Brain metabolic differences between pure bulbar and pure spinal Amyotrophic Lateral Sclerosis: 2-[18F]-FDG-PET study
Articolo
Data di Pubblicazione:
2023
Abstract:
Background. MRI studies reported that ALS patients with bulbar and spinal onset showed focal
cortical changes in corresponding regions of the motor homunculus. We evalutated the capability of
brain 2-[18F]FDG-PET to disclose the metabolic features characterising patients with pure bulbar or
spinal motor impairment.
Methods. We classified as pure bulbar (PB) patients with bulbar onset and a normal score in the
spinal items of the ALSFRS-R, and as pure spinal (PS) patients with spinal onset and a normal
score in the bulbar items at the time of PET. Forty Healthy Controls (HC) were enrolled. We
compared PB and PS, and each patient group with HC. Metabolic clusters showing a statistically
significant difference between PB and PS were tested to evaluate their accuracy in discriminating
the two groups. We performed a Leave-One-Out Cross-Validation (LOOCV) over the entire
dataset. Four classifiers were considered: Support Vector Machines (SVM), K-Nearest Neighbours,
Linear Classifier, Decision Tree. We used a separate test set, including 10% of patients, with the
remaining 90% composing the training set.
Results. We included 63 PB, 271 PS, and 40 HC. PB showed a relative hypometabolism compared
to PS in bilateral precentral gyrus in the regions of the motor cortex involved in the control of
bulbar function. SVM showed the best performance, resulting in the lowest error rate in both
LOOCV (4.19%) and test set (9.09±2.02%).
Conclusions. Our data support the concept of the focality of ALS onset and the use of 2-[18F]FDGPET
as a biomarker for precision medicine oriented clinical trials.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Amyotrophic Lateral Sclerosis; Positron Emission Tomography
Elenco autori:
Canosa, Antonio; Pagani, Marco
Link alla scheda completa:
Pubblicato in: