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

Toxins 2024 Vol.16(8)

Antón MJ, Molina M, Pérez JG, Pina S, Tapiador N, De La Calle B, Martínez M, Ortega P, Ruspaggiari MB, Tudela C, Conejo M, Leno P, López M, Marhuenda C, Arias-Cabrales C, Maisonobe P, Herrera A, Candau E

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Abstract

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.

추출된 의학 개체 (NER)

유형영어 표현한국어 / 풀이UMLS CUI출처등장
시술 botulinum toxin 보툴리눔독소 주사 dict 2
해부 cardiovascular scispacy 1
약물 PSS → post-stroke spasticity scispacy 1
약물 BoNT-A → Botulinum Toxin Type A scispacy 1
질환 Post-Stroke Spasticity scispacy 1
질환 PSS → post-stroke spasticity scispacy 1
질환 stroke C0038454
Cerebrovascular accident
scispacy 1
질환 ischemic stroke C0948008
Ischemic stroke
scispacy 1
질환 spasticity C0026838
Muscle Spasticity
scispacy 1
질환 pain C0030193
Pain
scispacy 1
질환 EHRs → electronic health records scispacy 1
질환 disease scispacy 1
기타 Botulinum Toxin Type A scispacy 1
기타 BoNT-A → Botulinum Toxin Type A scispacy 1
기타 Post-Stroke scispacy 1
기타 EHRs → electronic health records scispacy 1
기타 patients scispacy 1
기타 people scispacy 1
기타 men scispacy 1

MeSH Terms

Humans; Muscle Spasticity; Botulinum Toxins, Type A; Male; Female; Aged; Stroke; Retrospective Studies; Middle Aged; Natural Language Processing; Machine Learning; Electronic Health Records; Neuromuscular Agents; Aged, 80 and over

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