1
|
Gan YH, Ma LZ, Zhang Y, You J, Guo Y, He Y, Wang LB, He XY, Li YZ, Dong Q, Feng JF, Cheng W, Yu JT. Large-scale proteomic analyses of incident Parkinson's disease reveal new pathophysiological insights and potential biomarkers. NATURE AGING 2025; 5:642-657. [PMID: 39979637 DOI: 10.1038/s43587-025-00818-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2024] [Accepted: 01/24/2025] [Indexed: 02/22/2025]
Abstract
The early pathophysiology of Parkinson's disease (PD) is poorly understood. We analyzed 2,920 Olink-measured plasma proteins in 51,804 UK Biobank participants, identifying 859 incident PD cases after 14.45 years. We found 38 PD-related proteins, with six of the top ten validated in the Parkinson's Progression Markers Initiative (PPMI) cohort. ITGAV, HNMT and ITGAM showed consistent significant association (hazard ratio: 0.11-0.57, P = 6.90 × 10-24 to 2.10 × 10-11). Lipid metabolism dysfunction was evident 15 years before PD onset, and levels of BAG3, HPGDS, ITGAV and PEPD continuously decreased before diagnosis. These proteins were linked to prodromal symptoms and brain measures. Mendelian randomization suggested ITGAM and EGFR as potential causes of PD. A predictive model using machine learning combined the top 16 proteins and demographics, achieving high accuracy for 5-year (area under the curve (AUC) = 0.887) and over-5-year PD prediction (AUC = 0.816), outperforming demographic-only models. It was externally validated in PPMI (AUC = 0.802). Our findings reveal early peripheral pathophysiological changes in PD crucial for developing early biomarkers and precision therapies.
Collapse
Affiliation(s)
- Yi-Han Gan
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China
| | - Ling-Zhi Ma
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China
- Department of Neurology, Qingdao Municipal Hospital, Qingdao University, Qingdao, China
| | - Yi Zhang
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China
| | - Jia You
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China
- Institute of Science and Technology for Brain-inspired Intelligence, Fudan University, Shanghai, China
| | - Yu Guo
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China
| | - Yu He
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China
| | - Lin-Bo Wang
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China
- Institute of Science and Technology for Brain-inspired Intelligence, Fudan University, Shanghai, China
| | - Xiao-Yu He
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China
| | - Yu-Zhu Li
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China
- Institute of Science and Technology for Brain-inspired Intelligence, Fudan University, Shanghai, China
| | - Qiang Dong
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China
| | - Jian-Feng Feng
- Institute of Science and Technology for Brain-inspired Intelligence, Fudan University, Shanghai, China
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China
| | - Wei Cheng
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China.
- Institute of Science and Technology for Brain-inspired Intelligence, Fudan University, Shanghai, China.
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China.
| | - Jin-Tai Yu
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Shanghai Medical College, Fudan University, Shanghai, China.
| |
Collapse
|
2
|
Bibb SA, Yu EJ, Molloy MF, LaRocco J, Resnick P, Reeves K, Phan KL, Krishna S, Saygin ZM. Pilot study comparing effects of infrared neuromodulation and transcranial magnetic stimulation using magnetic resonance imaging. Front Hum Neurosci 2025; 19:1514087. [PMID: 40183072 PMCID: PMC11966418 DOI: 10.3389/fnhum.2025.1514087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2024] [Accepted: 02/24/2025] [Indexed: 04/05/2025] Open
Abstract
No prior work has directly compared the impacts of transcranial photobiomodulation (tPBM) and transcranial magnetic stimulation (TMS) on the human brain. This within-subjects pilot study compares the effects of tPBM and TMS of human somatomotor cortex on brain structural and functional connectivity. Eight healthy participants underwent four lab visits each, each visit consisting of a pre-stimulation MRI, stimulation or sham, and a post-stimulation MRI, respectively. Stimulation and sham sessions were counterbalanced across subjects. Collected measures included structural MRI data, functional MRI data from a finger-tapping task, resting state functional connectivity, and structural connectivity. Analyses indicated increased activation of the left somatomotor region during a right-hand finger-tapping task following both tPBM and TMS. Additionally, trending increases in left-lateralized functional and structural connectivity from M1 to thalamus were observed after tPBM, but not TMS. Thus, tPBM may be superior to TMS at inducing changes in connected nodes in the somatomotor cortex, although further research is warranted to explore the potential therapeutic benefits and clinical utility of tPBM.
