Diffusion tensor imaging biomarkers for assessing cognitive and physical function in aging.

IF 5.2 2区 医学 Q1 ENGINEERING, BIOMEDICAL
Jungsoo Lee, Woohee Han, Hyunjin Kim
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Abstract

Background: As the global population ages, the decline in cognitive and physical functions presents significant challenges for individuals and healthcare systems. In older adults, conventional assessment methods are often subjective, time-consuming, and influenced by external factors, highlighting the need for objective and efficient evaluation tools. Neuroimaging biomarkers, particularly diffusion tensor imaging (DTI) metrics, offer promising insights into brain structure and function, potentially serving as reliable indicators of functional decline.

Methods: This study examines the relationship between DTI-derived metrics and cognitive and physical functions in older adults (n = 106). Four primary diffusion metrics, such as fractional anisotropy, mean diffusivity, axial diffusivity, and radial diffusivity, were analyzed to assess their strength of association with functional decline. To enhance this association, principal component analysis (PCA) was applied, integrating multiple diffusion features. Age, sex, and educational level were included as covariates to control for their potential confounding effects.

Results: Neuroimaging biomarkers were significantly associated with both cognitive and physical functions in older adults. Key neural pathways, including the corpus callosum, anterior and retrolenticular internal capsule, fornix, and superior fronto-occipital fasciculus, showed strong associations across domains. PCA combining metrics enhanced these associations, highlighting integrated patterns of white matter contributions. Models selecting multiple neural tracts demonstrated increased predictive accuracy, especially when adjusting for age, sex, and education. Distinct tract-function relationships were observed across physical and cognitive subdomains, emphasizing the complex and domain-specific roles of white matter in functional outcomes.

Conclusions: The findings highlight the potential of neuroimaging biomarkers as objective tools for evaluating functional decline in aging. Identifying key neural pathways linked to cognitive and physical functions may contribute to early diagnosis and targeted interventions. The integration of multiple neuroimaging features enhances the strength of associations, suggesting that advanced neuroimaging techniques could play a crucial role in aging research and clinical applications.

弥散张量成像生物标志物用于评估老年人的认知和身体功能。
背景:随着全球人口老龄化,认知和身体功能的下降对个人和医疗保健系统提出了重大挑战。在老年人中,传统的评估方法往往是主观的、耗时的,并受外部因素的影响,因此需要客观和有效的评估工具。神经成像生物标志物,特别是弥散张量成像(DTI)指标,提供了对大脑结构和功能的有希望的见解,可能作为功能衰退的可靠指标。方法:本研究考察了dti衍生指标与老年人认知和身体功能之间的关系(n = 106)。我们分析了四个主要的扩散指标,如分数各向异性、平均扩散系数、轴向扩散系数和径向扩散系数,以评估它们与功能衰退的关联程度。为了增强这种关联,应用主成分分析(PCA),整合多个扩散特征。年龄、性别和教育水平被纳入协变量,以控制其潜在的混杂效应。结果:神经成像生物标志物与老年人的认知和身体功能显著相关。关键的神经通路,包括胼胝体、透镜前和后内囊、穹窿和额枕上束,显示出跨域的强关联。PCA结合指标增强了这些关联,突出了白质贡献的综合模式。选择多个神经束的模型显示出更高的预测准确性,特别是在调整年龄、性别和教育程度时。在身体和认知子领域中观察到不同的通道功能关系,强调了白质在功能结果中的复杂和特定领域的作用。结论:这些发现强调了神经成像生物标志物作为评估衰老功能衰退的客观工具的潜力。识别与认知和身体功能相关的关键神经通路可能有助于早期诊断和有针对性的干预。多种神经影像学特征的整合增强了关联的强度,表明先进的神经影像学技术可以在衰老研究和临床应用中发挥重要作用。
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来源期刊
Journal of NeuroEngineering and Rehabilitation
Journal of NeuroEngineering and Rehabilitation 工程技术-工程:生物医学
CiteScore
9.60
自引率
3.90%
发文量
122
审稿时长
24 months
期刊介绍: Journal of NeuroEngineering and Rehabilitation considers manuscripts on all aspects of research that result from cross-fertilization of the fields of neuroscience, biomedical engineering, and physical medicine & rehabilitation.
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