Department of Physics and Astronomy, University of Georgia, Athens, GA, USA.
Institute of Physics, University of Sindh, Jamshoro, Pakistan.
Nutr Neurosci. 2024 Feb;27(2):147-158. doi: 10.1080/1028415X.2023.2166803. Epub 2023 Jan 19.
Functional connectivity (FC) measures statistical dependence between cortical brain regions. Studies of FC facilitate understanding of the brain's function and architecture that underpin normal cognition, behavior, and changes associated with various factors (e.g. nutritional supplements) at a large scale.
We aimed to identify modifications in FC patterns and targeted brain anatomies in piglets following perinatal intake of different nutritional diets using a graph theory based approach.
Forty-four piglets from four groups of pregnant sows, who were treated with nutritional supplements, including control diet, docosahexaenoic acid (DHA), egg yolk (EGG), and DHA + EGG, went through resting-state functional magnetic resonance imaging (rs-fMRI). We introduced the use of differential degree test (DDT) to identify differentially connected edges (DCEs). Simulation studies were first conducted to compare the DDT with permutation test, using three network structures at different noise levels. DDT was then applied to rs-fMRI data acquired from piglets.
In simulations, the DDT showed a greater accuracy in detecting DCEs when compared with the permutation test. For empirical data, we found that the strength of internodal connectivity is significantly increased for more than 6% of edges in the EGG group and more than 8% of edges in the DHA and DHA + EGG groups, all compared to the control group. Moreover, differential wiring diagrams between group comparisons provided means to pinpoint brain hubs affected by nutritional supplements.
DDT showed a greater accuracy of detection of DCEs and demonstrated EGG, DHA, and DHA + EGG supplemented diets lead to an improved internodal connectivity in the developing piglet brain.
功能连接(FC)测量皮质脑区之间的统计依赖性。对 FC 的研究有助于理解大脑的功能和结构,这些功能和结构是支撑正常认知、行为以及与各种因素(如营养补充剂)相关的变化的基础,其研究规模庞大。
我们旨在使用基于图论的方法,确定围产期摄入不同营养饮食的仔猪的 FC 模式和靶向大脑解剖结构的变化。
44 头来自 4 个母猪组的仔猪接受了营养补充剂(包括对照饮食、二十二碳六烯酸(DHA)、蛋黄(EGG)和 DHA+EGG)治疗,然后进行静息态功能磁共振成像(rs-fMRI)。我们引入了差异度检验(DDT)来识别差异连接边(DCE)。首先,使用三种不同噪声水平的网络结构,对 DDT 与置换检验进行了模拟研究。然后将 DDT 应用于从仔猪采集的 rs-fMRI 数据。
在模拟中,DDT 在检测 DCE 方面的准确性高于置换检验。对于经验数据,我们发现 EGG 组超过 6%的边和 DHA 组和 DHA+EGG 组超过 8%的边的节点间连接强度显著增加,均与对照组相比。此外,组间差异布线图提供了确定营养补充剂影响大脑枢纽的方法。
DDT 显示出更高的 DCE 检测准确性,并表明 EGG、DHA 和 DHA+EGG 补充饮食导致发育中仔猪大脑的节点间连接增强。