Suppr超能文献

日本医院理赔数据中炎症性肠病诊断算法的有效性。

Validity of Diagnostic Algorithms for Inflammatory Bowel Disease in Japanese Hospital Claims Data.

机构信息

Division of Gastroenterology, Tohoku University Graduate School of Medicine, 1-1 Seiryo, Aoba, Sendai 980-8574, Japan.

Division of Preventive Medicine and Epidemiology, Tohoku Medical Megabank Organization, Tohoku University, Sendai 980-8573, Japan.

出版信息

Int J Environ Res Public Health. 2022 Jun 28;19(13):7933. doi: 10.3390/ijerph19137933.

Abstract

Inflammatory bowel disease (IBD) diagnoses are increasing in Japan. Some patients have symptoms that are difficult to control, and further research on IBD is needed. Claims databases, which have a large sample size, can be useful for IBD research. However, it is unclear whether the International Classification of Diseases, Tenth Revision (ICD-10) codes alone can correctly identify IBD. We aimed to develop algorithms to identify IBD in claims databases. We used claims data from the Department of Gastroenterology, Tohoku University Hospital from 1 January 2016 to 31 December 2020. We developed 11 algorithms by combining the ICD-10 code, prescription drug, and workup information. We had access to the database which contains all the information for Crohn's disease and ulcerative colitis patients who visited our department, and we used it as the gold standard. We calculated sensitivity, specificity, positive predictive value (PPV), and negative predictive value for each algorithm. We enrolled 19,384 patients, and among them, 1012 IBD patients were identified in the gold standard database. Among 11 algorithms, Algorithm 4 (ICD-10 code and ≥1 prescription drugs) showed a strong performance (PPV, 94.8%; sensitivity, 75.6%). The combination of an ICD-10 code and prescription drugs may be useful for identifying IBD among claims data.

摘要

在日本,炎症性肠病(IBD)的诊断数量正在增加。一些患者的症状难以控制,因此需要对 IBD 进行进一步的研究。包含大量样本的理赔数据库可用于 IBD 研究。然而,仅使用国际疾病分类第十版(ICD-10)代码是否能正确识别 IBD 尚不清楚。我们旨在开发一种算法,以便在理赔数据库中识别 IBD。我们使用了 2016 年 1 月 1 日至 2020 年 12 月 31 日期间来自东北大学医院消化内科的理赔数据。我们通过结合 ICD-10 代码、处方药和检查信息开发了 11 种算法。我们可以访问包含所有来我们科室就诊的克罗恩病和溃疡性结肠炎患者信息的数据库,并将其作为金标准。我们为每种算法计算了敏感性、特异性、阳性预测值(PPV)和阴性预测值。我们共纳入了 19384 名患者,其中在金标准数据库中确定了 1012 名 IBD 患者。在 11 种算法中,算法 4(ICD-10 代码和≥1 种处方药)表现出较强的性能(PPV,94.8%;敏感性,75.6%)。ICD-10 代码和处方药的组合可能有助于从理赔数据中识别 IBD。

相似文献

1
Validity of Diagnostic Algorithms for Inflammatory Bowel Disease in Japanese Hospital Claims Data.
Int J Environ Res Public Health. 2022 Jun 28;19(13):7933. doi: 10.3390/ijerph19137933.
3
Development of algorithms for identifying patients with Crohn's disease in the Japanese health insurance claims database.
PLoS One. 2021 Oct 13;16(10):e0258537. doi: 10.1371/journal.pone.0258537. eCollection 2021.
8
The use of ICD codes to identify IBD subtypes and phenotypes of the Montreal classification in the Swedish National Patient Register.
Scand J Gastroenterol. 2020 Apr;55(4):430-435. doi: 10.1080/00365521.2020.1740778. Epub 2020 May 6.

引用本文的文献

1
Evolving Trends in Pediatric Inflammatory Bowel Disease Management in Japan: A Decade of Nationwide Data.
JGH Open. 2025 May 14;9(5):e70175. doi: 10.1002/jgh3.70175. eCollection 2025 May.
2
Predictive value of serum markers for mucosal healing in patients with inflammatory bowel disease.
Am J Transl Res. 2024 Aug 15;16(8):3723-3732. doi: 10.62347/LXBG8588. eCollection 2024.
4
5
Prevalence and Treatment Patterns of Inflammatory Bowel Disease in the All of Us Research Program.
Inflamm Bowel Dis. 2024 Aug 1;30(8):1426-1429. doi: 10.1093/ibd/izad170.

本文引用的文献

1
Development of algorithms for identifying patients with Crohn's disease in the Japanese health insurance claims database.
PLoS One. 2021 Oct 13;16(10):e0258537. doi: 10.1371/journal.pone.0258537. eCollection 2021.
2
Hypersensitivity reactions to biologicals: An EAACI position paper.
Allergy. 2022 Jan;77(1):39-54. doi: 10.1111/all.14984. Epub 2021 Jul 10.
3
Risk of Inflammatory Bowel Disease Following Appendectomy in Adulthood.
Front Med (Lausanne). 2021 Jun 2;8:661752. doi: 10.3389/fmed.2021.661752. eCollection 2021.
5
Multicenter survey on mesalamine intolerance in patients with ulcerative colitis.
J Gastroenterol Hepatol. 2021 Jan;36(1):137-143. doi: 10.1111/jgh.15138. Epub 2020 Jun 27.
6
Pregnancy outcomes in women with inflammatory bowel disease: a 10-year nationwide population-based cohort study.
Aliment Pharmacol Ther. 2020 May;51(9):861-869. doi: 10.1111/apt.15654. Epub 2020 Apr 7.
8
A review of the diagnosis, prevention, and treatment methods of inflammatory bowel disease.
J Med Life. 2019 Apr-Jun;12(2):113-122. doi: 10.25122/jml-2018-0075.
9
The culprit of mesalamine intolerance: case series and literature review.
BMC Gastroenterol. 2019 Jul 31;19(1):138. doi: 10.1186/s12876-019-1049-2.
10
Estimated prevalence of ulcerative colitis and Crohn's disease in Japan in 2014: an analysis of a nationwide survey.
J Gastroenterol. 2019 Dec;54(12):1070-1077. doi: 10.1007/s00535-019-01603-8. Epub 2019 Jul 15.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验