Suppr超能文献

使用行政数据验证用于识别因酒精性肝炎住院患者的编码算法。

Validation of coding algorithms for the identification of patients hospitalized for alcoholic hepatitis using administrative data.

作者信息

Pang Jack X Q, Ross Erin, Borman Meredith A, Zimmer Scott, Kaplan Gilaad G, Heitman Steven J, Swain Mark G, Burak Kelly W, Quan Hude, Myers Robert P

机构信息

Liver Unit, Division of Gastroenterology and Hepatology, University of Calgary, Calgary, AB, Canada.

Department of Community Health Sciences, University of Calgary, Calgary, AB, Canada.

出版信息

BMC Gastroenterol. 2015 Sep 11;15:116. doi: 10.1186/s12876-015-0348-5.

Abstract

BACKGROUND

Epidemiologic studies of alcoholic hepatitis (AH) have been hindered by the lack of a validated International Classification of Disease (ICD) coding algorithm for use with administrative data. Our objective was to validate coding algorithms for AH using a hospitalization database.

METHODS

The Hospital Discharge Abstract Database (DAD) was used to identify consecutive adults (≥18 years) hospitalized in the Calgary region with a diagnosis code for AH (ICD-10, K70.1) between 01/2008 and 08/2012. Medical records were reviewed to confirm the diagnosis of AH, defined as a history of heavy alcohol consumption, elevated AST and/or ALT (<300 U/L), serum bilirubin >34 μmol/L, and elevated INR. Subgroup analyses were performed according to the diagnosis field in which the code was recorded (primary vs. secondary) and AH severity. Algorithms that incorporated ICD-10 codes for cirrhosis and its complications were also examined.

RESULTS

Of 228 potential AH cases, 122 patients had confirmed AH, corresponding to a positive predictive value (PPV) of 54% (95% CI 47-60%). PPV improved when AH was the primary versus a secondary diagnosis (67% vs. 21%; P < 0.001). Algorithms that included diagnosis codes for ascites (PPV 75%; 95% CI 63-86%), cirrhosis (PPV 60%; 47-73%), and gastrointestinal hemorrhage (PPV 62%; 51-73%) had improved performance, however, the prevalence of these diagnoses in confirmed AH cases was low (29-39%).

CONCLUSIONS

In conclusion the low PPV of the diagnosis code for AH suggests that caution is necessary if this hospitalization database is used in large-scale epidemiologic studies of this condition.

摘要

背景

由于缺乏用于行政数据的经过验证的国际疾病分类(ICD)编码算法,酒精性肝炎(AH)的流行病学研究受到了阻碍。我们的目标是使用住院数据库验证AH的编码算法。

方法

利用医院出院摘要数据库(DAD)识别2008年1月至2012年8月期间在卡尔加里地区住院的连续成年患者(≥18岁),其诊断代码为AH(ICD-10,K70.1)。审查病历以确认AH的诊断,定义为有大量饮酒史、AST和/或ALT升高(<300 U/L)、血清胆红素>34 μmol/L以及INR升高。根据记录代码的诊断字段(主要诊断与次要诊断)和AH严重程度进行亚组分析。还检查了纳入肝硬化及其并发症的ICD-10代码的算法。

结果

在228例潜在的AH病例中,122例患者确诊为AH,阳性预测值(PPV)为54%(95%可信区间47-60%)。当AH为主要诊断而非次要诊断时,PPV有所提高(67%对21%;P<0.001)。包含腹水诊断代码(PPV 75%;95%可信区间63-86%)、肝硬化(PPV 60%;47-73%)和胃肠道出血(PPV 62%;51-73%)的算法性能有所改善,然而,这些诊断在确诊的AH病例中的患病率较低(29-39%)。

