Abstract
Background: Heterozygous carriers of Parkin mutations are suggested to be at risk of developing Parkinson's disease, while biallelic variants are associated with typical autosomal recessive early-onset PD. Investigating unaffected heterozygous mutation carriers holds the potential of a deeper understanding of monogenic PD and has implications for PD in general, in particular regarding the prodromal phase. Objectives: To discriminate healthy Parkin mutation carriers from healthy non-mutation carriers using a multimodal approach. Methods: Twenty-seven healthy heterozygous Parkin mutation carriers (13 female. age: 48 ± 13 years) and 24 healthy non-mutation carriers (14 female. age: 48 ± 15 years) from the CHRIS study (Cooperative Health Research in South Tyrol) were recalled based on their genetic profile and underwent a blinded assessment of motor and non-motor PD symptoms, transcranial sonography and sensor-based posturography and gait analyses under different conditions with increasing difficulty. For the latter, gradient-boosted trees were used to discriminate between carriers and non-carriers. The classification accuracy and the area under the curve of the receiver-operator characteristics curve were calculated. Results: We observed no differences concerning motor or non-motor symptoms and substantia nigra hyperechogenicity. The best gradient-boosted trees-based model on posturography measurements (tandem feet, eyes closed, firm surface), however, showed a classification accuracy of up to 86%. The best-performing gradient-boosted trees-based model for gait analyses showed a balanced accuracy of up to 87% (dual-tasking). Conclusions: Sensor-based quantification of movements allows to discriminate unaffected heterozygous mutation carriers from mutation-free controls. Thereby, it is crucial to challenge the motor system with more difficult tasks to unmask subtle motor alterations.
| Original language | English |
|---|---|
| Journal | Parkinsonism and Related Disorders |
| Volume | 86 |
| Pages (from-to) | 101-104 |
| Number of pages | 4 |
| ISSN | 1353-8020 |
| DOIs | |
| Publication status | Published - 01.05.2021 |
Funding
We are very grateful to the study participants for generously donating their time and giving us the opportunity of learning how to perform a new approach to genetic studies. We thank the entire team of the CHRIS study, at the center in Silandro, and in Bolzano, along with the Silandro Hospital staff and especially Dr. Anton Theiner for support. We also thank Barbara Staemmler, Heike Pawlack, and Jeanette Haymann for their excellent assistance. This study was supported by funding from the Deutsche Forschungsgemeinschaft to AH, DM, MK, CK, PP, and NB ( FOR2488 ) and the Department of Innovation, Research and University of the Autonomous Province of Bolzano-South Tyrol.