Collapse
Affiliation(s)
- Sophia A. Bibb
- Department of Psychology, The Ohio State University, Columbus, OH, United States
- Department of Psychiatry and Behavioral Health, The Ohio State University Wexner Medical Center, Columbus, OH, United States
| | - Emily J. Yu
- Department of Biomedical Engineering, The Ohio State University, Columbus, OH, United States
| | - M. Fiona Molloy
- Department of Psychology, The Ohio State University, Columbus, OH, United States
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, United States
| | - John LaRocco
- Department of Psychiatry and Behavioral Health, The Ohio State University Wexner Medical Center, Columbus, OH, United States
| | - Patricia Resnick
- Department of Psychology, Georgia State University, Atlanta, GA, United States
| | - Kevin Reeves
- Department of Psychiatry and Behavioral Health, The Ohio State University Wexner Medical Center, Columbus, OH, United States
| | - K. Luan Phan
- Department of Psychiatry and Behavioral Health, The Ohio State University Wexner Medical Center, Columbus, OH, United States
| | - Sanjay Krishna
- Department of Electrical and Computer Engineering, The Ohio State University, Columbus, OH, United States
| | - Zeynep M. Saygin
- Department of Psychology, The Ohio State University, Columbus, OH, United States
| |
Collapse
|
3
|
Dayan R, Bick AS, Weill C, Bauer M, Erdman HB, Israel Z, Bergman H, Levin N, Arkadir D. Atrophy-related corticospinal changes in advanced Parkinson's disease are associated with the genetic etiology of the disease. JOURNAL OF PARKINSON'S DISEASE 2024; 14:1584-1593. [PMID: 39957202 DOI: 10.3233/jpd-240267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/18/2025]
Abstract
BACKGROUND Compensatory mechanisms in Parkinson's disease (PD) are thought to explain the temporal delay between the beginning of the neurodegenerative process and the appearance of clinical signs. The enhanced structural integrity of the corticospinal tract was previously suggested as one of these mechanisms. OBJECTIVE To understand the relations between corticospinal tract integrity and the anatomical, clinical, electrophysiological, and genetic PD characteristics. METHODS We analyzed diffusion tensor imaging (DTI) fractional anisotropy (FA) data from 40 genotyped patients with PD (18 without known genetic cause, 11 with LRRK2-PD and 11 with GBA-PD) who were candidates for subthalamic deep brain stimulation (STN-DBS) and from 25 healthy, age-matched, controls. RESULTS PD is associated with higher corticospinal FA values (p < 0.001) that are negatively correlated with the disease duration (p = 0.032), confirming previous results. Higher FA values are negatively correlated with cerebral grey matter volumes (p < 0.001) but not with the motor or cognitive PD characteristics, or with the subthalamic beta-oscillatory activity measured intra-operatively. Increased corticospinal FA values are strongly affected by the genetic etiology of PD, with higher values in the monogenic forms of the disease (p < 0.001). The compensatory index, calculated by dividing the corticostriatal FA value by the cerebral grey matter volume, is highest in GBA-PD (p < 0.001) at the time of evaluation for STN-DBS. CONCLUSIONS The genetic etiology of PD strongly shapes corticospinal tract changes along with disease-duration and cerebral grey matter atrophy. The changes may serve as compensatory mechanism.
