Validation of Acute Pancreatitis Among Adults in an Integrated Healthcare System
- PMID: 36007092
- DOI: 10.1097/EDE.0000000000001541
Validation of Acute Pancreatitis Among Adults in an Integrated Healthcare System
Abstract
Background: Acute pancreatitis is a serious gastrointestinal disease that is an important target for drug safety surveillance. Little is known about the accuracy of ICD-10 codes for acute pancreatitis in the United States, or their performance in specific clinical settings. We conducted a validation study to assess the accuracy of acute pancreatitis ICD-10 diagnosis codes in inpatient, emergency department (ED), and outpatient settings.
Methods: We reviewed electronic medical records for encounters with acute pancreatitis diagnosis codes in an integrated healthcare system from October 2015 to December 2019. Trained abstractors and physician adjudicators determined whether events met criteria for acute pancreatitis.
Results: Out of 1,844 eligible events, we randomly sampled 300 for review. Across all clinical settings, 182 events met validation criteria for an overall positive predictive value (PPV) of 61% (95% confidence intervals [CI] = 55, 66). The PPV was 87% (95% CI = 79, 92%) for inpatient codes, but only 45% for ED (95% CI = 35, 54%) and outpatient (95% CI = 34, 55%) codes. ED and outpatient encounters accounted for 43% of validated events. Acute pancreatitis codes from any encounter type with lipase >3 times the upper limit of normal had a PPV of 92% (95% CI = 86, 95%) and identified 85% of validated events (95% CI = 79, 89%), while codes with lipase <3 times the upper limit of normal had a PPV of only 22% (95% CI = 16, 30%).
Conclusions: These results suggest that ICD-10 codes accurately identified acute pancreatitis in the inpatient setting, but not in the ED and outpatient settings. Laboratory data substantially improved algorithm performance.
Copyright © 2022 Wolters Kluwer Health, Inc. All rights reserved.
Similar articles
-
Identification and Validation of Anaphylaxis Using Electronic Health Data in a Population-based Setting.Epidemiology. 2021 May 1;32(3):439-443. doi: 10.1097/EDE.0000000000001330. Epidemiology. 2021. PMID: 33591057
-
Development and validation of case-finding algorithms to identify acute pancreatitis in the Veterans Health Administration.Pharmacoepidemiol Drug Saf. 2022 Dec;31(12):1294-1299. doi: 10.1002/pds.5549. Epub 2022 Oct 20. Pharmacoepidemiol Drug Saf. 2022. PMID: 36222554 Free PMC article.
-
Administrative codes inaccurately identify recurrent venous thromboembolism: The CVRN VTE study.Thromb Res. 2020 May;189:112-118. doi: 10.1016/j.thromres.2020.02.023. Epub 2020 Mar 5. Thromb Res. 2020. PMID: 32199174 Free PMC article.
-
Performance of International Classification of Disease-10 codes in detecting emergency department patients with opioid misuse.Addiction. 2024 Apr;119(4):766-771. doi: 10.1111/add.16394. Epub 2023 Nov 27. Addiction. 2024. PMID: 38011858 Free PMC article.
-
The Use of International Classification of Diseases Codes to Identify Patients with Pancreatitis: A Systematic Review and Meta-analysis of Diagnostic Accuracy Studies.Clin Transl Gastroenterol. 2018 Oct 4;9(10):191. doi: 10.1038/s41424-018-0060-1. Clin Transl Gastroenterol. 2018. PMID: 30287807 Free PMC article.
Cited by
-
Interleukins: pathophysiological role in acute pancreatitis.Arch Med Sci. 2024 Jan 31;20(1):138-156. doi: 10.5114/aoms/178183. eCollection 2024. Arch Med Sci. 2024. PMID: 38414463 Free PMC article.
-
Impact of comorbidities on hospital mortality in patients with acute pancreatitis: a population-based study of 110,021 patients.BMC Gastroenterol. 2023 Mar 23;23(1):81. doi: 10.1186/s12876-023-02730-6. BMC Gastroenterol. 2023. PMID: 36949385 Free PMC article.
-
A general framework for developing computable clinical phenotype algorithms.J Am Med Inform Assoc. 2024 Aug 1;31(8):1785-1796. doi: 10.1093/jamia/ocae121. J Am Med Inform Assoc. 2024. PMID: 38748991 Free PMC article.
References
-
- Xiao AY, Tan ML, Wu LM, et al. Global incidence and mortality of pancreatic diseases: a systematic review, meta-analysis, and meta-regression of population-based cohort studies. Lancet Gastroenterol Hepatol. 2016;1:45–55.
-
- Boxhoorn L, Voermans RP, Bouwense SA, et al. Acute pancreatitis. Lancet. 2020;396:726–734.
-
- Simons-Linares CR, Elkhouly MA, Salazar MJ. Drug-induced acute pancreatitis in adults: an update. Pancreas. 2019;48:1263–1273.
-
- Singh S, Chang HY, Richards TM, et al. Glucagonlike peptide 1-based therapies and risk of hospitalization for acute pancreatitis in type 2 diabetes mellitus: a population-based matched case-control study. JAMA Intern Med. 2013;173:534–539.
-
- Giorda CB, Sacerdote C, Nada E, et al. Incretin-based therapies and acute pancreatitis risk: a systematic review and meta-analysis of observational studies. Endocrine. 2015;48:461–471.
Publication types
MeSH terms
Substances
LinkOut - more resources
Full Text Sources
Medical
Miscellaneous