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
fDate :
Aug. 30 2011-Sept. 3 2011
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;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6089902