kothare26@interspeech_2026@ISCA

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#1 Speech-based Digital Biomarkers can Accelerate ALS Clinical Trials: Insights from Time-to-Event and Hazard Rate Analysis [PDF] [Copy] [Kimi] [REL]

Authors: Hardik Kothare, Michael Neumann, Vikram Ramanarayanan

Early detection of functional decline in amyotrophic lateral sclerosis (ALS) is critical for timely intervention and efficient clinical trial design. We evaluated speech-derived biomarkers to detect ALS-related functional decline events earlier than traditional clinical measures. Using longitudinal patient data, we applied Kaplan-Meier analysis to estimate time-to-event and derived hazard rates for each measure. Our results demonstrate that speech-based biomarkers identify functional decline faster than conventional ALS Functional Rating Scale - Revised (ALSFRS-R) subscores. Hazard rate modelling enabled the estimation of sample sizes and trial durations required to detect treatment effects. These findings suggest that speech-based measures can accelerate ALS clinical trials by providing sensitive and objective endpoints, supporting more efficient study design and patient stratification.

Subject: INTERSPEECH.2026 - Others