结论

总之,AH诊断代码的低PPV表明,如果在这种疾病的大规模流行病学研究中使用该住院数据库,必须谨慎。

相似文献

2
Algorithms to Identify Alcoholic Hepatitis Hospitalizations in Patients with Cirrhosis.
Dig Dis Sci. 2022 Sep;67(9):4395-4402. doi: 10.1007/s10620-021-07321-7. Epub 2022 Jan 13.
4
Coding algorithms for identifying patients with cirrhosis and hepatitis B or C virus using administrative data.
Pharmacoepidemiol Drug Saf. 2015 Jan;24(1):107-11. doi: 10.1002/pds.3721. Epub 2014 Oct 21.
5
Underestimation of Liver Transplantation for Alcoholic Hepatitis in the National Transplant Database.
Liver Transpl. 2019 May;25(5):706-711. doi: 10.1002/lt.25448. Epub 2019 Mar 29.
6
Prognosis of treated severe alcoholic hepatitis in patients with gastrointestinal bleeding.
J Hepatol. 2015 Apr;62(4):816-21. doi: 10.1016/j.jhep.2014.11.003. Epub 2014 Nov 11.
8
Impact of the COVID-19 Pandemic on Hospitalizations for Alcoholic Hepatitis or Cirrhosis in Alberta, Canada.
Clin Gastroenterol Hepatol. 2022 May;20(5):e1170-e1179. doi: 10.1016/j.cgh.2021.10.030. Epub 2021 Oct 26.
9
Chiari malformation Type I surgery in pediatric patients. Part 1: validation of an ICD-9-CM code search algorithm.
J Neurosurg Pediatr. 2016 May;17(5):519-24. doi: 10.3171/2015.10.PEDS15370. Epub 2016 Jan 22.
10
Validity of diagnostic codes and laboratory measurements to identify patients with idiopathic acute liver injury in a hospital database.
Pharmacoepidemiol Drug Saf. 2016 Mar;25 Suppl 1:21-8. doi: 10.1002/pds.3824. Epub 2015 Jul 5.

引用本文的文献

1
Alcohol-Associated Liver Disease Mortality.
JAMA Netw Open. 2025 Jun 2;8(6):e2514857. doi: 10.1001/jamanetworkopen.2025.14857.
5
Emergency services utilization by patients with alcohol-associated hepatitis: An analysis of national trends.
Alcohol Clin Exp Res (Hoboken). 2024 Jan;48(1):98-109. doi: 10.1111/acer.15223. Epub 2024 Jan 9.
6
Alcohol consumption and the risk of liver disease: a nationwide, population-based study.
Front Med (Lausanne). 2023 Nov 28;10:1290266. doi: 10.3389/fmed.2023.1290266. eCollection 2023.
7
The Association Between Homelessness and Key Liver-Related Outcomes in Veterans With Cirrhosis.
Am J Gastroenterol. 2024 Feb 1;119(2):297-305. doi: 10.14309/ajg.0000000000002535. Epub 2023 Oct 27.
10

本文引用的文献

1
2
Validity of myocardial infarction diagnoses in administrative databases: a systematic review.
PLoS One. 2014 Mar 28;9(3):e92286. doi: 10.1371/journal.pone.0092286. eCollection 2014.
3
4
Development and validation of an algorithm to identify patients newly diagnosed with HIV infection from electronic health records.
AIDS Res Hum Retroviruses. 2014 Jul;30(7):626-33. doi: 10.1089/AID.2013.0287. Epub 2014 Mar 20.
5
A histologic scoring system for prognosis of patients with alcoholic hepatitis.
Gastroenterology. 2014 May;146(5):1231-9.e1-6. doi: 10.1053/j.gastro.2014.01.018. Epub 2014 Jan 15.
6
Accuracy of ICD-9-CM codes in identifying infections of pneumonia and herpes simplex virus in administrative data.
Ann Epidemiol. 2013 May;23(5):291-3. doi: 10.1016/j.annepidem.2013.02.005. Epub 2013 Mar 22.
7
Decreasing colectomy rates for ulcerative colitis: a population-based time trend study.
Am J Gastroenterol. 2012 Dec;107(12):1879-87. doi: 10.1038/ajg.2012.333. Epub 2012 Nov 20.
8
Validation of a coding algorithm to identify patients with hepatocellular carcinoma in an administrative database.
Pharmacoepidemiol Drug Saf. 2013 Jan;22(1):103-7. doi: 10.1002/pds.3367. Epub 2012 Nov 4.
9
Use of administrative claims data for identifying patients with cirrhosis.
J Clin Gastroenterol. 2013 May-Jun;47(5):e50-4. doi: 10.1097/MCG.0b013e3182688d2f.
10
Postoperative complications following colectomy for ulcerative colitis: a validation study.
BMC Gastroenterol. 2012 Apr 27;12:39. doi: 10.1186/1471-230X-12-39.

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