Pipeline multimodale integrata per l’analisi longitudinale delle neurodegenerazioni: integrazione di test cognitivi e neuroimaging con machine learning per una indagine sui meccanismi comuni di Alzheimer e Parkinson

Recenti Prog Med. 2025 Oct;116(10):607-608. doi: 10.1701/4573.45798.
[Article in Italian]

Abstract

This study introduces a multimodal pipeline that combines cognitive tests and MRI data from ADNI and PPMI to examine Parkinson's and Alzheimer's diseases. Using FastSurfer for quick brain volume analysis, it uncovers common neurobiological mechanisms and patterns of cognitive decline. Early findings support longitudinal multimodal evaluation, advancing precision medicine and personalized clinical decision-making in neurodegenerative disorders.

Publication types

  • English Abstract

MeSH terms

  • Aged
  • Aged, 80 and over
  • Alzheimer Disease* / diagnostic imaging
  • Alzheimer Disease* / pathology
  • Alzheimer Disease* / physiopathology
  • Brain / diagnostic imaging
  • Brain / pathology
  • Clinical Decision-Making
  • Cognitive Dysfunction* / diagnostic imaging
  • Female
  • Humans
  • Longitudinal Studies
  • Machine Learning*
  • Magnetic Resonance Imaging / methods
  • Male
  • Neuroimaging* / methods
  • Neuropsychological Tests
  • Parkinson Disease* / diagnostic imaging
  • Parkinson Disease* / physiopathology
  • Precision Medicine / methods