Automated Online Speech Analytics Reveal Language and Affective Changes in Parkinson's Disease
Cao, F.; McAloney, K.; Kumar, K. R.; Martin, N. G.; Gharahkhani, P.; Vogel, A. P.; Renteria, M. E.
Show abstract
Speech-related changes hold promise as biomarkers in Parkinsons disease (PD), yet evidence remains preliminary and higher-order language alterations are under-characterised. Leveraging data from 1,168 participants with PD and 541 controls within the Australian Parkinsons Genetics Study, we report population-level evidence of PD-associated linguistic and affective alterations. Participants with PD exhibited reduced fluency and expressivity, with slower rate, lower reading accuracy, reduced output, simpler syntax, and more neutral, less positive emotional tone. Sex-specific patterns emerged: females used less specific language with fewer nouns and modifiers, while males showed broader vocabulary, higher verb density, and fewer adverbs. Language changes were associated with disease duration and cognitive, mood, and sleep comorbidities, and were linked to reduced communication effectiveness and social engagement. These findings deepen understanding of communicative and affective changes in PD, and our scalable online assessment with automated analytics provide a replicable framework for embedding speech analysis into research and clinical practice.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
Similar papers in this journal
- Disease progression strikingly differs in research and real-world Parkinson's populations 95%
- Severe GBA1 variants drive the GBA-PD clinical phenotype: implications for counselling and clinical trials 95%
- Digital markers from smartwatch data relate to non-motor clinical examinations of Parkinson’s disease 94%
Similar papers in this journal
- White matter microstructure in Parkinson’s disease with and without elevated REM sleep muscle tone 94%
- Apathy progression is associated with brain atrophy and white matter damage in Parkinson's disease 93%
- Lexical Markers of Disordered Speech in Primary Progressive Aphasia and ‘Parkinson-plus’ Disorders 93%
Similar papers in this journal
- Prodromal Progressive Supranuclear Palsy – insights from the UK Biobank 94%
- Effect of Eight-Week Online Cognitive Training in Parkinson’s Disease: A Randomized Controlled Trial 94%
- Online unsupervised performance-based cognitive testing: a feasible and reliable approach to scalable cognitive phenotyping of Parkinson’s patients 93%
Similar papers in this journal
- Development of Parkinson’s disease and its relationship with incidentally-discovered white matter disease and covert brain infarction in a real world cohort 93%
- A comparison between early presentation of dementia with Lewy Bodies, Alzheimer’s disease and Parkinson’s disease: evidence from routine primary care and UK Biobank data 93%
- Progression of daily-life tremor measures in early Parkinson disease: a longitudinal continuous monitoring study 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.