在这项研究中,我们采用了连接组学方法和机器学习技术,对一组海湾战争退伍军人的rsfMRI数据进行分析,以提取三种哈利海湾战争综合征各自特有的神经影像生物标志物。我们的结果揭示了对每个综合征组特有的脑功能损伤的一些新见解。研究结果表明,这些缺陷可能在很大程度上是由脑机制驱动的。我们还发现,如同海湾战争综合征常用病例定义那样,将海湾战争综合征组所有三种综合征的数据合并在一起,会导致无法检测到许多这些脑损伤的功能磁共振成像特征。