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Disentangling the association between genetics and functional connectivity in Mild Cognitive Impairment

机译:轻度认知障碍中遗传学与功能连整性的关联

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Despite the increasing effort being devoted to the investigation of the link between imaging endophenotypes (IDPs) and genetic determinants (GDs) in Mild Cognitive Impairment (MCI) and Alzheimer’s disease (AD), many issues remain open and deserve investigation. Among these, the role of functional connectivity (FC) is still blurred. This paper aims at shading some light on the topic relying on the ADNI repository (177 patients, out of which 82 MCI and 95 controls). The within/between-network connectivities were derived from individual FC matrices and used as IDPs. Conversely, the GDs consisted of two Polygenic Risk Scores (PRS) that have recently been proven to play a role in AD. A Partial Least Squares (PLS) model equipped with LASSO regularization was finally fitted to the data for associating IDPs and GDs. In the first component, all FC coefficients had the same sign, and were correlated with PRS2. Connectivities involving the dorsal attention (DAN) and frontoparietal control (CON) networks reached the highest weights, while within/between-network FC for the limbic (LIM) were less represented. Overall, the within-network FC values were less pronounced compared to the between-network ones. In the second component, most of the FC features had zero weights. Visual (VIS) and somatomotory (SMN) showed a correlated trend, while being anti-correlated with LIM, CON and default mode network as well as with PRS1. Our findings suggest that the two PRSs correlated with a possible pattern of aberrant within/between-network FC changes occurring in RSNs devoted to higher cognitive functions and more vulnerable in this pathology.
机译:尽管在轻度认知障碍(MCI)和阿尔茨海默氏病(广告)中,致力于调查成像内肌型(IDPS)和遗传决定因素(GDS)之间的联系的调查,但许多问题仍然是开放的并且值得调查。其中,功能连接(Fc)的作用仍然模糊。本文旨在在依靠ADNI存储库(177名患者,其中82 MCI和95个控件)上遮蔽一些灯。网络内/之间的网络连接来自各个FC矩阵并用作IDPS。相反,GDS由最近被证明在广告中发挥作用的两种多种子风险评分(PRS)组成。最终安装了配备套索正则化的部分最小二乘(PLS)模型,用于将IDP和GDS关联的数据。在第一组件中,所有FC系数具有相同的标志,并与PRS2相关。涉及背部注意力(DAN)和前迁移控制(CON)网络的连接达到最高权重,而肢体(LIM)的网络FC内部较少表示。总的来说,与网络之间的网络中,网络内部FC值不太明显。在第二个组件中,大多数FC特征具有零权重。视觉(VI)和Somatomotory(SMN)显示了相关的趋势,同时与LIM,CON和默认模式网络以及PRS1反相关。我们的研究结果表明,这两个PRS与网络中的网络FC内部的可能性模式相关,以RSNS在致力于更高的认知功能和这种病理学中更容易受到伤害。

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