Using machine learning approaches for multi-omics data analysis: A review

PS Reel, S Reel, E Pearson, E Trucco… - Biotechnology advances, 2021 - Elsevier
With the development of modern high-throughput omic measurement platforms, it has
become essential for biomedical studies to undertake an integrative (combined) approach to …

Multimodal brain and retinal imaging of dopaminergic degeneration in Parkinson disease

JY Lee, A Martin-Bastida, A Murueta-Goyena… - Nature Reviews …, 2022 - nature.com
Parkinson disease (PD) is a progressive disorder characterized by dopaminergic
neurodegeneration in the brain. The development of parkinsonism is preceded by a long …

Emerging neuroimaging biomarkers across disease stage in Parkinson disease: a review

T Mitchell, S Lehéricy, SY Chiu, AP Strafella… - JAMA …, 2021 - jamanetwork.com
Importance Imaging biomarkers in Parkinson disease (PD) are increasingly important for
monitoring progression in clinical trials and also have the potential to improve clinical care …

Hybrid CNN-LSTM model with efficient hyperparameter tuning for prediction of Parkinson's disease

UK Lilhore, S Dalal, N Faujdar, M Margala… - Scientific Reports, 2023 - nature.com
The patients' vocal Parkinson's disease (PD) changes could be identified early on, allowing
for management before physically incapacitating symptoms appear. In this work, static as …

Evolving concepts in progressive supranuclear palsy and other 4-repeat tauopathies

M Stamelou, G Respondek, N Giagkou… - Nature Reviews …, 2021 - nature.com
Tauopathies are classified according to whether tau deposits predominantly contain tau
isoforms with three or four repeats of the microtubule-binding domain. Those in which four …

Pathological validation of the MDS criteria for the diagnosis of multiple system atrophy

S Virameteekul, T Revesz, Z Jaunmuktane… - Movement …, 2023 - Wiley Online Library
Abstract Background The recent International Parkinson and Movement Disorder Society
diagnostic criteria for multiple system atrophy (MDS‐MSA) have been developed to improve …

How should we be using biomarkers in trials of disease modification in Parkinson's disease?

N Vijiaratnam, T Foltynie - Brain, 2023 - academic.oup.com
The recent validation of the α-synuclein seed amplification assay as a biomarker with high
sensitivity and specificity for the diagnosis of Parkinson's disease has formed the backbone …

Automated categorization of parkinsonian syndromes using magnetic resonance imaging in a clinical setting

L Chougar, J Faouzi, N Pyatigorskaya… - Movement …, 2021 - Wiley Online Library
Background Machine learning algorithms using magnetic resonance imaging (MRI) data
can accurately discriminate parkinsonian syndromes. Validation in patients recruited in …

Free‐water DTI estimates from single b‐value data might seem plausible but must be interpreted with care

M Golub, R Neto Henriques… - Magnetic resonance in …, 2021 - Wiley Online Library
Purpose Free‐water elimination DTI (FWE‐DTI) has been used widely to distinguish
increases of free‐water partial‐volume effects from tissue's diffusion in healthy aging and …

Pragmatic approach on neuroimaging techniques for the differential diagnosis of parkinsonisms

C Peralta, AP Strafella, T van Eimeren… - Movement Disorders …, 2022 - Wiley Online Library
Background Rapid advances in neuroimaging technologies in the exploration of the living
human brain also apply to movement disorders. However, the accurate diagnosis of …