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用于改善肾结石患者治疗效果的国家急诊科数据预测建模与分析

Predictive Modeling and Analyses of National Emergency Department Data for Improving Patient Outcomes of Nephrolithiasis.

作者信息

Stewart Kori L

机构信息

Diagnostic Imaging, Health Informatics, Quinnipiac University, Hamden, USA.

出版信息

Cureus. 2023 Jun 12;15(6):e40297. doi: 10.7759/cureus.40297. eCollection 2023 Jun.

Abstract

BACKGROUND

Nephrolithiasis, or kidney stones, imposes a significant burden of disease in the United States and comes with considerable costs, pain, and morbidity. The exact cause of stone formation is undefined, but the formation is a process. Risk factors include environmental, diabetes, obesity, metabolic syndromes, low fluid intake, dehydration, diet, inflammatory bowel disorders, irritable bowel syndrome (IBS), and genetics. Laboratory testing and appropriate diagnostic imaging studies are two key components of assessment and prevention.

METHODS

This is a retrospective, quantitative study utilizing the Healthcare Cost and Utilization Project's (HCUP) National Emergency Department Sample (NEDS)'s existing databases from 2012 to 2014 to classify outcomes for nephrolithiasis patients. International Classification of Diseases, Ninth Revision (ICD-9-CM) billing codes related to nephrolithiasis, relevant medical imaging exams, and procedural and surgical billing codes for interventions and procedures were selected. Descriptive statistical analyses as well as multiple regression models were used to analyze frequencies and percentages of variables and the relationship of the data, identify co-linearity among variables, and predict outcomes.  Results: The study sample includes a total of 509,192 emergency department (ED) visits for nephrolithiasis from 2012 to 2014 and reveals that IBS patients are two times more likely to require intervention. Stepwise regression models yield P-values of 0.004 for gender, 0.017 and 0.018 for minor diagnostic procedures, 0.006 and 0.001 for minor therapeutic procedures, and 0.000 and 0.001 for major therapeutic procedures when predicting total cost of care, and have a statistically significant impact on patient outcomes of nephrolithiasis.

CONCLUSIONS

This research offers an investigation of the prevalence of nephrolithiasis based on age, gender, and co-morbidity, specifically IBS, and is the first to report on patient outcomes. This analysis also provides clinicians with recommendations to utilize for a comprehensive assessment of nephrolithiasis patients in the ED.

摘要

背景

肾结石在美国给疾病带来了重大负担,同时伴随着高昂的成本、疼痛和发病率。结石形成的确切原因尚不清楚,但结石形成是一个过程。风险因素包括环境、糖尿病、肥胖、代谢综合征、低液体摄入量、脱水、饮食、炎症性肠病、肠易激综合征(IBS)和遗传因素。实验室检测和适当的诊断成像研究是评估和预防的两个关键组成部分。

方法

这是一项回顾性定量研究,利用医疗保健成本和利用项目(HCUP)的国家急诊科样本(NEDS)2012年至2014年的现有数据库对肾结石患者的结局进行分类。选择了与肾结石相关的国际疾病分类第九版(ICD - 9 - CM)计费代码、相关医学影像检查以及干预和手术的程序及手术计费代码。使用描述性统计分析以及多元回归模型来分析变量的频率和百分比以及数据之间的关系,识别变量之间的共线性,并预测结局。结果:该研究样本包括2012年至2014年共509,192次因肾结石的急诊科就诊,结果显示IBS患者需要干预的可能性是其他患者的两倍。逐步回归模型在预测总护理成本时,性别P值为0.004,小型诊断程序的P值为0.017和0.018,小型治疗程序的P值为0.006和0.001,大型治疗程序的P值为0.000和0.001,对肾结石患者的结局有统计学上的显著影响。

结论

本研究基于年龄、性别和合并症(特别是IBS)对肾结石的患病率进行了调查,并且是首次报告患者结局。该分析还为临床医生提供了建议,以便在急诊科对肾结石患者进行全面评估时使用。

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2
Nephrolithiasis for the primary care physician.初级保健医生的肾结石病
Dis Mon. 2015 Oct;61(10):434-41. doi: 10.1016/j.disamonth.2015.08.004. Epub 2015 Sep 9.
3
Quality of Acute Care for Patients With Urinary Stones in the United States.美国尿路结石患者的急性护理质量。
Urology. 2015 Nov;86(5):914-21. doi: 10.1016/j.urology.2015.07.040. Epub 2015 Sep 1.
4
Guideline of guidelines: kidney stones.指南的指南:肾结石
BJU Int. 2015 Aug;116(2):184-9. doi: 10.1111/bju.13080. Epub 2015 Apr 6.
5
Kidney stones.肾结石
West J Med. 1980 Apr;132(4):313-32.

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