Tract-specific analysis improves sensitivity of spinal cord diffusion MRI to cross-sectional and longitudinal changes in amyotrophic lateral sclerosis.
Pramod Kumar PisharadyLynn E EberlyIan CheongGeorgios ManousakisGaurav GulianiH Brent ClarkMark BatheDavid WalkChristophe LengletPublished in: Communications biology (2020)
Amyotrophic lateral sclerosis (ALS) is a late-onset fatal neurodegenerative disease that causes progressive degeneration of motor neurons in the brain and the spinal cord. Corticospinal tract degeneration is a defining feature of ALS. However, there have been very few longitudinal, controlled studies assessing diffusion MRI (dMRI) metrics in different fiber tracts along the spinal cord in general or the corticospinal tract in particular. Here we demonstrate that a tract-specific analysis, with segmentation of ascending and descending tracts in the spinal cord white matter, substantially increases the sensitivity of dMRI to disease-related changes in ALS. Our work also identifies the tracts and spinal levels affected in ALS, supporting electrophysiologic and pathologic evidence of involvement of sensory pathways in ALS. We note changes in diffusion metrics and cord cross-sectional area, with enhanced sensitivity to disease effects through a multimodal analysis, and with strong correlations between these metrics and spinal components of ALSFRS-R.
Keyphrases
- spinal cord
- amyotrophic lateral sclerosis
- cross sectional
- spinal cord injury
- late onset
- neuropathic pain
- white matter
- magnetic resonance imaging
- multiple sclerosis
- early onset
- machine learning
- squamous cell carcinoma
- deep learning
- magnetic resonance
- computed tomography
- neoadjuvant chemotherapy
- genome wide
- coronary artery
- dna methylation
- locally advanced
- diffusion weighted imaging