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Adewale Q, Khan AF, Lin SJ, Baumeister TR, Zeighami Y, Carbonell F, Ferreira D, Iturria-Medina Y. Patient-centered brain transcriptomic and multimodal imaging determinants of clinical progression, physical activity, and treatment needs in Parkinson's disease. NPJ Parkinsons Dis 2025; 11:29. [PMID: 39952947 PMCID: PMC11828931 DOI: 10.1038/s41531-025-00878-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2024] [Accepted: 01/23/2025] [Indexed: 02/17/2025] Open
Abstract
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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Grants
- This research was undertaken thanks in part to funding from: the Parkinson Canada and Fonds de recherche du Québec – Santé (FRQS) Graduate Partnership Fellowship awarded to QA, the Canada First Research Excellence Fund, awarded to McGill University for the Healthy Brains for Healthy Lives Initiative, the Canada Research Chair tier-2, Fonds de la recherche en santé du Québec (FRQS) Junior 1 Scholarship, Natural Sciences and Engineering Research Council of Canada (NSERC) Discovery Grant, and Weston Brain Institute awards to YIM, the Brain Canada Foundation and Health Canada support to the McConnell Brain Imaging Center at the Montreal Neurological Institute, and the European Union’s Horizon 2020 Framework Programme for Research and Innovation under the Specific Grant Agreements 785907 (Human Brain Project SGA2) and 945539 (Human Brain Project SGA3) awarded to NPG and KZ. Multimodal imaging and clinical data collection and sharing for this project was funded by PPMI. A public-private partnership, PPMI is funded by the Michael J. Fox Foundation for Parkinson’s Research and funding partners, including AbbVie, Allergan, Amathus Therapeutics, Avid Radiopharmaceuticals, Biogen, BioLegend, Bristol Myers Squibb, Celgene, Denali Therapeutics, GE Healthcare, Genentech, GlaxoSmithKline plc., Golub Capital, Handl Therapeutics, Insitro, Janssen Neuroscience, Eli Lilly and Company, Lundbeck, Merck Sharp & Dohme Corp., Meso Scale Discovery, Neurocrine Biosciences, Pfizer Inc., Piramal Group, Prevail Therapeutics, Roche, Sanofi Genzyme, Servier Laboratories, Takeda Pharmaceutical Company Limited, Teva Pharmaceutical Industries Ltd., UCB, Verily Life Sciences, and Voyager Therapeutics Inc.
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Affiliation(s)
- Quadri Adewale
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
- McConnell Brain Imaging Center, Montreal Neurological Institute, Montreal, QC, Canada
- Ludmer Centre for Neuroinformatics & Mental Health, Montreal, QC, Canada
| | - Ahmed Faraz Khan
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
- McConnell Brain Imaging Center, Montreal Neurological Institute, Montreal, QC, Canada
- Ludmer Centre for Neuroinformatics & Mental Health, Montreal, QC, Canada
| | - Sue-Jin Lin
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
- McConnell Brain Imaging Center, Montreal Neurological Institute, Montreal, QC, Canada
- Ludmer Centre for Neuroinformatics & Mental Health, Montreal, QC, Canada
| | - Tobias R Baumeister
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
- McConnell Brain Imaging Center, Montreal Neurological Institute, Montreal, QC, Canada
- Ludmer Centre for Neuroinformatics & Mental Health, Montreal, QC, Canada
| | - Yashar Zeighami
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
- Douglas Research Centre, Department of Psychiatry, McGill University, Montreal, QC, Canada
| | | | - Daniel Ferreira
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
| | - Yasser Iturria-Medina
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal, QC, Canada.
- McConnell Brain Imaging Center, Montreal Neurological Institute, Montreal, QC, Canada.
- Ludmer Centre for Neuroinformatics & Mental Health, Montreal, QC, Canada.
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Montecino-Garrido H, Trostchansky A, Espinosa-Parrilla Y, Palomo I, Fuentes E. How Protein Depletion Balances Thrombosis and Bleeding Risk in the Context of Platelet's Activatory and Negative Signaling. Int J Mol Sci 2024; 25:10000. [PMID: 39337488 PMCID: PMC11432290 DOI: 10.3390/ijms251810000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Revised: 08/28/2024] [Accepted: 09/02/2024] [Indexed: 09/30/2024] Open
Abstract
Platelets are small cell fragments that play a crucial role in hemostasis, requiring fast response times and fine signaling pathway regulation. For this regulation, platelets require a balance between two pathway types: the activatory and negative signaling pathways. Activatory signaling mediators are positive responses that enhance stimuli initiated by a receptor in the platelet membrane. Negative signaling regulates and controls the responses downstream of the same receptors to roll back or even avoid spontaneous thrombotic events. Several blood-related pathologies can be observed when these processes are unregulated, such as massive bleeding in activatory signaling inhibition or thrombotic events for negative signaling inhibition. The study of each protein and metabolite in isolation does not help to understand the role of the protein or how it can be contrasted; however, understanding the balance between active and negative signaling could help develop effective therapies to prevent thrombotic events and bleeding disorders.
