Mapping individual cortico–basal ganglia–thalamo–cortical circuits integrating structural and functional connectome: implications for upper limb motor impairment poststroke
This study investigated alterations in functional connectivity (FC) within cortico-basal ganglia-thalamo-cortical (CBTC) circuits and identified critical connections influencing poststroke motor recovery, offering insights into optimizing brain modulation strategies to address the limitations of traditional single-target stimulation. We delineated individual-specific parallel loops of CBTC through probabilistic tracking and voxel connectivity profiles-based segmentation and calculated FC values in poststroke patients and healthy controls, comparing with conventional atlas-based FC calculation. Support vector machine (SVM) analysis distinguished poststroke patients from controls. Connectome-based predictive modeling (CPM) used FC values within CBTC circuits to predict upper limb motor function. Poststroke patients exhibited decreased ipsilesional connectivity within the individual-specific CBTC circuits. SVM analysis achieved 82.8% accuracy, 76.6% sensitivity, and 89.1% specificity using individual-specific parallel loops. Additionally, CPM featuring positive connections/all connections significantly predicted Fugl-Meyer assessment of upper extremity scores. There were no significant differences in the group comparisons of conventional atlas-based FC values, and the FC values resulted in SVM accuracy of 75.0%, sensitivity of 67.2%, and specificity of 82.8%, with no significant CPM capability. Individual-specific parallel loops show superior predictive power for assessing upper limb motor function in poststroke patients. Precise mapping of the disease-related circuits is essential for understanding poststroke brain reorganization.
Authors
- Xu‐Yun Hua (ORCID: https://orcid.org/0000-0002-2935-7551)
- Xiang‐Xin Xing
- Jia‐Jia Wu (ORCID: https://orcid.org/0000-0001-7515-3958)
- Jian‐Guang Xu (ORCID: https://orcid.org/0000-0003-0601-3403)
- Yun‐Ting Xiang
- Xin Xue (ORCID: https://orcid.org/0009-0007-0087-5156)
- Junpeng Zhang (ORCID: https://orcid.org/0000-0002-9478-8243)
- Jie Ma (ORCID: https://orcid.org/0009-0005-1074-5860)
- Mou‐Xiong Zheng (ORCID: https://orcid.org/0000-0002-9861-6086)
Institutions
- Shanghai University of Traditional Chinese Medicine (CN)
- Yueyang Hospital (CN)
- Qilu Hospital of Shandong University (CN)
Publication Details
- Journal
- MedComm
- Published
- 2024-10-01
- DOI
- https://doi.org/10.1002/mco2.764
- Citations
- 8
- Primary Topic
- Stroke Rehabilitation and Recovery
- Type
- article
- Field-Weighted Citation Impact
- 2.00
Funders
- National Natural Science Foundation of China
- Science and Technology Commission of Shanghai Municipality
- Shanghai Rising-Star Program