Performance of a multi-biomarker panel for prediction of cardiovascular event in patients with chronic kidney disease
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Updated: Aug 26, 2025

Assessment of Vascular Function in Patients With Chronic Kidney Disease
Published on: June 16, 2014
Reza Mohebi1, Roland van Kimmenade2, Cian P McCarthy1
1Massachusetts General Hospital, Boston, MA, United States of America; Harvard Medical School, Boston, MA, United States of America.
Insights
A new biomarker panel can identify patients with chronic kidney disease (CKD) at high risk for cardiovascular events (CVE) before coronary catheterization. This tool aids in personalized risk assessment for better patient outcomes.
Area of Science:
- Cardiology
- Nephrology
- Biomarker Discovery
Background:
- Patients with chronic kidney disease (CKD) face elevated risks of cardiovascular events (CVE) following coronary catheterization.
- Pre-procedure biomarker assessment may help identify high-risk individuals.
Purpose of the Study:
- To develop and validate a prognostic algorithm using machine learning and targeted proteomics to predict CVE in CKD patients undergoing coronary catheterization.
Main Methods:
- A sub-study (CASABLANCA) analyzed 927 CKD patients followed for two years post-coronary catheterization.
- Four biomarkers (kidney injury molecule-1, NT-proBNP, osteopontin, TIMP-1) were integrated into a machine learning model.
- The algorithm stratified patients into higher and lower risk groups for CVE based on optimized cutoffs.
Main Results:
- During follow-up, 74 CVE occurred, with higher rates in advanced CKD stages (33.8% in stage 3-5 vs. 13.5% in stage 1-2).
- The prognostic algorithm demonstrated good predictive performance (C-statistic 0.77) and calibration.
- Patients identified as higher risk showed significantly increased hazard ratios for CVE across CKD stages.
Conclusions:
- A pre-procedure panel of four biomarkers can effectively stratify CVE risk in CKD patients.
- This approach supports individualized risk assessment and clinical decision-making for CKD patients undergoing coronary catheterization.
Background:
Patients with chronic kidney disease (CKD) undergoing coronary catheterization are at increased risk of cardiovascular events (CVE). Measuring biomarkers before the procedure may guide clinicians in identifying patients at higher risk of future cardiovascular events.
Methods:
In this sub-study the Catheter Sampled Blood Archive in Cardiovascular Diseases (CASABLANCA), 927 patients underwent coronary catheterization and were followed up for two years. Using machine learning algorithm and targeted proteomics from samples of patients with CKD, 4 biomarkers (kidney injury molecule-1, N-terminal pro B-type natriuretic peptide, osteopontin, and tissue inhibitor of metalloproteinase-1) were integrated into a prognostic algorithm to predict CVE. Results from the panel are expressed in a graded fashion (CVE higher risk and lower risk) using a data-driven cutoff optimized for balanced sensitivity and specificity.
Results:
During the 2-year follow-up, 74 CVE were ascertained. 51 (rate: 51/378 = 13.5%) events occurred in stage 1-2 CKD and 23 (rate: 23/68 = 33.8%) events occurred in stage 3-5 CKD. The C-statistic for predicting 2-years cardiovascular events in all 446 patients was 0.77 (0.72, 0.82). The model was well-calibrated (Hosmer-Lemeshow test p-value >0.40). Considering patients at CVE lower-risk within each CKD staging group as a reference, the hazard ratio (95% confidence interval) of cardiovascular events was 2.82 (1.53, 5.22) for CKD stage 1-2/CVE higher-risk, and 8.32 (1.12, 61.76) for CKD stage 3-5/CVE higher-risk.
Conclusion:
Measuring biomarker panel prior to coronary catheterization may be useful to individualize CVE risk assessment among patients with CKD.
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