Improving fMRI in Parkinson's disease by accounting for brain region-specific activity patterns

被引:3
|
作者
Torrecuso, Renzo [1 ]
Mueller, Karsten [1 ,2 ,3 ]
Holiga, Stefan [1 ,4 ]
Sieger, Tomas [2 ,3 ]
Vymazal, Josef [5 ]
Ruzicka, Filip [2 ,3 ,5 ]
Roth, Jan [2 ,3 ,5 ]
Ruzicka, Evzen [2 ,3 ]
Schroeter, Matthias L. [1 ,6 ]
Jech, Robert [2 ,3 ,5 ]
Moeller, Harald E. [1 ]
机构
[1] Max Planck Inst Human Cognit & Brain Sci, Leipzig, Germany
[2] Charles Univ Prague, Fac Med 1, Dept Neurol, Prague, Czech Republic
[3] Gen Univ Hosp Prague, Prague, Czech Republic
[4] Roche Innovat Ctr, Roche Pharm Res & Early Dev, Basel, Switzerland
[5] Na Homolce Hosp, Prague, Czech Republic
[6] Leipzig Univ Hosp, Clin Cognit Neurol, Leipzig, Germany
关键词
Basal ganglia; Experimental design; fMRI; Motor circuit; Parkinson's disease; Treatment effect; CORTICO-BASAL GANGLIA; FUNCTIONAL-ANATOMY; MOTOR CONTROL; CIRCUITS; ACTIVATION; PUTAMEN; ONSET;
D O I
10.1016/j.nicl.2023.103396
中图分类号
R445 [影像诊断学];
学科分类号
100207 ;
摘要
In functional magnetic imaging (fMRI) in Parkinson's disease (PD), a paradigm consisting of blocks of finger tapping and rest along with a corresponding general linear model (GLM) is often used to assess motor activity. However, this method has three limitations: (i) Due to the strong magnetic field and the confined environment of the cylindrical bore, it is troublesome to accurately monitor motor output and, therefore, variability in the performed movement is typically ignored. (ii) Given the loss of dopaminergic neurons and ongoing compensa-tory brain mechanisms, motor control is abnormal in PD. Therefore, modeling of patients' tapping with a con-stant amplitude (using a boxcar function) and the expected Parkinsonian motor output are prone to mismatch. (iii) The motor loop involves structures with distinct hemodynamic responses, for which only one type of modeling (e.g., modeling the whole block of finger tapping) may not suffice to capture these structure's temporal activation. The first two limitations call for considering results from online recordings of the real motor output that may lead to significant sensitivity improvements. This was shown in previous work using a non-magnetic glove to capture details of the patients' finger movements in a so-called kinematic approach. For the third limi-tation, modeling motion initiation instead of the whole tapping block has been suggested to account for different temporal activation signatures of the motor loop's structures. In the present study we propose improvements to the GLM as a tool to study motor disorders. For this, we test the robustness of the kinematic approach in an expanded cohort (n = 31), apply more conservative statistics than in previous work, and evaluate the benefits of an event-related model function. Our findings suggest that the integration of the kinematic approach offers a general improvement in detecting activations in subcortical structures, such as the basal ganglia. Additionally, modeling motion initiation using an event-related design yielded superior performance in capturing medication -related effects in the putamen. Our results may guide adaptations in analysis strategies for functional motor studies related to PD and also in more general applications.
引用
收藏
页数:11
相关论文
共 50 条
  • [21] Parsing Brain Activity Associated with Acupuncture Treatment in Parkinson's Diseases
    Chae, Younbyoung
    Lee, Hyejung
    Kim, Hackjin
    Kim, Chang-Hwan
    Chang, Dae-Il
    Kim, Kyung-Mi
    Park, Hi-Joon
    MOVEMENT DISORDERS, 2009, 24 (12) : 1794 - 1802
  • [22] Frequency specific brain networks in Parkinson's disease and comorbid depression
    Qian, Long
    Zhang, Yi
    Zheng, Li
    Fu, Xuemei
    Liu, Weiguo
    Shang, Yuqing
    Zhang, Yaoyu
    Xu, Yuanyuan
    Liu, Yijun
    Zhu, Huaiqiu
    Gao, Jia-Hong
    BRAIN IMAGING AND BEHAVIOR, 2017, 11 (01) : 224 - 239
  • [23] Functional imaging in Parkinson's disease: activation studies with PET, fMRI and SPECT
    Ceballos-Baumann, AO
    JOURNAL OF NEUROLOGY, 2003, 250 (Suppl 1) : 15 - 23
  • [24] Brain region-specific gene expression profiles in freshly isolated rat microglia
    Doorn, Karlijn J.
    Breve, John J. P.
    Drukarch, Benjamin
    Boddeke, Hendrikus W.
    Huitinga, Inge
    Lucassen, Paul J.
    van Dam, Anne-Marie
    FRONTIERS IN CELLULAR NEUROSCIENCE, 2015, 9
  • [25] Brain activity in Parkinson's disease patients with mild cognitive impairment
    Gao, Linlin
    Wu, Xuemin
    Zhang, Jiarong
    Chan, Piu
    Wu, Tao
    SCIENCE BULLETIN, 2016, 61 (24) : 1876 - 1883
  • [26] Longitudinal Alterations of Local Spontaneous Brain Activity in Parkinson's Disease
    Zeng, Qiaoling
    Guan, Xiaojun
    Lun, Jason C. F. Law Yan
    Shen, Zhujing
    Guo, Tao
    Xuan, Min
    Gu, Quanquan
    Xu, Xiaojun
    Chen, Min
    Zhang, Minming
    NEUROSCIENCE BULLETIN, 2017, 33 (05) : 501 - 509
  • [27] Differential effects of deep brain stimulation and levodopa on brain activity in Parkinson's disease
    Mueller, Karsten
    Urgosik, Dusan
    Ballarini, Tommaso
    Holiga, Stefan
    Moeller, Harald E.
    Ruzicka, Filip
    Roth, Jan
    Vymazal, Josef
    Schroeter, Matthias L.
    Ruzicka, Evzen
    Jech, Robert
    BRAIN COMMUNICATIONS, 2020, 2 (01)
  • [28] Effects of rhythmic stimulus presentation on oscillatory brain activity: the physiology of cueing in Parkinson's disease
    te Woerd, Erik S.
    Oostenveld, Robert
    Bloem, Bastiaan R.
    de Lange, Floris P.
    Praamstra, Peter
    NEUROIMAGE-CLINICAL, 2015, 9 : 300 - 309
  • [29] Patterns of brain activity during a set-shifting task linked to mild behavioral impairment in Parkinson's disease
    Yoon, Eun Jin
    Ismail, Zahinoor
    Kathol, Iris
    Kibreab, Mekale
    Hammer, Tracy
    Lang, Stefan
    Ramezani, Mehrafarin
    Auclair-Ouellet, Noemie
    Sarna, Justyna R.
    Martino, Davide
    Furtado, Sarah
    Monchi, Oury
    NEUROIMAGE-CLINICAL, 2021, 30
  • [30] Deep brain stimulation of subthalamic nucleus helps in improving late phase motor planning in Parkinson's disease
    Ashlesh, Patil
    Kumar, Sood Sanjay
    Preet, Kochhar Kanwal
    Vinay, Goyal
    CLINICAL NEUROLOGY AND NEUROSURGERY, 2017, 160 : 30 - 37