Collapse
Affiliation(s)
- Roy Dayan
- Departments of Neurology, Hadassah Medical Center and the Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Atira S Bick
- Departments of Neurology, Hadassah Medical Center and the Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Caroline Weill
- Departments of Neurology, Hadassah Medical Center and the Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Max Bauer
- Departments of Neurology, Hadassah Medical Center and the Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Halen Baker Erdman
- Edmond and Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Zvi Israel
- Hadassah Medical Center and the Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Hagai Bergman
- Edmond and Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Netta Levin
- Departments of Neurology, Hadassah Medical Center and the Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - David Arkadir
- Departments of Neurology, Hadassah Medical Center and the Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| |
Collapse
|
4
|
Xing F, Feng J, Lv L, Liu J, Chen X, Sun J, Hu P, Wang K. Altered connectivity between frontal cortex and supplementary motor area in various types of Parkinson's disease. Am J Transl Res 2024; 16:2423-2434. [PMID: 39006296 PMCID: PMC11236641 DOI: 10.62347/gtvb7800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Accepted: 05/14/2024] [Indexed: 07/16/2024]
Abstract
BACKGROUND Tremor-dominant (TD) and postural instability/gait difficulty (PIGD) are common subtypes of Parkinson's disease, each with distinct clinical manifestations and prognoses. The neural mechanisms underlying these subtypes remain unclear. This study aimed to investigate the altered connectivity of the frontal cortex and supplementary motor area (SMA) in different types of Parkinson's disease. METHODS Data of 173 participants, including 41 TD patients, 65 PIGD patients, and 67 healthy controls, were retrospectively analyzed. All subjects underwent resting-state functional magnetic resonance imaging (rs-fMRI) and clinical assessments. Differences in amplitude of low frequency fluctuation (ALFF), voxel-wise functional connectivity (FC), and functional network connectivity (FNC) among the three groups were compared, followed by partial correlation analysis. RESULTS Compared to healthy controls, the left dorsolateral superior frontal gyrus (DLSFG) ALFF was significantly increased in both PIGD and TD patients. The FC between the left DLSFG and the left SMA, as well as between the left paracentral lobule and the right DLSFG, was significantly decreased. Similarly, the FNC between the visual network and the auditory network was reduced. Compared to TD patients, PIGD patients showed a significantly higher ALFF in the left DLSFG and a notably reduced FC between the left DLSFG and left SMA. Additionally, the FC of the left DLSFG-SMA was inversely correlated with the PIGD score exclusively in PIGD patients. The FNC of the visual-auditory network was inversely associated with the tremor score only in TD patients. CONCLUSION Decreases in the left DLSFG-SMA connectivity may be a key feature of the PIGD subtype, while reduced VN-AUD connectivity may characterize the TD subtype.
Collapse
Affiliation(s)
- Fengbo Xing
- Department of Neurology, The First Affiliated Hospital of Anhui Medical UniversityHefei 230000, Anhui, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric DisordersHefei 230032, Anhui, China
- Collaborative Innovation Centre of Neuropsychiatric Disorder and Mental HealthHefei 230000, Anhui, China
| | - Jingjing Feng
- Department of Neurology, The First Affiliated Hospital of Anhui Medical UniversityHefei 230000, Anhui, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric DisordersHefei 230032, Anhui, China
- Collaborative Innovation Centre of Neuropsychiatric Disorder and Mental HealthHefei 230000, Anhui, China
| | - Lingling Lv
- Department of Neurology, The First Affiliated Hospital of Anhui Medical UniversityHefei 230000, Anhui, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric DisordersHefei 230032, Anhui, China
