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We continue to lack a clear understanding on how the biological and clinical complexity of Parkinson's disease emerges from molecular to macroscopic brain interactions. Here, we use personalized multiscale spatiotemporal computational brain models to characterize for the first time the synergistic links between genes, several multimodal neuroimaging-derived biological factors, clinical profiles, and therapeutic needs in PD. We identified genes modulating PD-caused brain reorganization in dopamine transporter level, neuronal activity integrity, microstructure, dendrite density and tissue atrophy. Inter-individual heterogeneity in the identified gene-mediated biological mechanisms was associated with five distinct configurations of PD motor and non-motor symptoms. Notably, the protein-protein interaction networks underlying both brain phenotypic and symptom configurations in PD revealed distinct hub genes including MYC, CCNA2, CCDK1, SRC, STAT3 and PSMD4. We also studied the biological mechanisms associated with physical activities performance, observing that leisure and work activities are strongly related to neurotypical cholesterol homeostasis and inflammatory response processes, respectively. Finally, patient-tailored in silico gene perturbations revealed a set of putative disease-modifying drugs with potential to effectively treat PD across different biological levels, most of which are associated with dopamine reuptake and anti-inflammation. Our study constitutes the first self-contained multiscale spatiotemporal computational approach providing comprehensive insights into the complex multifactorial pathogenesis of PD, unraveling key biological modulators of physical and clinical deterioration, and serving as a blueprint for optimum drug selection at personalized level.
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http://dx.doi.org/10.1038/s41531-025-00878-4 | DOI Listing |
J Neural Transm (Vienna)
September 2025
Parkinson's Foundation Centre of Excellence, King's College Hospital, Denmark Hill, London, SE5 9RS, UK.
Parkinson's disease patients are at increased risk of road traffic and car accidents and those with excessive daytime sleepiness are specially susceptible. Abnormal scores on the Epworth Sleepiness Scale predicts risk for driving-related somnolence which may cause road traffic accidents in driving patients as many such patients declare dozing of while in a car. Our study estimates that over 40% of patients with daytime somnolence have risks of dozing off in a car.
View Article and Find Full Text PDFAm J Geriatr Psychiatry
August 2025
Department of Psychiatry (MLO, SEC, JZ, KS), Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands; Neuroimmunology Research Group (KS), Netherlands Institute for Neuroscience, Amsterdam, The Netherlands; Psychiatric Program of the Netherlands Brain Bank (KS), Ne
Parkinson's disease (PD) is characterized by two neurobiological markers: pathological α-synuclein and/or a dopaminergic deficit. Depression is common in PD, and may precede motor signs, particularly in late-onset depression (LOD). We conducted two systematic reviews and a meta-analysis to examine the relationship between depression and PD development.
View Article and Find Full Text PDFParkinsonism Relat Disord
September 2025
Graduate Program in Medical Sciences, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil; Department of Neurology, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, RS, Brazil. Electronic address:
Pract Neurol
September 2025
Department of Pharmacology, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
Methods Cell Biol
September 2025
Histology and Cell Biology Department, School of Medicine, Complutense University of Madrid, Madrid, Spain. Electronic address:
Parkinson disease (PD) is the second most prevalent neurodegenerative disorder globally, trailing only Alzheimer´s disease. It currently affects nearly 3 % of individuals aged 65 and above. The disease is characterized by the progressive loss of dopaminergic neurons accompanied by a chronic neuroinflammatory process, which is responsible for both motor symptoms (tremor, rigidity, bradykinesia) and non-motor symptoms (depression, dysphagia, anxiety, constipation, and anosmia).
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