Diagnostic accuracy of the international classification of disease “I26” code to detect acute pulmonary embolism in a surveillance network
Jeffrey A. Kline, Jesse O. Wrenn, Mazin F. Alam, Alexis N. Drinkhorn, Conner D. Slotnick, Fawas Shaman, Christopher E. Conn, Steven J. Korzeniewski, Christopher Kabrhel

TL;DR
This study evaluates how well the ICD-10 code I26 can detect acute pulmonary embolism in emergency departments using electronic medical records.
Contribution
The study demonstrates the diagnostic accuracy of the I26 code for real-time surveillance of pulmonary embolism in a large ED network.
Findings
The I26 code had high specificity (99.7%) but modest sensitivity (50.9%) for detecting acute pulmonary embolism.
The I26 code showed high likelihood ratio positive (191) for detecting pulmonary embolism in emergency departments.
The I26 code holds promise for low-latency surveillance of venous thromboembolism in the U.S.
Abstract
Emergency departments (EDs) offer a unique platform for a surveillance network for acute pulmonary embolism (PE) using International Classification of Disease (ICD-10) codes extracted from electronic medical records. Test the diagnostic accuracy of the I26 "leader" ICD-10 code for the detection of PE in near real-time in a large, ED-based surveillance network. Standardized structured language queries were deployed at 91 hospitals to extract data, including ICD-10 codes, on a weekly basis from electronic medical records on ED patients with acute respiratory complaints. We used 2 methods for coding computed tomography pulmonary angiogram (CTPA) reports to derive a criterion or gold standard for PE diagnosis: (1) research associates were trained to interpret the CTPA reports, and (2) a validated Regular Expression computer program was used to interpret PE on CTPA reports. These 2 methods…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Click any figure to enlarge with its caption.
Figure 1Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsVenous Thromboembolism Diagnosis and Management · Acute Ischemic Stroke Management
