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A型肉毒毒素(BoNT-A)治疗脑卒中后痉挛:使用自然语言处理和机器学习的多中心研究。

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

机构信息

Department of Physical Medicine and Rehabilitation, Rio Hortega University Hospital, 47007 Valladolid, Spain.

Department of Physical Medicine and Rehabilitation, University Hospital of Fuenlabrada, 28942 Madrid, Spain.

出版信息

Toxins (Basel). 2024 Aug 2;16(8):340. doi: 10.3390/toxins16080340.

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.

摘要

我们进行了一项多中心、回顾性研究,旨在描述使用肉毒毒素 A(BoNT-A)治疗中风后痉挛(PSS)。数据从 5 家西班牙医院的电子病历(EHR)中的自由文本中提取。我们纳入了 2015 年 1 月至 2019 年 12 月期间诊断为 PSS 的成年人,分为 BoNT-A 治疗组和未治疗组。我们使用了 EHRead 技术,该技术结合了自然语言处理和机器学习以及 SNOMED CT 术语。我们分析了人口统计学数据、中风特征、BoNT-A 使用模式和其他治疗方法。我们查阅了 1233929 名患者的 EHR,确定了 2190 名 PSS 患者,中位年龄为 69 岁;其中 52.1%为男性,70.7%有心血管危险因素,63.2%发生过缺血性中风。在 PSS 患者中,25.5%至少接受过一次 BoNT-A 治疗。从中风到痉挛发作的中位时间为 205 天,从中风到首次 BoNT-A 注射的时间为 364 天。BoNT-A 治疗的主要目标是控制疼痛。在研究队列中,康复是最常见的非药物治疗(95.5%)。只有 3.3%记录了监测量表。总之,四分之一的 PSS 患者接受 BoNT-A 治疗主要是为了缓解疼痛,通常是在中风后一年。早期治疗、疾病监测以及在 EHR 中更好地记录数据对于改善 PSS 患者的护理至关重要。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a3db/11359065/e6be0d3382ac/toxins-16-00340-g001.jpg

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