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Parkinson's disease (PD) affects over ten million people worldwide. Although temporal interference (TI) and deep brain stimulation (DBS) are promising therapies, inter-individual variability limits empirical treatment selection, increasing…

Neurons and Cognition · Quantitative Biology 2026-04-01 Siyuan Du , Siyi Li , Shuwei Bai , Ang Li , Haolin Li , Mingqing Xiao , Yang Pan , Dongsheng Li , Weidi Xie , Yanfeng Wang , Ya Zhang , Chencheng Zhang , Jiangchao Yao

Despite years of research, understanding of the space radiation environment and the risk it poses to long-duration astronauts remains limited. There is a disparity between research results and observed empirical effects seen in human…

Parkinson's disease (PD) is a neurodegenerative disease affecting about 1% of people over the age of 60, causing motor impairments that impede hand coordination activities such as writing and drawing. Many approaches have tried to support…

Computer Vision and Pattern Recognition · Computer Science 2025-12-30 Mhd Adnan Albani , Riad Sonbol

Parkinson's disease (PD) is a chronic, degenerative neurological disorder. PD cannot be prevented, slowed or cured as of today but highly effective symptomatic treatments are available. We consider relevant estimands and treatment effect…

Spontaneous brain activity generically displays transient spatiotemporal coherent structures, which can selectively be affected in various neurological and psychiatric pathologies. Here we model the full brain's electroencephalographic…

Neurons and Cognition · Quantitative Biology 2025-02-25 Annalisa Caligiuri , David Papo , Görsev Yener , Bahar Güntekin , Tobias Galla , Lucas Lacasa , Massimiliano Zanin

The basal ganglia (BG) in the brain exhibit diverse functions for motor, cognition, and emotion. Such BG functions could be made via competitive harmony between the two competing pathways, direct pathway (DP) (facilitating movement) and…

Neurons and Cognition · Quantitative Biology 2024-04-22 Sang-Yoon Kim , Woochang Lim

Parkinson's Disease (PD) significantly impacts driving abilities, often leading to early driving cessation or accidents due to reduced motor control and increasing reaction times. To diminish the impact of these symptoms, we developed PANDA…

Human-Computer Interaction · Computer Science 2025-03-11 Tianyang Wen , Xucheng Zhang , Zhirong Wan , Jing Zhao , Yicheng Zhu , Ning Su , Xiaolan Peng , Jin Huang , Wei Sun , Feng Tian , Franklin Mingzhe Li

The rapid emergence of highly adaptable and reusable artificial intelligence (AI) models is set to revolutionize the medical field, particularly in the diagnosis and management of Parkinson's disease (PD). Currently, there are no effective…

Machine Learning · Computer Science 2025-02-18 Aite Zhao , Yongcan Liu , Xinglin Yu , Xinyue Xing

This study investigates the efficacy of adapted boxing, specifically Rock Steady Boxing, in mitigating dopamine decline in individuals with Parkinson disease. The research involved 40 participants with confirmed diagnosis of Parkinson…

Neurons and Cognition · Quantitative Biology 2024-04-19 Lorella Bonaccorsi , Ugo Santosuosso , Massimo Gulisano , Luca Sodini

Parkinson's disease (PD) is a common neurodegenerative disorder that severely diminishes patients' quality of life. Its global prevalence has increased markedly in recent decades. Current diagnostic workflows are complex and heavily reliant…

Computer Vision and Pattern Recognition · Computer Science 2026-03-12 Shuai Shao , Yan Wang , Shu Jiang , Shiyuan Zhao , Di Yang , Jiangtao Wang , Yutong Bai , Jianguo Zhang

Parkinson's Disease (PD) is a neurodegenerative disorder characterized by motor symptoms, including altered voice production in the early stages. Early diagnosis is crucial not only to improve PD patients' quality of life but also to…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-15 Maksim Siniukov , Ellie Xing , Sanaz Attaripour Isfahani , Mohammad Soleymani

In this work, we use a deep learning framework for simultaneous classification and regression of Parkinson disease diagnosis based on MR-Images and personal information (i.e. age, gender). We intend to facilitate and increase the confidence…

Computer Vision and Pattern Recognition · Computer Science 2018-06-15 Soheil Esmaeilzadeh , Yao Yang , Ehsan Adeli

Parkinson's disease is the world's fastest-growing neurological disorder. Research to elucidate the mechanisms of Parkinson's disease and automate diagnostics would greatly improve the treatment of patients with Parkinson's disease. Current…

Machine Learning · Computer Science 2024-02-20 Charlie Tran , Kai Shen , Kang Liu , Akshay Ashok , Adolfo Ramirez-Zamora , Jinghua Chen , Yulin Li , Ruogu Fang

Parkinson's Disease (PD) is the second most common neurodegenerative disorder. The existing assessment method for PD is usually the Movement Disorder Society - Unified Parkinson's Disease Rating Scale (MDS-UPDRS) to assess the severity of…

Computer Vision and Pattern Recognition · Computer Science 2024-04-03 Xiang Xiang , Zihan Zhang , Jing Ma , Yao Deng

Long duration spaceflight missions can affect the cognitive and behavioral activities of astronauts due to changes in gravity. The microgravity significantly impacts the central nervous system physiology which causes the degradation in the…

Neurons and Cognition · Quantitative Biology 2024-12-06 Parshuram N Aarotale , Jaydip Desai

In many clinical trials studying neurodegenerative diseases such as Parkinson's disease (PD), multiple longitudinal outcomes are collected to fully explore the multidimensional impairment caused by this disease. If the outcomes deteriorate…

Applications · Statistics 2017-05-18 Jue Wang , Sheng Luo , Liang Li

Evaluating neurological disorders such as Parkinson's disease (PD) is a challenging task that requires the assessment of several motor and non-motor functions. In this paper, we present an end-to-end deep learning framework to measure PD…

Computer Vision and Pattern Recognition · Computer Science 2020-12-25 Amirhossein Dadashzadeh , Alan Whone , Michal Rolinski , Majid Mirmehdi

Parkinson's disease (PD) is caused by the progressive loss of dopaminergic cells in substantia nigra pars compacta (SNc). The root cause of this cell loss in PD is still not decisively elucidated. A recent line of thinking traces the cause…

Neurons and Cognition · Quantitative Biology 2020-04-20 Vignayanandam R. Muddapu , Karthik Vijayakumar , Keerthiga Ramakrishnan , V Srinivasa Chakravarthy

Parkinson's disease is a common neurological disease, entailing a multitude of motor deficiency symptoms. In this project, we developed a device with an uploaded edge machine learning algorithm that can detect the onset of freezing of gait…

Signal Processing · Electrical Eng. & Systems 2022-11-15 Purnoor Ghuman , Tyama Lyall , Usama Mahboob , Alia Aamir , Xilin Liu

The study involved 56 patients with advanced and late stages of Parkinsons disease, which could be considered as potentially requiring neurosurgical treatment-electrical stimulation of deep brain structures. An algorithm has been developed…

Neurons and Cognition · Quantitative Biology 2021-11-10 Elcin Huseyn
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