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Updated: Aug 19, 2026

A Semi-Automated and Reproducible Biological-Based Method to Quantify Calcium Deposition In Vitro
Published on: June 2, 2022
Modeling the implications of changes in vascular calcification in patients on hemodialysis
Krista F Huybrechts1, J Jaime Caro, Gérard M London
1Caro Research Institute, 336 Baker Avenue, Concord, MA 01742, USA. khuybrechts@caroresearch.com
Insights
New risk equations quantify cardiovascular event risk in hemodialysis patients based on vascular calcification. This helps assess the impact of phosphate binders on long-term outcomes.
Area of Science:
- Nephrology
- Cardiology
- Clinical Epidemiology
Background:
- Sevelamer slowed coronary calcification progression in hemodialysis patients compared to calcium-based binders.
- Understanding the cardiovascular event implications of this effect requires risk prediction equations.
Purpose of the Study:
- To develop and validate risk equations for cardiovascular events in hemodialysis patients using vascular calcification scores.
- To quantify the relationship between arterial calcification and cardiovascular risk.
Main Methods:
- Developed an equation to estimate electron-beam tomography (EBT)-based calcification scores from ultrasonography data.
- Utilized survival and Cox proportional hazards analyses on data from 179 hemodialysis patients over 4 years.
- Controlled for biochemical values, patient characteristics, and cardiovascular events.
Main Results:
- Identified calcification score, diabetes, C-reactive protein (CRP), diastolic blood pressure, gender, smoking, and hypertension as independent predictors of cardiovascular risk.
- A calcification score of 600 increased event risk by 44% and a score of 1000 more than doubled the risk, relative to a score below 400.
- Mean age was 54 years, dialysis vintage 70 months, with a 32% event rate during 49 months of follow-up.
Conclusions:
- Developed equations quantify the long-term clinical consequences of phosphate binders' impact on vascular calcification.
- These equations are crucial for cost-effectiveness analyses when considering phosphate binder therapy.
- Facilitates prediction of cardiovascular events in hemodialysis patients based on calcification burden.
Background:
The Treat-to-Goal Study found that sevelamer slowed the progression of coronary calcification in patients on hemodialysis compared to calcium-based phosphate binders. To understand the implications of this effect for cardiovascular events, risk equations are needed.
Methods:
Data on 179 patients on hemodialysis treated at one center in France included biochemical values during the year prior to study entry, patient characteristics, and cardiovascular events over an average of 4 years. As arterial calcification was evaluated ultrasonographically and quantified using a 0 to 4 score, an equation relating this to the electron-beam tomography (EBT)-based calcification score used in the trial was developed and applied to all patients. The estimated scores were then used in survival and Cox proportional hazards analyses of cardiovascular events in relation to the degree of calcification, controlling for other characteristics.
Results:
Mean age at inclusion was 54 years, dialysis vintage 70 months, average follow-up 49 months; 32% suffered an event. The calcification score, diabetes, C-reactive protein (CRP), diastolic blood pressure, gender, smoking and hypertension are independent predictors of cardiovascular risk. The resulting equation indicates that, relative to a calcification score below 400, the risk of an initial event increases 44% for a score of 600, and more than doubles for a score of 1000.
Conclusion:
In the absence of long-term follow-up studies, these equations permit quantification of the expected long-term clinical consequences of the impact of various phosphate binders on vascular calcification. Together with resource use and cost information, these equations are key inputs for formal cost-effectiveness analyses.
Related Concept Videos
Hemodialysis I: Introduction
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT
Skeleton and Calcium Homeostasis

