Validity of a claim-based algorithm for classifying disease activity levels using Systemic Lupus Erythematosus Disease Activity Index 2000 in Korean patients with systemic lupus erythematosus.

IF 3 Q3 RHEUMATOLOGY
Journal of Rheumatic Diseases Pub Date : 2025-10-01 Epub Date: 2025-05-13 DOI:10.4078/jrd.2025.0053
Yoon-Kyoung Sung, Ha-Rim Park, Eunwoo Nam, Hyoungyoung Kim, Sun-Young Jung, Eun Jin Jang, Soo-Kyung Cho
{"title":"Validity of a claim-based algorithm for classifying disease activity levels using Systemic Lupus Erythematosus Disease Activity Index 2000 in Korean patients with systemic lupus erythematosus.","authors":"Yoon-Kyoung Sung, Ha-Rim Park, Eunwoo Nam, Hyoungyoung Kim, Sun-Young Jung, Eun Jin Jang, Soo-Kyung Cho","doi":"10.4078/jrd.2025.0053","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>To validate algorithms for classifying disease activity in patients with systemic lupus erythematosus (SLE) using Korean claims data.</p><p><strong>Methods: </strong>We used data from a prospective cohort of SLE patients enrolled at a single academic center between October 2014 and August 2020. Disease activity was assessed at each visit using the Systemic Lupus Erythematosus Disease Activity Index 2000 (SLEDAI-2K), with the annual average score serving as the gold standard. Three claims-based algorithms incorporating diagnostic codes for comorbidities and medication use were evaluated (1) a previously established model including SLE-related comorbidities, immunosuppressants, and oral glucocorticoids, (2) a modified version incorporating intravenous glucocorticoids, and (3) a version with adjusted glucocorticoid dosage criteria (5 mg) to better identify mild to moderate disease. The performance of each algorithm in classifying mild disease activity-defined as SLEDAI-2K <3-was assessed by calculating sensitivity, specificity, positive predictive value (PPV), negative predictive value, and the area under the curve.</p><p><strong>Results: </strong>A total of 151 patients were included. The mean age was 34.5±8.7 years, and 94.7% were female. The mean initial SLEDAI-2K score was 3.6±2.6. The PPV for identifying mild disease activity ranged from 75.9% to 77.2%, with Algorithm 3 demonstrating the highest PPV. However, incorporating intravenous glucocorticoids or adjusting dosage thresholds did not result in further improvement.</p><p><strong>Conclusion: </strong>A claims-based algorithm using diagnostic and medication codes demonstrated a PPV of 77.2% for classifying mild disease activity in SLE. This approach may offer a practical method for disease activity assessment in Korean claims-based research.</p>","PeriodicalId":56161,"journal":{"name":"Journal of Rheumatic Diseases","volume":"32 4","pages":"264-270"},"PeriodicalIF":3.0000,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12455033/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Rheumatic Diseases","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4078/jrd.2025.0053","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/5/13 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"RHEUMATOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Objective: To validate algorithms for classifying disease activity in patients with systemic lupus erythematosus (SLE) using Korean claims data.

Methods: We used data from a prospective cohort of SLE patients enrolled at a single academic center between October 2014 and August 2020. Disease activity was assessed at each visit using the Systemic Lupus Erythematosus Disease Activity Index 2000 (SLEDAI-2K), with the annual average score serving as the gold standard. Three claims-based algorithms incorporating diagnostic codes for comorbidities and medication use were evaluated (1) a previously established model including SLE-related comorbidities, immunosuppressants, and oral glucocorticoids, (2) a modified version incorporating intravenous glucocorticoids, and (3) a version with adjusted glucocorticoid dosage criteria (5 mg) to better identify mild to moderate disease. The performance of each algorithm in classifying mild disease activity-defined as SLEDAI-2K <3-was assessed by calculating sensitivity, specificity, positive predictive value (PPV), negative predictive value, and the area under the curve.

Results: A total of 151 patients were included. The mean age was 34.5±8.7 years, and 94.7% were female. The mean initial SLEDAI-2K score was 3.6±2.6. The PPV for identifying mild disease activity ranged from 75.9% to 77.2%, with Algorithm 3 demonstrating the highest PPV. However, incorporating intravenous glucocorticoids or adjusting dosage thresholds did not result in further improvement.

Conclusion: A claims-based algorithm using diagnostic and medication codes demonstrated a PPV of 77.2% for classifying mild disease activity in SLE. This approach may offer a practical method for disease activity assessment in Korean claims-based research.

使用系统性红斑狼疮疾病活动指数2000在韩国系统性红斑狼疮患者中分类疾病活动水平的基于索赔的算法的有效性。
目的:利用韩国索赔数据验证系统性红斑狼疮(SLE)患者疾病活动性分类算法。方法:我们使用的数据来自2014年10月至2020年8月在单个学术中心登记的SLE患者的前瞻性队列。每次就诊时使用系统性红斑狼疮疾病活动指数2000 (SLEDAI-2K)评估疾病活动,以年平均值作为金标准。评估了三种基于权利要求的算法,包括合并症和药物使用的诊断代码(1)先前建立的模型,包括sle相关合并症、免疫抑制剂和口服糖皮质激素,(2)修改的模型,包括静脉注射糖皮质激素,以及(3)调整的糖皮质激素剂量标准(5mg),以更好地识别轻度至中度疾病。每种算法在轻度疾病活动分类中的表现(定义为SLEDAI-2K)结果:共纳入151例患者。平均年龄34.5±8.7岁,女性占94.7%。平均初始SLEDAI-2K评分为3.6±2.6。识别轻度疾病活动性的PPV范围为75.9% ~ 77.2%,其中算法3的PPV最高。然而,静脉注射糖皮质激素或调整剂量阈值并没有导致进一步的改善。结论:使用诊断和用药代码的基于索赔的算法显示,对SLE轻度疾病活动进行分类的PPV为77.2%。这种方法可能为韩国基于索赔的研究提供一种实用的疾病活动性评估方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
2.30
自引率
5.00%
发文量
39
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信