TY - JOUR
T1 - Task matters - challenging the motor system allows distinguishing unaffected Parkin mutation carriers from mutation-free controls
AU - Prasuhn, Jannik
AU - Borsche, Max
AU - Hicks, Andrew A.
AU - Gögele, Martin
AU - Egger, Clemens
AU - Kritzinger, Cleo
AU - Pichler, Irene
AU - Castelo-Rueda, Maria Paulina
AU - Langlott, Lynn
AU - Kasten, Meike
AU - Mascalzoni, Deborah
AU - Klein, Christine
AU - Pramstaller, Peter P.
AU - Brüggemann, Norbert
N1 - Publisher Copyright:
© 2021 Elsevier Ltd
PY - 2021/5/1
Y1 - 2021/5/1
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85104723852&partnerID=8YFLogxK
UR - https://www.mendeley.com/catalogue/eb643c86-275b-381c-b41f-2ab9b1713429/
U2 - 10.1016/j.parkreldis.2021.03.028
DO - 10.1016/j.parkreldis.2021.03.028
M3 - Journal articles
C2 - 33895538
AN - SCOPUS:85104723852
SN - 1353-8020
VL - 86
SP - 101
EP - 104
JO - Parkinsonism and Related Disorders
JF - Parkinsonism and Related Disorders
ER -