Individualized Structural Perturbations on Normative Brain Connectome Restrict Deep Brain Stimulation Outcomes in Parkinson's Disease

Author:

Wang Xuyang12,Fu Shiyu3,Yoo Kwangsun45,Wang Xiaoyue3,Gan Lin12,Zou Ting12,Gao Qing6ORCID,Han Honghao12,Yang Zhenzhe12,Hu Xiaofei7,Chen Huafu12ORCID,Liu Dingyang3,Li Rong12ORCID

Affiliation:

1. Clinical Hospital of Chengdu Brain Science Institute, School of Life Science and Technology University of Electronic Science and Technology of China Chengdu People's Republic of China

2. MOE Key Laboratory for Neuroinformation, High‐Field Magnetic Resonance Brain Imaging Key Laboratory of Sichuan Province University of Electronic Science and Technology of China Chengdu People's Republic of China

3. Department of Neurosurgery, Xiangya Hospital Central South University Changsha People's Republic of China

4. Department of Digital Health, Samsung Advanced Institute for Health Sciences and Technology Sungkyunkwan University Seoul Republic of Korea

5. Data Science Research Institute Research Institute for Future Medicine, Samsung Medical Center Seoul Republic of Korea

6. School of Mathematical Sciences University of Electronic Science and Technology of China Chengdu People's Republic of China

7. Department of Radiology, Southwest Hospital Third Military Medical University Chongqing People's Republic of China

Abstract

AbstractBackgroundPatients with Parkinson's disease (PD) respond to deep brain stimulation (DBS) variably. However, how brain substrates restrict DBS outcomes remains unclear.ObjectiveIn this article, we aim to identify prognostic brain signatures for explaining the response variability.MethodsWe retrospectively investigated a cohort of patients with PD (n = 141) between 2017 and 2022, and defined DBS outcomes as the improvement ratio of clinical motor scores. We used a deviation index to quantify individual perturbations on a reference structural covariance network acquired with preoperative T1‐weighted magnetic resonance imaging. The neurobiological perturbations of patients were represented as z scored indices based on the chronological perturbations measured on a group of normal aging adults.ResultsAfter applying stringent statistical tests (z > 2.5) and correcting for false discoveries (P < 0.01), we found that accelerated deviations mainly affected the prefrontal cortex, motor strip, limbic system, and cerebellum in PD. Particularly, a negative network within the accelerated deviations, expressed as “more preoperative deviations, less postoperative improvements,” could predict DBS outcomes (mean absolute error = 0.09, R2 = 0.15). Moreover, a fusion of personal brain predictors and medical responses significantly improved traditional evaluations of DBS outcomes. Notably, the most important brain predictor, a pathway connecting the cognitive unit (prefrontal cortex) and motor control unit (cerebellum and motor strip), partially mediates DBS outcomes with the age at surgery.ConclusionsOur findings suggest that individual structural perturbations on the cognitive motor control circuit are critical for modulating DBS outcomes. Interventions toward the circuit have the potential for additional clinical improvements. © 2024 The Author(s). Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.

Funder

National Natural Science Foundation of China

Publisher

Wiley

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