Division of Primary Care and Public Health, Brighton and Sussex Medical School, Brighton, United Kingdom.
PLoS One. 2013;8(2):e54878. doi: 10.1371/journal.pone.0054878. Epub 2013 Feb 22.
Research using electronic health records (EHRs) relies heavily on coded clinical data. Due to variation in coding practices, it can be difficult to aggregate the codes for a condition in order to define cases. This paper describes a methodology to develop 'indicator markers' found in patients with early rheumatoid arthritis (RA); these are a broader range of codes which may allow a probabilistic case definition to use in cases where no diagnostic code is yet recorded.
We examined EHRs of 5,843 patients in the General Practice Research Database, aged ≥ 30 y, with a first coded diagnosis of RA between 2005 and 2008. Lists of indicator markers for RA were developed initially by panels of clinicians drawing up code-lists and then modified based on scrutiny of available data. The prevalence of indicator markers, and their temporal relationship to RA codes, was examined in patients from 3 y before to 14 d after recorded RA diagnosis.
Indicator markers were common throughout EHRs of RA patients, with 83.5% having 2 or more markers. 34% of patients received a disease-specific prescription before RA was coded; 42% had a referral to rheumatology, and 63% had a test for rheumatoid factor. 65% had at least one joint symptom or sign recorded and in 44% this was at least 6-months before recorded RA diagnosis.
Indicator markers of RA may be valuable for case definition in cases which do not yet have a diagnostic code. The clinical diagnosis of RA is likely to occur some months before it is coded, shown by markers frequently occurring ≥ 6 months before recorded diagnosis. It is difficult to differentiate delay in diagnosis from delay in recording. Information concealed in free text may be required for the accurate identification of patients and to assess the quality of care in general practice.
电子健康记录(EHR)的研究严重依赖编码的临床数据。由于编码实践的差异,为了确定病例,将疾病的代码进行汇总可能会很困难。本文描述了一种为早期类风湿关节炎(RA)患者开发“指标标记物”的方法;这些是更广泛的代码,在尚未记录诊断代码的情况下,可以使用概率病例定义。
我们检查了 2005 年至 2008 年间首次编码诊断为 RA 的年龄≥30 岁的 5843 名患者的全科医生研究数据库中的 EHR。RA 的指标标记物列表最初是由临床医生组成的小组制定的,然后根据对可用数据的审查进行修改。在记录 RA 诊断前 3 年至后 14 天的患者中,检查了指标标记物的流行率及其与 RA 代码的时间关系。
RA 患者的 EHR 中常见指标标记物,有 83.5%的患者有 2 个或更多的标记物。34%的患者在 RA 编码前接受了特定疾病的处方;42%的患者接受了风湿病转诊,63%的患者接受了类风湿因子检测。65%的患者至少有一个关节症状或体征记录,其中 44%的患者在记录的 RA 诊断前至少 6 个月就出现了这些症状或体征。
RA 的指标标记物对于尚未有诊断代码的病例的病例定义可能很有价值。RA 的临床诊断可能在编码之前就已经发生,这可以通过在记录诊断前至少 6 个月就经常出现的标记物来证明。很难区分诊断延迟和记录延迟。可能需要从自由文本中获取隐藏信息,以准确识别患者并评估一般实践中的护理质量。