Related Experiment Video
Updated: Apr 13, 2026

Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
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.
Objective:
Atherosclerotic cardiovascular diseases (ASCVD) are the commonest cause of death. Peripheral artery disease (PAD) is an ASCVD that significantly increases risk of death and reduces quality of life; however, characterization of its consequences is limited because it requires manual adjudication of major adverse cardiovascular events (MACEs) and major adverse limb events (MALEs). Hence, we developed and validated a system to quantify MACE and MALE using administrative data.
Methods:
In a multihospital single health care system (2016-2023), we identified adult index vascular surgery clinic visits for PAD. We randomly sampled the patients for clinical adjudication of their electronic health record (EHR) data to identify long-term MACE (myocardial infarct, nontraumatic stroke, cardiac death) and MALE (major revascularization, amputation). We achieved consensus through a modified Delphi process with three rounds of EHR review by five experts, generating the gold standard diagnosis. We compared the accuracy of hospitalization diagnosis (International Classification of Diseases) and/or procedure (Current Procedural Terminology) codes to the EHR review gold standard diagnoses. Testing parameters identified the optimal administrative coding strategies when compared to the gold standard diagnoses. The predictive increment was measured by net reclassification indices (NRI).
Results:
We included 620 patients (mean age, 70 ± 12 years; 40% female; 89% White race; 16% frail). Throughout long-term follow-up (median, 2.7 years; interquartile range, 1.3-4.7 years), clinical adjudication identified 13% MACE and 22% MALE. Administrative strategies yielded similar rates for MACE and MALE. For MACE, diagnosis-only codes optimized identification with an F1 score of 60.3% and 0.55 Mathews Correlation Coefficient. For MALE, procedure-only codes optimized identification with an F1 score of 95.2% F1 score and Matthews correlation coefficient of 0.94. The NRI was 33% for MACE and 2% for MALE.
Conclusions:
Administrative codes can accurately identify ASCVD outcomes among patients with PAD. MACE identification is inferior to MALE identification, but optimized with International Classification of Diseases codes only, driven by limitations in positive predictive value and NRI. MALE identification, which is limited to procedure-based events, is optimized with Current Procedural Terminology codes alone, with minimal false negatives.
More Related Videos
07:25Predicting Amputation using Local Circulating Mononuclear Progenitor Cells in Angioplasty-treated Patients with Critical Limb Ischemia
Published on: September 22, 2020
05:16Cutoff Value of Phase Angle by Bioelectrical Impedance Analysis at Admission as a Prognostic Factor in Patients with Acute Heart Failure
Published on: June 10, 2025
Related Concept Videos
Peripheral Arterial Disease II: Clinical Manifestations and Diagnostic Evaluation
Pharmacovigilance
This process, termed pharmacovigilance, aims to detect, evaluate, and minimize harmful effects related to medication use. The data collection for pharmacovigilance depends on spontaneous reporting systems, where healthcare professionals or patients voluntarily report suspected ADRs.
In some cases, there...
Assessment of the Cardiovascular System I: Subjective Data
Initial Enquiry
Ask the patient about their primary concern and thoroughly explore all reported symptoms.
Medical History
Investigate past illnesses affecting the cardiovascular system, such as angina, anemia, rheumatic fever, congenital heart disease, stroke, thrombophlebitis, dysrhythmias, varicosities
Inquire about symptoms...
Cardiovascular Drugs: Classification based on Therapeutic Indications
Pre-Procedural Guidelines for Assessing Blood Pressure
Peripheral Artery Disease V: Postoperative Nursing Management