Toxins (Aug 2024)

Botulinum Toxin Type A (BoNT-A) Use for Post-Stroke Spasticity: A Multicenter Study Using Natural Language Processing and Machine Learning

  • María Jesús Antón,
  • Montserrat Molina,
  • José Gabriel Pérez,
  • Santiago Pina,
  • Noemí Tapiador,
  • Beatriz De La Calle,
  • Mónica Martínez,
  • Paula Ortega,
  • María Belén Ruspaggiari,
  • Consuelo Tudela,
  • Marta Conejo,
  • Pedro Leno,
  • Marta López,
  • Carmen Marhuenda,
  • Carlos Arias-Cabrales,
  • Pascal Maisonobe,
  • Alberto Herrera,
  • Ernesto Candau

DOI
https://doi.org/10.3390/toxins16080340
Journal volume & issue
Vol. 16, no. 8
p. 340

Abstract

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We conducted a multicenter and retrospective study to describe the use of botulinum toxin type A (BoNT-A) to treat post-stroke spasticity (PSS). Data were extracted from free-text in electronic health records (EHRs) in five Spanish hospitals. We included adults diagnosed with PSS between January 2015 and December 2019, stratified into BoNT-A-treated and untreated groups. We used EHRead® technology, which incorporates natural language processing and machine learning, as well as SNOMED CT terminology. We analyzed demographic data, stroke characteristics, BoNT-A use patterns, and other treatments. We reviewed the EHRs of 1,233,929 patients and identified 2190 people with PSS with a median age of 69 years; in total, 52.1% were men, 70.7% had cardiovascular risk factors, and 63.2% had suffered an ischemic stroke. Among the PSS patients, 25.5% received BoNT-A at least once. The median time from stroke to spasticity onset was 205 days, and the time from stroke to the first BoNT-A injection was 364 days. The primary goal of BoNT-A treatment was pain control. Among the study cohort, rehabilitation was the most common non-pharmacological treatment (95.5%). Only 3.3% had recorded monitoring scales. In conclusion, a quarter of patients with PSS received BoNT-A mainly for pain relief, typically one year after the stroke. Early treatment, disease monitoring, and better data documentation in EHRs are crucial to improve PSS patients’ care.

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