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Updated: Sep 11, 2025

A Semi-Automated and Reproducible Biological-Based Method to Quantify Calcium Deposition In Vitro
Published on: June 2, 2022
Development and validation of a nomogram for predicting calcification of arteriovenous access in hemodialysis
Xueying Li1,2, Xiaocui Wang1,2, Bonan Yan1,2
1Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, China.
Insights
A new predictive model using arteriovenous access usage time, hip circumference, and diabetes status can reliably predict vascular calcification in hemodialysis patients. Early risk assessment aids in preserving vascular access functionality.
Area of Science:
- Nephrology
- Vascular Biology
- Medical Diagnostics
Background:
- Vascular calcification in end-stage renal disease (ESRD) patients undergoing hemodialysis (HD) severely compromises vascular access function and longevity.
- Early identification of patients at risk for vascular calcification is crucial for timely interventions to maintain vascular access integrity and dialysis efficacy.
Purpose of the Study:
- To develop and validate a predictive model for arteriovenous (AV) access calcification in hemodialysis patients.
- To create a clinically applicable tool for early risk stratification of vascular calcification.
Main Methods:
- A cross-sectional analysis was conducted using data from 136 hemodialysis patients.
- Risk factors were identified from literature and clinical guidelines.
- A multivariate logistic regression model was developed, and a nomogram was constructed for clinical interpretation.
Main Results:
- A predictive model incorporating arteriovenous access usage time, hip circumference, and diabetes status was developed.
- The model demonstrated reliability and clinical actionability in predicting AV access calcification.
- Validation and subgroup analyses confirmed the model's robust performance.
Conclusions:
- A nomogram-based predictive model offers a simple, cost-effective, and reliable method for early vascular calcification risk assessment in HD patients.
- Monitoring hip circumference is a practical strategy for identifying high-risk individuals, enabling timely interventions to improve vascular access outcomes.
Background:
In patients with end-stage renal disease (ESRD), vascular calcification significantly impairs hemodialysis (HD) vascular access functionality, compromising both dialysis efficacy and long-term patency. Early risk prediction of vascular calcification facilitates timely clinical interventions to preserve vascular access integrity.
Methods:
A cross-sectional analysis was performed. Risk factors for vascular calcification in CKD patients were identified from the literature and Kidney Disease: Improving Global Outcomes guidelines. All variable selection and model training procedures were conducted on the training set. Univariate logistic regression was performed for all candidate variables. A nomogram was then constructed based on the final multivariate logistic model to facilitate clinical interpretation.
Result:
A total of 136 HD patients were included. The predictive model, relying on arteriovenous (AV) access usage time, hip circumference, and diabetes status, is reliable and clinically actionable tool for predicting AV access calcification. Its robust performance across validation and subgroup analyses supports its potential for integration into routine clinical practice.
Conclusion:
This study developed a nomogram-based predictive model for calcification, providing a simple, cost-effective, and reliable tool for early risk assessment. Monitoring hip circumference may serve as a practical approach for identifying high-risk patients, allowing for timely intervention and improved vascular access outcomes.
Related Concept Videos
Hemodialysis I: Introduction
Hemodialysis III: Nursing Management
Hemodialysis II: Procedure and Complications
Chronic Kidney Disease III: Interprofessional Care
Acute Kidney Injury IV: Diagnostic Studies and Prevention
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT

