Picha Saman Gholipour, Hojjati Seyed Hani, Nayak Siddharth, Ozoria Sindy, Chernek Peter, Calimag Jenseric, Yazdi Bardiya Ghaderi, Razlighi Qolamreza R
Department of Radiology, Brain Health Imaging Institute, Weill Cornell Medicine, New York, NY, United States.
Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, United States.
medRxiv. 2024 Nov 22:2024.11.20.24317658. doi: 10.1101/2024.11.20.24317658.
To investigate whether the Negative BOLD Response (NBR) is more task-specific than the Positive BOLD Response (PBR) during cognitive tasks and to determine whether task-evoked activity reflects brain reconfigurations during different tasks better than functional connectivity.
Functional Magnetic Resonance Imaging (fMRI) data were collected from 214 participants under 50 years old (152 in Dataset 1 and 62 in Dataset 2) performing twelve cognitive tasks spanning vocabulary, speed of processing, fluid reasoning, and memory domains. Data analysis included subject-level and group-level analyses, focusing on comparing the spatial patterns and task specificity of NBR and PBR through similarity measures using Dice coefficients. Additionally, functional connectivity was assessed using the Multi-session Hierarchical Bayesian Model (MS-HBM) to evaluate its sensitivity to task-induced brain reconfigurations compared to task-evoked activity.
NBR demonstrated significantly greater task specificity compared to PBR across all cognitive tasks, with lower mean Dice coefficients for NBR maps (mean: 0.44, SD: 0.13) than for PBR maps (mean: 0.67, SD: 0.09; t(65) = 18.38, p < 0.001). Functional connectivity analyses indicated that the default mode network (DMN) remained stable across tasks, suggesting that task-evoked activity reflects task-specific brain reconfigurations better than functional connectivity.
The findings confirm that NBR is inherently more task-specific than PBR and that task-evoked activity provides a more sensitive measure of task-specific neural reconfigurations than functional connectivity. This enhances our understanding of the neural mechanisms underlying cognitive processes and highlights the importance of considering NBR in cognitive neuroscience research.
研究在认知任务期间负性BOLD反应(NBR)是否比正性BOLD反应(PBR)更具任务特异性,并确定任务诱发活动是否比功能连接性更好地反映不同任务期间的大脑重构。
收集了214名50岁以下参与者(数据集1中有152名,数据集2中有62名)的功能磁共振成像(fMRI)数据,这些参与者执行了涵盖词汇、处理速度、流体推理和记忆领域的12项认知任务。数据分析包括个体水平和组水平分析,重点是通过使用骰子系数的相似性度量来比较NBR和PBR的空间模式和任务特异性。此外,使用多会话分层贝叶斯模型(MS-HBM)评估功能连接性,以评估其与任务诱发活动相比对任务诱导的大脑重构的敏感性。
在所有认知任务中,NBR表现出比PBR显著更高的任务特异性,NBR图谱的平均骰子系数(均值:0.44,标准差:0.13)低于PBR图谱(均值:0.67,标准差:0.09;t(65)=18.38,p<0.001)。功能连接性分析表明,默认模式网络(DMN)在不同任务中保持稳定,这表明任务诱发活动比功能连接性更好地反映了任务特异性的大脑重构。
研究结果证实,NBR本质上比PBR更具任务特异性,并且任务诱发活动比功能连接性提供了更敏感的任务特异性神经重构测量方法。这增强了我们对认知过程潜在神经机制的理解,并突出了在认知神经科学研究中考虑NBR的重要性。