- Collaborative Innovation Centre of Neuropsychiatric Disorder and Mental HealthHefei 230000, Anhui, China
| | - Jiaqiu Liu
- Department of Neurology, The First Affiliated Hospital of Anhui Medical UniversityHefei 230000, Anhui, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric DisordersHefei 230032, Anhui, China
- Collaborative Innovation Centre of Neuropsychiatric Disorder and Mental HealthHefei 230000, Anhui, China
| | - Xin Chen
- Department of Neurology, The First Affiliated Hospital of Anhui Medical UniversityHefei 230000, Anhui, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric DisordersHefei 230032, Anhui, China
- Collaborative Innovation Centre of Neuropsychiatric Disorder and Mental HealthHefei 230000, Anhui, China
| | - Jinmei Sun
- Department of Neurology, The First Affiliated Hospital of Anhui Medical UniversityHefei 230000, Anhui, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric DisordersHefei 230032, Anhui, China
- Collaborative Innovation Centre of Neuropsychiatric Disorder and Mental HealthHefei 230000, Anhui, China
| | - Panpan Hu
- Department of Neurology, The First Affiliated Hospital of Anhui Medical UniversityHefei 230000, Anhui, China
- School of Mental Health and Psychological Sciences, Anhui Medical UniversityHefei 230000, Anhui, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric DisordersHefei 230032, Anhui, China
- Collaborative Innovation Centre of Neuropsychiatric Disorder and Mental HealthHefei 230000, Anhui, China
- Institute of Artificial Intelligence, Hefei Comprehensive National Science CenterHefei 230088, Anhui, China
- Anhui Institute of Translational MedicineHefei 230000, Anhui, China
| | - Kai Wang
- Department of Neurology, The First Affiliated Hospital of Anhui Medical UniversityHefei 230000, Anhui, China
- School of Mental Health and Psychological Sciences, Anhui Medical UniversityHefei 230000, Anhui, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric DisordersHefei 230032, Anhui, China
- Collaborative Innovation Centre of Neuropsychiatric Disorder and Mental HealthHefei 230000, Anhui, China
- Institute of Artificial Intelligence, Hefei Comprehensive National Science CenterHefei 230088, Anhui, China
- Anhui Institute of Translational MedicineHefei 230000, Anhui, China
| |
Collapse
|
5
|
Nie X, Zhang Q, Wang Y, Liu Z, Xie D, Song Q, Yang C, Yu T, Sun Y. Causal effects of osteoporosis on structural changes in specific brain regions: a Mendelian randomization study. Cereb Cortex 2024; 34:bhad528. [PMID: 38216525 DOI: 10.1093/cercor/bhad528] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2023] [Revised: 12/15/2023] [Accepted: 12/16/2023] [Indexed: 01/14/2024] Open
Abstract
Observational studies have reported that osteoporosis is associated with cortical changes in the brain. However, the inherent limitations of observational studies pose challenges in eliminating confounding factors and establishing causal relationships. And previous observational studies have not reported changes in specific brain regions. By employing Mendelian randomization, we have been able to infer a causal relationship between osteoporosis and a reduction in the surficial area (SA) of the brain cortical. This effect is partially mediated by vascular calcification. We found that osteoporosis significantly decreased the SA of global brain cortical (β = -1587.62 mm2, 95%CI: -2645.94 mm2 to -529.32 mm2, P = 0.003) as well as the paracentral gyrus without global weighted (β = - 19.42 mm2, 95%CI: -28.90 mm2 to -9.95 mm2, P = 5.85 × 10-5). Furthermore, we estimated that 42.25% and 47.21% of the aforementioned effects are mediated through vascular calcification, respectively. Osteoporosis leads to a reduction in the SA of the brain cortical, suggesting the presence of the bone-brain axis. Vascular calcification plays a role in mediating this process to a certain extent. These findings establish a theoretical foundation for further investigations into the intricate interplay between bone, blood vessels, and the brain.
