Patients suffering from neurological diseases may develop dysarthria, a motor speech disorder affecting the execution of speech. Close and quantitative monitoring of dysarthria evolution is crucial for enabling clinicians to promptly implement patients' management strategies and maximizing effectiveness and efficiency of communication functions in term of restoring, compensating or adjusting. In the clinical assessment of orofacial structures and functions, at rest condition or during speech and non-speech movements, a qualitative evaluation is usually performed, throughout visual observation. To overcome limitations posed by qualitative assessments, this work presents a store-and-forward self-service telemonitoring system that integrates, within its cloud architecture, a convolutional neural network (CNN) for analyzing video recordings acquired by individuals with dysarthria. This architecture - called facial landmark Mask RCNN - aims at locating facial landmarks as a prior for assessing the orofacial functions related to speech and examining dysarthria evolution in neurological diseases. When tested on the Toronto NeuroFace dataset, a publicly available annotated dataset of video recordings from patients with amyotrophic lateral sclerosis (ALS) and stroke, the proposed CNN achieved a normalized mean error equal to 1.79 on localizing the facial landmarks. We also tested our system in a real-life scenario on 11 bulbar-onset ALS subjects, obtaining promising outcomes in terms of facial landmark position estimation. This preliminary study represents a relevant step towards the use of remote tools to support clinicians in monitoring the evolution of dysarthria.
Background: Cardiac involvement represents a major determinant of morbidity and mortality in patients with muscular dystrophies (MDs). Evidence supporting guideline-directed heart failure (HF) therapy in this population remains limited. We aimed to retrospectively assess the effectiveness and tolerability of sodium–glucose co-transporter 2 inhibitors (SGLT2i) in patients with MDs and a previous history of HFrEF, HFpEF and HFmrEF and/or echocardiographic evidence of an LVEF < 50% Methods: In this retrospective, single-center study, we enrolled consecutive patients with MD treated with empagliflozin or dapagliflozin between October 2021 and October 2024. Comprehensive clinical, laboratory, echocardiographic, and functional data were collected at a baseline (V1) and at follow-up (V3) visit to evaluate longitudinal changes. Results: Twenty-four patients (mean age 42 ± 16 years; 92% male) were included, with a median follow-up of 418 ± 104 days. SGLT2i therapy was well tolerated; one patient discontinued treatment due to a urinary tract infection. LVEF significantly improved from 41 ± 5% to 44 ± 6% (p = 0.005). FSS decreased from 36 to 30 (p < 0.001), indicating improved functional capacity. Background HF therapy was intensified over time, with increased prescription of mineralocorticoid receptor antagonists (21% vs. 52%; p = 0.039) and β-blockers (67% vs. 91%). The interval between MD diagnosis and cardiomyopathy onset independently predicted LVEF improvement (β = 0.17; p = 0.012). Conclusions: In patients with MDs and HF, SGLT2i therapy was safe and associated with a modest but significant improvement in LVEF, reduced fatigue, and enhanced prescription of guideline-directed HF therapy. These findings support the potential role of SGLT2i in this high-risk population and warrant confirmation in larger prospective studies.
Background/Objectives: Oropharyngeal dysphagia (OD) is a prevalent symptom in patients with neuromuscular diseases (NMDs) and increases the risk of aspiration and malnutrition. Malnutrition is frequent in these patients and is not only related to dysphagia, but also generates a vicious circle that may result in worsening muscle atrophy and weakness. Texture modification is required to ensure safe and efficient swallowing. This study evaluates the acceptability of a ready-to-mix oral nutritional supplement (ONS) containing high-quality protein and a xanthan-based thickener in patients with OD and NMDs. Methods: This cross-sectional study includes adult patients with NMDs and OD who received a xanthan gum-based protein ONS. Patients completed a questionnaire to rate their satisfaction with the ONS. Results: Seventy-two patients were included (median age = 56 years; 51% were males). The percentage of patients with moderate-to-severe OD who rated the taste, consistency, and product quality as acceptable-to-very-satisfactory (score 3–5) were 76%, 80%, and 84%, respectively. After three months, 93% of patients continued consuming the ONS. Conclusions: Our findings support that the use of protein xanthan gum-based ONS can be as a palatable and an effective nutritional intervention, given their high satisfaction and acceptance rates among patients with NMDs and OD.