Optimizing identification of major adverse limb and cardiovascular events among adults with peripheral artery disease

Hasan Nassereldine1, Samantha Syme2, Neha Shetty2

  • 1Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA.

Insights

Administrative data accurately identify major adverse cardiovascular (MACE) and limb events (MALE) in peripheral artery disease (PAD) patients. Limb events are identified more reliably than cardiac events using this method.

Area of Science:

  • Cardiology
  • Vascular Surgery
  • Health Informatics

Background:

  • Atherosclerotic cardiovascular diseases (ASCVD) are a leading cause of mortality.
  • Peripheral artery disease (PAD) significantly elevates ASCVD risk and impacts quality of life.
  • Accurate characterization of PAD outcomes is hindered by manual adjudication of major adverse cardiovascular (MACE) and limb events (MALE).

Purpose of the Study:

  • To develop and validate a system for quantifying MACE and MALE using administrative data in PAD patients.
  • To compare the accuracy of administrative coding strategies against a gold standard derived from expert EHR review.
  • To identify optimal administrative coding methods for MACE and MALE detection.

Main Methods:

  • A retrospective study of 620 adult PAD patients from a multi-hospital system (2016-2023).
  • Random sampling for clinical adjudication of electronic health records (EHR) to establish gold standard diagnoses for MACE and MALE.
  • Comparison of International Clinical Diagnosis (ICD) and Current Procedural Terminology (CPT) codes against the gold standard, with analysis of predictive increment using net reclassification indices (NRI).

Main Results:

  • Long-term follow-up (median 2.7 years) revealed 13% MACE and 22% MALE via clinical adjudication.
  • Administrative strategies achieved comparable rates for MACE and MALE.
  • Diagnosis-only codes optimized MACE identification (F1 score 60.3%), while procedure-only codes optimized MALE identification (F1 score 95.2%).

Conclusions:

  • Administrative codes provide an accurate method for identifying ASCVD outcomes in PAD patients.
  • MALE identification using procedure codes (CPT) is highly accurate with few false negatives.
  • MACE identification using diagnosis codes (ICD) is less accurate than MALE identification, with limitations in positive predictive value and NRI.
Abstract

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