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Individualization of Ultrafiltration in Hemodialysis
- Source :
- IEEE Trans Biomed Eng
- Publication Year :
- 2019
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2019.
-
Abstract
- OBJECTIVES: There are approximately 660,000 end-stage renal disease (ESRD) patients in the USA, with hemodialysis (HD) the primary form of treatment. High ultrafiltration rates (UFRs) are associated with intradialytic hypotension, a complication associated with adverse clinical outcomes including mortality. Individualized UFR profiles could reduce the incidence of intradialytic hypotension. METHODS: The patient’s fluid dynamics during HD is described by a nonlinear model comprising intravascular and interstitial pools, whose parameters are given by the patient’s estimated nominal parameter values with uncertainty ranges; the output measurement is hematocrit. We design UFR profiles that minimize the maximal UFR needed to remove a prescribed volume of fluid within a set time, with hematocrit not exceeding a specified time-varying critical profile. RESULTS: We present a novel approach to designing individualized UFR profiles, and give theoretical results guaranteeing that the system remains within a pre-defined physiologically plausible region and does not exceed a specified time-invariant critical hematocrit level for all parameters in the uncertainty ranges. We test the performance of our design using a real patient data example. The designed UFR maintains the system below a time-varying critical hematocrit profile in the example. CONCLUSION: Theoretical results and simulations show that our designed UFR profiles can remove the target amount of fluid in a given time period while keeping the hematocrit below a specified critical profile. SIGNIFICANCE: Individualization of UFR profiles is now feasible using current HD technology and may reduce the incidence of intradialytic hypotension.
- Subjects :
- medicine.medical_specialty
medicine.medical_treatment
0206 medical engineering
Biomedical Engineering
Ultrafiltration
02 engineering and technology
Hematocrit
Article
Renal Dialysis
Internal medicine
medicine
Humans
Precision Medicine
medicine.diagnostic_test
business.industry
Patient data
020601 biomedical engineering
Nonlinear Dynamics
Nonlinear model
Cardiology
Kidney Failure, Chronic
Hemodialysis
Intradialytic hypotension
business
Algorithms
Subjects
Details
- ISSN :
- 15582531 and 00189294
- Volume :
- 66
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Biomedical Engineering
- Accession number :
- edsair.doi.dedup.....dc37a8ab679d3984dfe3bb3c0e381027