AECOPD-CV Risk Calculator

Predicts the risk of cardiovascular events during hospitalization for acute COPD exacerbation.
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👤 1. Enter Patient Information
Continuous value (mg/dL)
No
Yes
No
Yes
Continuous value
Model calculation uses urea in mg/dL. Optional conversion: mmol/L × 6 = mg/dL.
Continuous value
🛡 2. Results
AECOPD-CV Model (Primary)
Bedside Score (Secondary)
Estimated Risk of CV Event
--%
Model-based probability
0%10%20%30%40%50%+
What this means
Enter values and calculate risk.
Model variables
Age, HF, AF, pH, urea, lactate.
AECOPD-CV Bedside Score
-- / 14
Risk Category
--
--
ScoreRisk LevelApprox. Risk
0–2Low<10%
3–5Intermediate~10–20%
6–8High~20–35%
≥9Very high>35%

Suggested Actions

  • Calculate risk to view suggested actions.
ⓘ About the AECOPD-CV Model
The probability model uses exact continuous values. The bedside score is a simplified derived approximation.

AECOPD-CV Bedside Score Guide

Download PDF

This simplified bedside score is a practical approximation of the AECOPD-CV probability model. It is intended for quick clinical orientation when a calculator is not available. Investigators may download the printable hardcopy questionnaire, complete it at the bedside, and print it for paper-based completion when needed.

Important: The probability model remains the primary validated tool. The bedside score is secondary and approximate.
Variable Criteria Points
Age<80 years0
≥80 years1
History of heart failureNo / Yes0 / 2
History of atrial fibrillationNo / Yes0 / 3
Arterial pH≥7.35 / 7.30–7.34 / <7.300 / 2 / 4
Urea<42 / 42–60 / >60 mg/dL0 / 1 / 2
Lactate<2 / 2–4 / >4 mmol/L0 / 1 / 2

Risk interpretation

Score Risk level Approximate risk Suggested action
0–2Low<10%Standard AECOPD care
3–5Intermediate~10–20%Consider closer monitoring
6–8High~20–35%Cardiac monitoring, ECG/biomarkers
≥9Very high>35%Cardiac monitoring, ECG/biomarkers, early cardiology involvement
The bedside score is not a replacement for the exact probability model. When exact numeric values are available, the calculator tab should be used.

About the AECOPD-CV Model

The AECOPD-CV model estimates the risk of in-hospital cardiovascular events among patients hospitalized for acute exacerbation of chronic obstructive pulmonary disease.

Primary purpose Estimate cardiovascular-event risk during hospitalization for AECOPD.
Preferred output Exact predicted probability generated from the full model equation.
Secondary output Simplified bedside score for rapid clinical orientation.

Model inputs

PredictorTypeUnit / coding
AgeContinuousYears
History of heart failureBinaryNo = 0, Yes = 1
History of atrial fibrillationBinaryNo = 0, Yes = 1
Arterial pHContinuousUnitless
UreaContinuousCalculated internally in mg/dL
LactateContinuousmmol/L
Urea can be entered either as mg/dL or mmol/L. When mmol/L is selected, the calculator converts internally to mg/dL before applying the model.

Clinical interpretation

This calculator is intended for research and educational purposes only and should support, not replace, clinical judgment. Clinical decisions should be made in conjunction with patient assessment, institutional protocols, and specialist evaluation where appropriate. Higher predicted risk may support closer monitoring, ECG/biomarker assessment, and early cardiology involvement when clinically appropriate.

References

This section can be updated after manuscript submission or publication. Suggested reference structure is provided below.

  1. ACRONOS Study. AECOPD-CV model development and validation. Manuscript in preparation.
  2. Collins GS, Dhiman P, Navarro CLA, Ma J, Hooft L, Reitsma JB, et al. TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods. BMJ 2024;385:e078378.
  3. Johnson AEW, Bulgarelli L, Shen L, Gayles A, Shammout A, Horng S, et al. MIMIC-IV, a freely accessible electronic health record dataset. Sci Data 2023;10:1. doi:10.1038/s41597-022-01899-x.
  4. Pollard TJ, Johnson AEW, Raffa JD, Celi LA, Mark RG, Badawi O. The eICU Collaborative Research Database, a freely available multi-center database for critical care research. Sci Data 2018;5:180178. doi:10.1038/sdata.2018.178.
Before public deployment, replace placeholder references with final manuscript and dataset citations.

Contact

Use this section for study contact information, institutional affiliation, and support details.

Study
ACRONOS Study
Acute Exacerbations of COPD and Cardiovascular Events
Contact email
christeloskapatais@hotmail.com (Christelos Kapatais)
stavzaneli@gmail.com (Stavrina Zaneli)
siffisx@gmail.com (Sifis Chatzimichalis)
papaioannouandriana@gmail.com (Andrianna I. Papaioannou)
Institution
1st Department of Respiratory Medicine, Sotiria Hospital, Medical School, National and Kapodistrian University of Athens
Disclaimer
This tool is for clinical research and educational use only.
The calculator does not replace clinical judgment, local protocols, or individualized patient assessment.