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Affiliation(s)
- Hector Montecino-Garrido
- Centro de Estudios en Alimentos Procesados (CEAP), ANID-Regional, Gore Maule R0912001, Talca 3480094, Chile
| | - Andrés Trostchansky
- Departamento de Bioquímica and Centro de Investigaciones Biomédicas (CEINBIO), Facultad de Medicina, Universidad de la República, Montevideo 11800, Uruguay
| | - Yolanda Espinosa-Parrilla
- Interuniversity Center for Healthy Aging (CIES), Centro Asistencial, Docente e Investigación-CADI-UMAG, Escuela de Medicina, Universidad de Magallanes, Punta Arenas 6210427, Chile
| | - Iván Palomo
- Thrombosis and Healthy Aging Research Center, Interuniversity Center for Healthy Aging (CIES), Interuniversity Network of Healthy Aging in Latin America and Caribbean (RIES-LAC), Medical Technology School, Department of Clinical Biochemistry and Immunohematology, Faculty of Health Sciences, Universidad de Talca, Talca 3480094, Chile
| | - Eduardo Fuentes
- Thrombosis and Healthy Aging Research Center, Interuniversity Center for Healthy Aging (CIES), Interuniversity Network of Healthy Aging in Latin America and Caribbean (RIES-LAC), Medical Technology School, Department of Clinical Biochemistry and Immunohematology, Faculty of Health Sciences, Universidad de Talca, Talca 3480094, Chile
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Di Natale C, Coppola S, Vespini V, Tkachenko V, Russo S, Luciani G, Vitiello G, Ferranti F, Mari S, Ferraro P, Maffettone PL, Grilli S. Highly sensitive detection of the neurodegenerative biomarker Tau by using the concentration effect of the pyro-electrohydrodynamic jetting. Biosens Bioelectron 2024; 254:116234. [PMID: 38522234 DOI: 10.1016/j.bios.2024.116234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Revised: 02/29/2024] [Accepted: 03/20/2024] [Indexed: 03/26/2024]
Abstract
It is largely documented that neurodegenerative diseases can be effectively treated only if early diagnosed. In this context, the structural changes of some biomolecules such as Tau, seem to play a key role in neurodegeneration mechanism becoming eligible targets for an early diagnosis. Post-translational modifications are responsible to drive the Tau protein towards a transition phase from a native disorder conformation into a preaggregation state, which then straight recruits the final fibrillization process. Here, we show for the first time the detection of pre-aggregated Tau in artificial urine at femto-molar level, through the concentration effect of the pyro-electrohydrodynamic jet (p-jet) technique. An excellent linear calibration curve is demonstrated at the femto-molar level with a limit of detection (LOD) of 130 fM. Moreover, for the first time we show here the structure stability of the protein after p-jet application through a deep spectroscopic investigation. Thanks to the small volumes required and the relatively compact and cost-effective characteristics, this technique represents an innovative breakthrough in monitoring the early stage associated to neurodegeneration syndromes in different scenarios of point of care (POC) and such as for example in long-term human space exploration missions.
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Affiliation(s)
- Concetta Di Natale
- Dipartimento di Ingegneria Chimica, Dei Materiali e Della Produzione Industriale (DICMaPI), Università Degli Studi di Napoli Federico II, Piazzale Tecchio 80, 80125, Naples, Italy; Institute of Applied Sciences and Intelligent Systems (ISASI), National Research Council of Italy (CNR), Pozzuoli, NA, 80078, Italy.
| | - Sara Coppola
- Dipartimento di Ingegneria Chimica, Dei Materiali e Della Produzione Industriale (DICMaPI), Università Degli Studi di Napoli Federico II, Piazzale Tecchio 80, 80125, Naples, Italy; Institute of Applied Sciences and Intelligent Systems (ISASI), National Research Council of Italy (CNR), Pozzuoli, NA, 80078, Italy
| | - Veronica Vespini
- Institute of Applied Sciences and Intelligent Systems (ISASI), National Research Council of Italy (CNR), Pozzuoli, NA, 80078, Italy
| | - Volodymyr Tkachenko
- Institute of Applied Sciences and Intelligent Systems (ISASI), National Research Council of Italy (CNR), Pozzuoli, NA, 80078, Italy
| | - Simone Russo
- Dipartimento di Ingegneria Chimica, Dei Materiali e Della Produzione Industriale (DICMaPI), Università Degli Studi di Napoli Federico II, Piazzale Tecchio 80, 80125, Naples, Italy
| | - Giuseppina Luciani
- Dipartimento di Ingegneria Chimica, Dei Materiali e Della Produzione Industriale (DICMaPI), Università Degli Studi di Napoli Federico II, Piazzale Tecchio 80, 80125, Naples, Italy
| | - Giuseppe Vitiello
- Dipartimento di Ingegneria Chimica, Dei Materiali e Della Produzione Industriale (DICMaPI), Università Degli Studi di Napoli Federico II, Piazzale Tecchio 80, 80125, Naples, Italy; Center for Colloid and Surface Science (CSGI), Via Della Lastruccia, Sesto Fiorentino, FI, 80078, Italy
| | | | - Silvia Mari
- Agenzia Spaziale Italiana, Via Del Politecnico snc, 00133, Rome, Italy
| | - Pietro Ferraro
- Institute of Applied Sciences and Intelligent Systems (ISASI), National Research Council of Italy (CNR), Pozzuoli, NA, 80078, Italy
| | - Pier Luca Maffettone
- Dipartimento di Ingegneria Chimica, Dei Materiali e Della Produzione Industriale (DICMaPI), Università Degli Studi di Napoli Federico II, Piazzale Tecchio 80, 80125, Naples, Italy; Institute of Applied Sciences and Intelligent Systems (ISASI), National Research Council of Italy (CNR), Pozzuoli, NA, 80078, Italy
| | - Simonetta Grilli
- Dipartimento di Ingegneria Chimica, Dei Materiali e Della Produzione Industriale (DICMaPI), Università Degli Studi di Napoli Federico II, Piazzale Tecchio 80, 80125, Naples, Italy; Institute of Applied Sciences and Intelligent Systems (ISASI), National Research Council of Italy (CNR), Pozzuoli, NA, 80078, Italy.
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