Proceedings of the ... American Control Conference/Proceedings of the American Control ConferenceBioengineeringPeer-reviewed journal article
Body Fluid Estimation during Standard Ultrafiltration in Chronic Kidney Disease
Abstract
BackgroundEffective management of body fluid volumes and precise ultrafiltration (UF) prescription are critical challenges in treating Chronic Kidney Disease (CKD) patients undergoing hemodialysis (HD). Current fluid estimation techniques rely on fluid infusion or restricted UF protocols, which are difficult to implement consistently in daily clinical practice. ObjectiveThis work aims to evaluate whether current blood concentration measurement techniques can identify fluid and absolute blood volumes during regular HD treatments with standard ultrafiltration (UF) profiles (constant rates). MethodsThe proposed method is independent of any specific hematocrit sensor, UF rate, or volume infusion protocol. It utilizes modeling and prediction algorithms to quantify errors in fluid volume estimations. ResultsThe method was tested on model-generated data from two patients under constant UF profiles. Extracellular (plasma and interstitial) fluid and absolute blood volumes were accurately estimated. In one case, specific blood volume dropped from 65 mL/kg to 61 mL/kg, while in the other, it remained above the critical threshold of 65 mL/kg. ConclusionThis estimation algorithm can be easily integrated into existing HD machines, potentially improving treatment outcomes for CKD patients.
- organism: human
- assay: clinical cohort / trial
- research focus: drug response / drug discovery
- approach: statistical model
- Citations
- 0
- FWCI
- 0.00
- Field percentile
- 28th percentile
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Nonlinear Parameter and State Estimation Approach for Intradialytic Measurement of Absolute Blood Volume
R. Abohtyra, T. Vincent, D. Schneditz·bioRxiv·Aug 12, 2023
- Nonlinear Parameter and State Estimation Approach in End-stage Kidney Disease Patients
R. Abohtyra, T. L. Vincent·bioRxiv·Apr 2, 2022
- Nonlinear Stability Analysis for Artificial Kidney Multi-compartmental Models
R. Abohtyra·bioRxiv·Nov 26, 2020
- A Two-Filter Adaptation to Achieve Hemodiafiltration with Enhanced Performance
- Evaluation of a Functional Portable Hemodialysis Machine, XKIDNEY
Jake K. Lee, Dilara Derya, … Patrick C. Lee·bioRxiv·Oct 25, 2024
- Use of non-invasive intracranial pressure pulse waveform to monitor patients with End-Stage Renal Disease (ESRD)
Cristiane Rickli, Laís Daiene Cosmoski, … José Carlos Rebuglio Vellosa·bioRxiv·Sep 30, 2020