Department of Epidemiology and Biostatistics, The University of Georgia, Athens, GA, USA.
Ann Fam Med. 2011 Jan-Feb;9(1):69-77. doi: 10.1370/afm.1192.
In this study, we assessed whether multivariate models and clinical decision rules can be used to reliably diagnose influenza.
We conducted a systematic review of MEDLINE, bibliographies of relevant studies, and previous meta-analyses. We searched the literature (1962-2010) for articles evaluating the accuracy of multivariate models, clinical decision rules, or simple heuristics for the diagnosis of influenza. Each author independently reviewed and abstracted data from each article; discrepancies were resolved by consensus discussion. Where possible, we calculated sensitivity, specificity, predictive value, likelihood ratios, and areas under the receiver operating characteristic curve.
A total of 12 studies met our inclusion criteria. No study prospectively validated a multivariate model or clinical decision rule, and no study performed a split-sample or bootstrap validation of such a model. Simple heuristics such as the so-called fever and cough rule and the fever, cough, and acute onset rule were each evaluated by several studies in populations of adults and children. The areas under the receiver operating characteristic curves were 0.70 and 0.79, respectively. We could not calculate a single summary estimate, however, as the diagnostic threshold varied among studies.
The fever and cough, and the fever, cough, and acute onset heuristics have modest accuracy, but summary estimates could not be calculated. Further research is needed to develop and prospectively validate clinical decision rules to identify patients requiring testing, empiric treatment, or neither.
本研究旨在评估多元模型和临床决策规则是否可用于可靠地诊断流感。
我们对 MEDLINE、相关研究的参考文献和之前的荟萃分析进行了系统评价。我们检索了文献(1962-2010 年),评估了用于诊断流感的多元模型、临床决策规则或简单启发式方法的准确性的文章。每位作者独立地审查和摘要了每篇文章的数据;通过共识讨论解决了分歧。在可能的情况下,我们计算了敏感性、特异性、预测值、似然比和受试者工作特征曲线下的面积。
共有 12 项研究符合我们的纳入标准。没有研究前瞻性地验证了多元模型或临床决策规则,也没有研究对这样的模型进行了样本分割或引导验证。简单的启发式方法,如所谓的发热和咳嗽规则以及发热、咳嗽和急性发病规则,分别在成人和儿童人群中被多项研究评估。受试者工作特征曲线下的面积分别为 0.70 和 0.79。然而,由于研究中的诊断阈值不同,我们无法计算单个汇总估计值。
发热和咳嗽以及发热、咳嗽和急性发病的启发式方法具有中等准确性,但无法计算汇总估计值。需要进一步研究以开发和前瞻性验证临床决策规则,以确定需要进行检测、经验性治疗或两者都不需要的患者。