AI Article Synopsis

  • Parkinson's disease (PD) typically begins on one side of the body, but researchers are still trying to understand why this happens and the underlying mechanisms.
  • Using diffusion tensor imaging (DTI) data, the study analyzed white matter asymmetry in 118 PD patients and 69 healthy controls, finding that right-onset patients displayed greater asymmetry than those with left-onset PD.
  • The study developed predictive models that successfully identified the onset side of PD based on white matter characteristics, suggesting that specific areas of the brain show imbalances that contribute to the lateralized onset of the disease.

Article Abstract

Background: Parkinson's disease (PD) is characterized by a lateralized onset, but its cause and mechanism are still unclear.

Methods: Obtaining diffusion tensor imaging (DTI) data from the Parkinson's Progression Markers Initiative (PPMI). Tract-based spatial statistics analysis and region-of-interest-based analysis were performed to evaluate the white matter (WM) asymmetry using original DTI parameters, Z Score normalized parameters, or the asymmetry index (AI). Hierarchical cluster analysis and least absolute shrinkage and selection operator regression were performed to construct predictive models for predicting the PD onset side. DTI data from The Second Affiliated Hospital of Chongqing Medical University were obtained for external validation of the prediction model.

Results: 118 PD patients and 69 healthy controls (HC) from PPMI were included. Right-onset PD patients presented more asymmetric areas than left-onset PD patients. The inferior cerebellar peduncle (ICP), superior cerebellar peduncle (SCP), external capsule (EC), cingulate gyrus (CG), superior fronto-occipital fasciculus (SFO), uncinate fasciculus (UNC), and tapetum (TAP) showed significant asymmetry in left-onset and right-onset PD patients. An onset-side-specific pattern of WM alterations exists in PD patients, and a prediction model was constructed. The predicting models based on AI and ΔZ Score presented favorable efficacy in predicting PD onset side by external validation in 26 PD patients and 16 HCs from our hospital.

Conclusions: Right-onset PD patients may have more severe WM damage than left-onset PD patients. WM asymmetry in ICP, SCP, EC, CG, SFO, UNC, and TAP may predict PD onset side. Imbalances in the WM network may underlie the mechanism of lateralized onset in PD.

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http://dx.doi.org/10.1007/s00415-023-11849-1DOI Listing

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