Chuang Kai-Cheng, Ramakrishnapillai Sreekrishna, Madden Kaitlyn, St Amant Julia, McKlveen Kevin, Gwizdala Kathryn, Dhullipudi Ramasudhakar, Bazzano Lydia, Carmichael Owen
Department of Physics & Astronomy, Louisiana State University, Baton Rouge, LA, United States.
Pennington Biomedical Research Center, Baton Rouge, LA, United States.
Front Aging Neurosci. 2023 Mar 14;15:1110434. doi: 10.3389/fnagi.2023.1110434. eCollection 2023.
Effective connectivity (EC), the causal influence that functional activity in a source brain location exerts over functional activity in a target brain location, has the potential to provide different information about brain network dynamics than functional connectivity (FC), which quantifies activity synchrony between locations. However, head-to-head comparisons between EC and FC from either task-based or resting-state functional MRI (fMRI) data are rare, especially in terms of how they associate with salient aspects of brain health.
In this study, 100 cognitively-healthy participants in the Bogalusa Heart Study aged 54.2 ± 4.3years completed Stroop task-based fMRI, resting-state fMRI. EC and FC among 24 regions of interest (ROIs) previously identified as involved in Stroop task execution (EC-task and FC-task) and among 33 default mode network ROIs (EC-rest and FC-rest) were calculated from task-based and resting-state fMRI using deep stacking networks and Pearson correlation. The EC and FC measures were thresholded to generate directed and undirected graphs, from which standard graph metrics were calculated. Linear regression models related graph metrics to demographic, cardiometabolic risk factors, and cognitive function measures.
Women and whites (compared to men and African Americans) had better EC-task metrics, and better EC-task metrics associated with lower blood pressure, white matter hyperintensity volume, and higher vocabulary score (maximum value of = 0.043). Women had better FC-task metrics, and better FC-task metrics associated with APOE-ε4 3-3 genotype and better hemoglobin-A1c, white matter hyperintensity volume and digit span backwards score (maximum value of = 0.047). Better EC rest metrics associated with lower age, non-drinker status, and better BMI, white matter hyperintensity volume, logical memory II total score, and word reading score (maximum value of = 0.044). Women and non-drinkers had better FC-rest metrics (value of = 0.004).
In a diverse, cognitively healthy, middle-aged community sample, EC and FC based graph metrics from task-based fMRI data, and EC based graph metrics from resting-state fMRI data, were associated with recognized indicators of brain health in differing ways. Future studies of brain health should consider taking both task-based and resting-state fMRI scans and measuring both EC and FC analyses to get a more complete picture of functional networks relevant to brain health.
有效连接性(EC)是指源脑区位置的功能活动对目标脑区位置的功能活动产生的因果影响,与功能连接性(FC)相比,它有可能提供关于脑网络动力学的不同信息,功能连接性量化的是不同位置之间的活动同步性。然而,基于任务或静息态功能磁共振成像(fMRI)数据对有效连接性和功能连接性进行直接比较的情况很少见,尤其是在它们与脑健康的显著方面如何关联这一点上。
在本研究中,参加博加卢萨心脏研究的100名认知健康参与者,年龄为54.2±4.3岁,完成了基于斯特鲁普任务的功能磁共振成像、静息态功能磁共振成像。使用深度堆叠网络和皮尔逊相关性,从基于任务和静息态的功能磁共振成像数据中计算出先前确定参与斯特鲁普任务执行的24个感兴趣区域(ROI)之间的有效连接性和功能连接性(有效连接性-任务和功能连接性-任务),以及33个默认模式网络ROI之间的有效连接性和功能连接性(有效连接性-静息和功能连接性-静息)。对有效连接性和功能连接性测量值进行阈值处理以生成有向图和无向图,并从中计算标准图指标。线性回归模型将图指标与人口统计学、心脏代谢风险因素和认知功能测量值相关联。
女性和白人(与男性和非裔美国人相比)具有更好的有效连接性-任务指标,且更好的有效连接性-任务指标与更低的血压、白质高信号体积和更高的词汇得分相关(最大值 = 0.043)。女性具有更好的功能连接性-任务指标,且更好的功能连接性-任务指标与APOE-ε4 3-3基因型以及更好的糖化血红蛋白、白质高信号体积和倒序数字广度得分相关(最大值 = 0.047)。更好的有效连接性-静息指标与更低的年龄、非饮酒状态以及更好的体重指数、白质高信号体积、逻辑记忆II总分和单词阅读得分相关(最大值 = 0.044)。女性和非饮酒者具有更好的功能连接性-静息指标(值 = 0.004)。
在一个多样化、认知健康的中年社区样本中,基于任务的功能磁共振成像数据的有效连接性和功能连接性图指标,以及基于静息态功能磁共振成像数据的有效连接性图指标,与脑健康的公认指标以不同方式相关联。未来关于脑健康的研究应考虑同时进行基于任务和静息态的功能磁共振成像扫描,并测量有效连接性和功能连接性分析,以更全面地了解与脑健康相关的功能网络。