DocumentCode
2461982
Title
Simplification of an erythropoiesis model for design of anemia management protocols in end stage renal disease
Author
Nichols, B ; Shrestha, RP ; Horowitz, J ; Hollot, CV ; Germain, MJ ; Gaweda, AE ; Chait, Y
Author_Institution
(MIE, MIE, Math, ECE, MIE) Departments, UMass, Amherst, MA, 01003, USA
fYear
2011
fDate
Aug. 30 2011-Sept. 3 2011
Firstpage
83
Lastpage
86
Abstract
Many end stage renal disease (ESRD) patients suffer from anemia due to insufficient endogenous production of erythropoietin (EPO). The discovery of recombinant human EPO (rHuEPO) over 30 years ago has shifted the treatment of anemia for patients on dialysis from blood transfusions to rHuEPO therapy. Many anemia management protocols (AMPs) used by clinicians comprise a set of experience-based rules for weekly-to-monthly titration of rHuEPO doses based on hemoglobin (Hgb) measurements. In order to facilitate the design of an AMP based on formal control design methods, we present a physiologically-relevant erythropoiesis model, and show that its nonlinear dynamics can be approximated using a static nonlinearity, a step that greatly simplifies AMP design. We demonstrate applicability of our results using clinical data.
Keywords
Data models; Iron; Mathematical model; Medical treatment; Physiology; Production; Solid modeling; Anemia; Computer Simulation; Drug Therapy, Computer-Assisted; Erythropoiesis; Erythropoietin; Hemoglobins; Humans; Kidney Failure, Chronic; Models, Biological; Treatment Outcome;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location
Boston, MA
ISSN
1557-170X
Print_ISBN
978-1-4244-4121-1
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/IEMBS.2011.6089902
Filename
6089902
Link To Document