Al Kazzi Elie S, Lau Brandyn, Li Tianjing, Schneider Eric B, Makary Martin A, Hutfless Susan
Division of Gastroenterology and Hepatology, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America.
Department of Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America.
PLoS One. 2015 Nov 4;10(11):e0140165. doi: 10.1371/journal.pone.0140165. eCollection 2015.
The lack of adequate and standardized recording of leading risk factors for morbidity and mortality in medical records have downstream effects on research based on administrative databases. The measurement of healthcare is increasingly based on risk-adjusted outcomes derived from coded comorbidities in these databases. However inaccurate or haphazard assessment of risk factors for morbidity and mortality in medical record codes can have tremendous implications for quality improvement and healthcare reform.
We aimed to compare the prevalence of obesity, overweight, tobacco use and alcohol abuse of a large administrative database with a direct data collection survey.
We used the International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) codes for four leading risk factors in the United States Nationwide Inpatient Sample (NIS) to compare them with a direct survey in the Behavioral Risk Factor Surveillance System (BRFSS) in 2011. After confirming normality of the risk factors, we calculated the national and state estimates and Pearson's correlation coefficient for obesity, overweight, tobacco use and alcohol abuse between NIS and BRFSS.
Compared with direct participant questioning in BRFSS, NIS reported substantially lower prevalence of obesity (p<0.01), overweight (p<0.01), and alcohol abuse (p<0.01), but not tobacco use (p = 0.18). The correlation between NIS and BRFSS was 0.27 for obesity (p = 0.06), 0.09 for overweight (p = 0.55), 0.62 for tobacco use (p<0.01) and 0.40 for alcohol abuse (p<0.01).
The prevalence of obesity, overweight, tobacco smoking and alcohol abuse based on codes is not consistent with prevalence based on direct questioning. The accuracy of these important measures of health and morbidity in databases is critical for healthcare reform policies.
病历中缺乏对发病和死亡主要危险因素的充分且标准化记录,会对基于行政数据库的研究产生下游影响。医疗保健的衡量越来越多地基于这些数据库中编码合并症得出的风险调整结果。然而,病历编码中对发病和死亡危险因素的不准确或随意评估可能对质量改进和医疗改革产生巨大影响。
我们旨在将一个大型行政数据库中肥胖、超重、烟草使用和酒精滥用的患病率与直接数据收集调查进行比较。
我们使用美国全国住院样本(NIS)中四个主要危险因素的《国际疾病分类,第九版,临床修订本》(ICD - 9 - CM)编码,将其与2011年行为危险因素监测系统(BRFSS)中的直接调查进行比较。在确认危险因素的正态性后,我们计算了全国和各州的估计值以及NIS与BRFSS之间肥胖、超重、烟草使用和酒精滥用的皮尔逊相关系数。
与BRFSS中直接询问参与者相比,NIS报告的肥胖(p<0.01)、超重(p<0.01)和酒精滥用(p<0.01)患病率显著较低,但烟草使用情况并非如此(p = 0.18)。NIS与BRFSS之间肥胖的相关性为0.27(p = 0.06),超重为0.09(p = 0.55),烟草使用为0.62(p<0.01),酒精滥用为0.40(p<0.01)。
基于编码的肥胖、超重、吸烟和酒精滥用患病率与基于直接询问的患病率不一致。这些重要的健康和发病衡量指标在数据库中的准确性对于医疗改革政策至关重要。