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Quantitative brainstem and spinal MRI in amyotrophic lateral sclerosis: implications for predicting noninvasive
M Khamaysa1, M Lefort1, M Pélégrini-Issac1
1Sorbonne Université, CNRS, INSERM, Laboratoire d'Imagerie Biomédicale, Paris, France.
Quantitative MRI of brainstem and spinal cord volumes can predict the need for non-invasive ventilation (NIV) in amyotrophic lateral sclerosis (ALS) patients. These imaging biomarkers show promise for predicting respiratory support needs in ALS.
Area of Science:
- Neurology
- Radiology
- Pulmonology
Background:
- Amyotrophic lateral sclerosis (ALS) is a progressive neurodegenerative disease.
- Respiratory failure due to motor neuron degeneration is the primary cause of mortality in ALS.
- Predicting the need for non-invasive ventilation (NIV) is crucial for patient management and clinical trial design.
Purpose of the Study:
- To evaluate the predictive potential of quantitative MRI of the brainstem and spinal cord for NIV requirement in ALS patients.
- To compare the performance of MRI-based models with clinical variables for predicting NIV need within six months of diagnosis.
Main Methods:
- Forty-one ALS patients underwent MRI and spirometry post-diagnosis.
- The need for NIV was monitored for six months.
- Four regression models were developed and compared: clinical variables, brainstem volumes, cervical spinal cord measurements, and a combined model.
Main Results:
- Clinical and brainstem volume models showed good predictive performance for NIV need (AUCs ≈ 0.85).
- Cervical spinal cord measurements also demonstrated similar predictive capabilities (AUC ≈ 0.87).
- A combined model integrating all predictors achieved the highest performance (R² = 0.60, AUC = 0.959), correlating with lung volumes.
Conclusions:
- Brainstem volumes and spinal cord cross-sectional area are promising quantitative MRI biomarkers.
- These imaging measures can effectively predict the need for respiratory intervention in ALS.
- Quantitative MRI offers valuable insights for predicting respiratory decline in ALS patients.
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