Radiomic alterations and clinical correlates of hypothalamic nuclei in ALS

Abstract

Objective

The aim of this study is to analyze hypothalamic changes and clinical/metabolic correlates with a radiomic approach in Amyotrophic Lateral Sclerosis (ALS).

Methods

We retrospectively identified 54 sporadic ALS patients and 53 matched controls. We compared radiomics features over hypothalamic subunits in T1-weighted. Semi-partial correlation (Spearman's correlation) assessed the relationship between Body Mass Index (BMI) and clinical scores with radiomics features. We considered only moderate correlations (rho>|0.4|).

Results

Compared to HC, individuals with ALS showed significantly higher values of radiomic measures in the left Anterior-Inferior, Posterior and Inferior-Tubular hypothalamic subunits. Similarly, right hypothalamic nuclei reported significant differences in Anterior-Superior, Posterior and Inferior-Tubular nuclei. Two radiomics measures of randomness of the intensities in left Anterior-Inferior subunit showed highly significant correlation with greater BMI values. Higher local homogeneity of the right Inferior-Tubular subunit corresponded to higher ALS Functional Rating Scale-Revised (ALSFRS-r), while finer textures of the left Anterior-Superior subunit were negatively related with disease progression rate.

Conclusions

These results support the hypothesis that a degenerative process affecting hypothalamus in ALS extends beyond the atrophy process. Intriguingly, the close relationship between the entropy of left Anterior-Inferior nucleus and the higher BMI may further demonstrate the critical role of hypothalamus in eating abnormalities. Furthermore, the inhomogeneity of the right Inferior-Tubular subunit reflects a more severe clinical condition by ALSFRS-R.

This work represents a significant advancement in the study of ALS and its association with hypothalamic changes through a novel radiological approach, uncovering new associations between sub-hypothalamic radiomic changes, anthropometric measures, and disease outcomes.