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Development and validation of a risk score to prioritize patients for evaluation of access stenosis
Brad C Astor1, Kim Hirschman2, John Kennedy2
1Department of Medicine, Division of Nephrology, University of Wisconsin-Madison School of Medicine and Public Health, Madison, Wisconsin, USA.
Insights
A new risk score using Vasc-Alert data can predict the need for interventions in hemodialysis access, helping to preserve function. This score aids in identifying patients requiring early evaluation and treatment for access flow dysfunction.
Area of Science:
- Nephrology
- Vascular Surgery
- Biomedical Engineering
Background:
- Access flow dysfunction, often linked to stenosis, is a frequent complication in hemodialysis access, potentially leading to thrombosis.
- Early identification of accesses needing evaluation is crucial for maintaining access patency.
- The Vasc-Alert surveillance device offers potential for predicting interventions.
Purpose of the Study:
- To develop and validate a risk score using Vasc-Alert surveillance data to predict subsequent interventions in hemodialysis access.
- To assess the score's effectiveness in patients with arteriovenous fistulae (AVF) and arteriovenous grafts (AVG).
Main Methods:
- A risk score was developed using measurements from five factors over 28 days from 1.46 million hemodialysis treatments (6163 patients).
- The score's association with interventions within the subsequent 60 days was analyzed.
- Validation was performed on a separate dataset of 298,620 treatments (2641 patients).
Main Results:
- Interventions were significantly more common in patients with the highest risk score compared to the lowest for both AVF (36.2% vs. 11.0%) and AVG (43.2% vs. 21.1%).
- The score demonstrated excellent agreement for AVF (OR=2.67) and good agreement for AVG (OR=1.92) in validation datasets.
Conclusions:
- A straightforward risk score derived from surveillance data can effectively predict the need for interventions in hemodialysis access.
- This score can assist in prioritizing patients for physical examination and timely referral for intervention, thereby preserving access function.
Background:
Access flow dysfunction, often associated with stenosis, is a common problem in hemodialysis access and may result in progression to thrombosis. Timely identification of accesses in need of evaluation is critical to preserving a functioning access. We hypothesized that a risk score using measurements obtained from the Vasc-Alert surveillance device could be used to predict subsequent interventions.
Methods:
Measurement of five factors over the preceding 28 days from 1.46 million hemodialysis treatments (6163 patients) were used to develop a score associated with interventions over the subsequent 60 days. The score was validated in a separate dataset of 298,620 treatments (2641 patients).
Results:
Interventions in arteriovenous fistulae (AVF; n = 4125) were much more common in those with the highest score (36.2%) than in those with the lowest score (11.0). The score also was strongly associated with interventions in patients with an arteriovenous graft (AVG; n = 2,038; 43.2% vs. 21.1%). There was excellent agreement in the Validation datasets for AVF (OR = 2.67 comparing the highest to lowest score) and good agreement for AVG (OR = 1.92).
Conclusions:
This simple risk score based on surveillance data may be useful for prioritizing patients for physical examination and potentially early referral for intervention.
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