Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Centre, Nijmegen, Netherlands.
Department of Cognitive Neuroscience, Radboud University Medical Centre, Nijmegen, Netherlands.
Elife. 2022 Feb 3;11:e71846. doi: 10.7554/eLife.71846.
The striatum receives dense dopaminergic projections, making it a key region of the dopaminergic system. Its dysfunction has been implicated in various conditions including Parkinson's disease (PD) and substance use disorder. However, the investigation of dopamine-specific functioning in humans is problematic as current MRI approaches are unable to differentiate between dopaminergic and other projections. Here, we demonstrate that 'connectopic mapping' - a novel approach for characterizing fine-grained, overlapping modes of functional connectivity - can be used to map dopaminergic projections in striatum. We applied connectopic mapping to resting-state functional MRI data of the Human Connectome Project (population cohort; N = 839) and selected the second-order striatal connectivity mode for further analyses. We first validated its specificity to dopaminergic projections by demonstrating a high spatial correlation ( = 0.884) with dopamine transporter availability - a marker of dopaminergic projections - derived from DaT SPECT scans of 209 healthy controls. Next, we obtained the subject-specific second-order modes from 20 controls and 39 PD patients scanned under placebo and under dopamine replacement therapy (L-DOPA), and show that our proposed dopaminergic marker tracks PD diagnosis, symptom severity, and sensitivity to L-DOPA. Finally, across 30 daily alcohol users and 38 daily smokers, we establish strong associations with self-reported alcohol and nicotine use. Our findings provide evidence that the second-order mode of functional connectivity in striatum maps onto dopaminergic projections, tracks inter-individual differences in PD symptom severity and L-DOPA sensitivity, and exhibits strong associations with levels of nicotine and alcohol use, thereby offering a new biomarker for dopamine-related (dys)function in the human brain.
纹状体接收密集的多巴胺能投射,使其成为多巴胺能系统的关键区域。其功能障碍与各种疾病有关,包括帕金森病(PD)和物质使用障碍。然而,由于当前的 MRI 方法无法区分多巴胺能和其他投射,因此对人类多巴胺能特定功能的研究存在问题。在这里,我们证明了“连接图映射”——一种用于描述精细、重叠的功能连接模式的新方法——可用于映射纹状体中的多巴胺能投射。我们将连接图映射应用于人类连接组计划(人群队列;N = 839)的静息状态功能 MRI 数据,并选择二阶纹状体连接模式进行进一步分析。我们首先通过证明与从 209 名健康对照者的 DaT SPECT 扫描中获得的多巴胺转运蛋白可用性(多巴胺能投射的标志物)具有高空间相关性(= 0.884),验证了其对多巴胺能投射的特异性。接下来,我们从 20 名对照者和 39 名接受安慰剂和多巴胺替代治疗(L-DOPA)的 PD 患者中获得了个体特异性的二阶模式,并表明我们提出的多巴胺能标志物可追踪 PD 诊断、症状严重程度和对 L-DOPA 的敏感性。最后,在 30 名每日饮酒者和 38 名每日吸烟者中,我们建立了与自我报告的酒精和尼古丁使用之间的强烈关联。我们的发现提供了证据表明,纹状体中的二阶功能连接模式映射到多巴胺能投射上,追踪 PD 症状严重程度和 L-DOPA 敏感性的个体间差异,并与尼古丁和酒精使用水平具有很强的关联,从而为人类大脑中的多巴胺相关(功能)障碍提供了一种新的生物标志物。