Multiple Imputation for Partial Recording Periodontal Examination Protocols.

IF 2.2 Q2 DENTISTRY, ORAL SURGERY & MEDICINE JDR Clinical & Translational Research Pub Date : 2024-01-01 Epub Date: 2023-01-16 DOI:10.1177/23800844221143683
J S Preisser, T Shing, B F Qaqish, K Divaris, J Beck
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Abstract

Aim: Partial-mouth recording protocols often result in underestimation of population prevalence and extent of periodontitis. We posit that multiple imputation of measures such as clinical attachment loss for nonselected tooth sites in partial-mouth samples can reduce bias in periodontitis estimates.

Methods: Multiple imputation for correlated site-level dichotomous outcomes in a generalized estimating equations framework is used to impute site-level binary indicators for clinical attachment loss exceeding a fixed threshold in partial-mouth samples. Periodontitis case definitions are applied to the imputed "complete" dentitions, enabling estimation of prevalence and other summaries of periodontitis for partial-mouth samples as if for full-mouth examinations. A multiple imputation-bootstrap procedure is described and applied for point and variance estimation of these periodontitis measures. The procedure is evaluated with pseudo-partial-mouth samples based on random site selection protocols of 28 to 84 periodontal sites repeatedly generated from full-mouth periodontal examinations of 3,621 participants in the 2013 to 2014 National Health and Nutrition Examination Survey (NHANES) survey.

Results: Multiple imputation applied to partial-mouth samples overestimated periodontitis mean extent, defined as the number of sites with clinical attachment loss 3 mm or greater, by 9.5% in random site selection protocols with 84 sites and overestimated prevalence by 5% to 10% in all the evaluated protocols.

Conclusions: In the 2013 to 2014 NHANES data, multiple imputation of site-level periodontal indicators provides less biased estimates of periodontitis prevalence and extent than has been reported from estimates based on the direct application of full-mouth case definitions to partial-mouth samples. Multiple imputation provides a promising solution to the longstanding, vexing problem of estimation bias in partial-mouth recording, with potential application to a wide array of case definitions, periodontitis measures, and partial recording protocols.

Knowledge transfer statement: Partial-mouth sampling, while a resource-efficient strategy for obtaining oral disease estimates, often results in underestimation of periodontitis metrics. Multiple imputation for nonselected periodontal sites produces pseudo-full-mouth data sets that may be analyzed and combined to produce estimates with small bias.

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部分记录牙周检查方案的多重估算。
目的:部分口腔记录方案往往会导致低估牙周炎在人群中的流行程度和范围。我们认为,对部分口腔样本中未选定的牙齿部位的临床附着丧失等指标进行多重估算,可以减少牙周炎估算值的偏差:方法:在广义估计方程框架中对相关部位二分结果进行多重估算,以估算部分口腔样本中临床附着丧失超过固定阈值的部位二元指标。牙周炎病例定义适用于估算出的 "完整 "牙列,这样就可以像全口检查一样估算部分口腔样本的牙周炎患病率和其他总结。描述了多重估算-bootstrap 程序,并将其应用于这些牙周炎测量的点和方差估算。该程序以假部分口腔样本为基础进行了评估,假部分口腔样本是根据随机选址协议从全口牙周检查中重复生成的28至84个牙周部位,这些牙周部位来自2013至2014年国家健康与营养调查(NHANES)调查的3621名参与者:对部分口腔样本进行多重估算后,在有84个部位的随机选址方案中,牙周炎平均范围(定义为临床附着丧失3毫米或以上的部位数量)被高估了9.5%,在所有评估方案中,患病率被高估了5%至10%:在 2013 年至 2014 年的 NHANES 数据中,与直接将全口病例定义应用于部分口腔样本的估算结果相比,多重估算部位水平牙周指标对牙周炎患病率和程度的估算结果偏差较小。多重估算为部分口腔记录中估算偏差这一长期困扰的问题提供了一个很有前景的解决方案,并有可能应用于各种病例定义、牙周炎测量方法和部分记录协议:部分口腔取样虽然是一种获得口腔疾病估计值的资源节约型策略,但往往会导致牙周炎指标被低估。对未选取的牙周部位进行多重估算可产生伪全口数据集,对这些数据集进行分析和合并可得出偏差较小的估计值。
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来源期刊
JDR Clinical & Translational Research
JDR Clinical & Translational Research DENTISTRY, ORAL SURGERY & MEDICINE-
CiteScore
6.20
自引率
6.70%
发文量
45
期刊介绍: JDR Clinical & Translational Research seeks to publish the highest quality research articles on clinical and translational research including all of the dental specialties and implantology. Examples include behavioral sciences, cariology, oral & pharyngeal cancer, disease diagnostics, evidence based health care delivery, human genetics, health services research, periodontal diseases, oral medicine, radiology, and pathology. The JDR Clinical & Translational Research expands on its research content by including high-impact health care and global oral health policy statements and systematic reviews of clinical concepts affecting clinical practice. Unique to the JDR Clinical & Translational Research are advances in clinical and translational medicine articles created to focus on research with an immediate potential to affect clinical therapy outcomes.
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