Department of Radiology and Department of Medical and Health Sciences, Linköping University, Linköping, Sweden; Center for Medical Image Science and Visualization (CMIV), Linköping University, Linköping, Sweden.
Center for Medical Image Science and Visualization (CMIV), Linköping University, Linköping, Sweden.
Neuroimage Clin. 2019;23:101946. doi: 10.1016/j.nicl.2019.101946. Epub 2019 Jul 18.
Olfactory dysfunction is an early manifestation of Parkinson's disease (PD). The present study aimed to illustrate potential differences between PD patients and healthy controls in terms of neural activity and functional connectivity within the olfactory brain network. Twenty PD patients and twenty healthy controls were examined with olfactory fMRI and resting-state fMRI. Data analysis of olfactory fMRI included data-driven tensorial independent component (ICA) and task-driven general linear model (GLM) analyses. Data analysis of resting-state fMRI included probabilistic ICA based on temporal concatenation and functional connectivity analysis within the olfactory network. ICA of olfactory fMRI identified an olfactory network consisting of the posterior piriform cortex, insula, right orbitofrontal cortex and thalamus. Recruitment of this network was less significant for PD patients. GLM analysis revealed significantly lower activity in the insula bilaterally and the right orbitofrontal cortex in PD compared to healthy controls but no significant differences in the olfactory cortex itself. Analysis of resting-state fMRI did not reveal any differences in the functional connectivity within the olfactory, default mode, salience or central executive networks between the two groups. In conclusion, olfactory dysfunction in PD is associated with less significant recruitment of the olfactory brain network. ICA could demonstrate differences in both the olfactory cortex and its main projections, compared to GLM that revealed differences only on the latter. Resting-state fMRI did not reveal any significant differences in functional connectivity within the olfactory, default mode, salience and central executive networks in this cohort.
嗅觉功能障碍是帕金森病(PD)的早期表现。本研究旨在说明 PD 患者和健康对照组在嗅觉脑网络内的神经活动和功能连接方面的潜在差异。对 20 名 PD 患者和 20 名健康对照者进行了嗅觉 fMRI 和静息态 fMRI 检查。嗅觉 fMRI 的数据分析包括基于数据驱动的张量独立成分分析(ICA)和基于任务的广义线性模型(GLM)分析。静息态 fMRI 的数据分析包括基于时间串联的概率性 ICA 和嗅觉网络内的功能连接分析。嗅觉 fMRI 的 ICA 确定了一个由后梨状皮层、岛叶、右侧眶额皮层和丘脑组成的嗅觉网络。与健康对照组相比,PD 患者的该网络募集程度较低。GLM 分析显示,与健康对照组相比,PD 患者双侧岛叶和右侧眶额皮层的活性显著降低,但嗅觉皮层本身没有显著差异。静息态 fMRI 分析未发现两组间嗅觉、默认模式、突显和中央执行网络内嗅觉网络内的功能连接存在任何差异。总之,PD 中的嗅觉功能障碍与嗅觉脑网络的募集程度降低有关。与仅揭示后者差异的 GLM 相比,ICA 可以在嗅觉皮层及其主要投射中显示出差异。在本队列中,静息态 fMRI 未显示嗅觉、默认模式、突显和中央执行网络内的功能连接存在任何显著差异。