Collapse
Affiliation(s)
- Xinlin Nie
- Department of Orthopedic Center, the First Hospital of Jilin University, Changchun 130000, China
| | - Qiong Zhang
- Department of Orthopedic Center, the First Hospital of Jilin University, Changchun 130000, China
| | - Yixuan Wang
- Department of Otolaryngology Head and Neck Surgery, Shaanxi Provincial People's Hospital, Xi'an 710000, China
| | - Zhaoliang Liu
- Department of Orthopedic Center, the First Hospital of Jilin University, Changchun 130000, China
| | - Dongheng Xie
- Department of Orthopedic Center, the First Hospital of Jilin University, Changchun 130000, China
| | - Qingxu Song
- Department of Orthopedic Center, the First Hospital of Jilin University, Changchun 130000, China
| | - Chen Yang
- Department of Orthopedic Center, the First Hospital of Jilin University, Changchun 130000, China
| | - Tiecheng Yu
- Department of Orthopedic Center, the First Hospital of Jilin University, Changchun 130000, China
| | - Yang Sun
- Department of Orthopedic Center, the First Hospital of Jilin University, Changchun 130000, China
| |
Collapse
|
6
|
Zawiślak-Fornagiel K, Ledwoń D, Bugdol M, Romaniszyn-Kania P, Małecki A, Gorzkowska A, Mitas AW. Specific patterns of coherence and phase lag index in particular regions as biomarkers of cognitive impairment in Parkinson's disease. Parkinsonism Relat Disord 2023; 111:105436. [PMID: 37167834 DOI: 10.1016/j.parkreldis.2023.105436] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 04/25/2023] [Accepted: 05/01/2023] [Indexed: 05/13/2023]
Abstract
INTRODUCTION Cognitive impairment is a persistent and increasingly reported symptom of patients with Parkinson's disease (PD), significantly affecting daily functioning quality. This study aims to evaluate the functional connectivity of the brain network in patients with Parkinson's disease with various severities of cognitive decline using quantitative electroencephalography (EEG) analysis. METHODS Based on the EEG recorded in the resting state, the coherence and phase lag index were calculated to evaluate functional connectivity in 108 patients with Parkinson's disease divided into three groups according to their cognitive condition: dementia due to PD (PD-D), PD and mild cognitive impairment (PD-MCI) and cognitively normal patients (PD-CogN). RESULTS It was found that there were significantly different coherence values in the PD-D group compared to PD-CogN in different frequency bands. In most cases, there was a decrease in coherence in PD-D compared to PD-CogN. The most specific changes were revealed in the theta frequency band in the temporal right-frontal left and temporal right-frontal right regions. In the alpha frequency band, the most significant decreases were shown in the occipital right-frontal left and occipital left-frontal right areas. There were also statistically significant differences in phase lag index between many areas, especially in the theta frequency range. CONCLUSIONS These findings indicate that the functional connectivity patterns of coherence and phase lag index - found in a particular frequency band and region - could become a reliable biomarker for identifying cognitive impairment and differentiating its severity in PD patients.
Collapse
Affiliation(s)
- Katarzyna Zawiślak-Fornagiel
- Department of Neurology, University Clinical Center prof. K. Gibiński of the Medical University of Silesia, 40-752, Katowice, Poland
| | - Daniel Ledwoń
- Faculty of Biomedical Engineering, Silesian University of Technology, Roosevelta 40, 41-800, Zabrze, Poland.
| | - Monika Bugdol
- Faculty of Biomedical Engineering, Silesian University of Technology, Roosevelta 40, 41-800, Zabrze, Poland
| | - Patrycja Romaniszyn-Kania
- Faculty of Biomedical Engineering, Silesian University of Technology, Roosevelta 40, 41-800, Zabrze, Poland
| | - Andrzej Małecki
- Institute of Physiotherapy and Health Science, Academy of Physical Education in Katowice, Mikołowska 72A, 40-065, Katowice, Poland
| | - Agnieszka Gorzkowska
- Department of Neurorehabilitation, Faculty of Medical Sciences in Katowice, Medical University of Silesia, 40-752, Katowice, Poland
| | - Andrzej W Mitas
- Faculty of Biomedical Engineering, Silesian University of Technology, Roosevelta 40, 41-800, Zabrze, Poland
| |
Collapse
|