Literature DB >> 22254256

Simplification of an erythropoiesis model for design of anemia management protocols in end stage renal disease.

B Nichols1, R P Shrestha, J Horowitz, C V Hollot, M J Germain, A E Gaweda, Y Chait.   

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.

Entities:  

Mesh:

Substances:

Year:  2011        PMID: 22254256      PMCID: PMC4118774          DOI: 10.1109/IEMBS.2011.6089902

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  10 in total

1.  Individualization of pharmacological anemia management using reinforcement learning.

Authors:  Adam E Gaweda; Mehmet K Muezzinoglu; George R Aronoff; Alfred A Jacobs; Jacek M Zurada; Michael E Brier
Journal:  Neural Netw       Date:  2005 Jun-Jul

2.  Pharmacodynamic models for agents that alter production of natural cells with various distributions of lifespans.

Authors:  Wojciech Krzyzanski; Sukyung Woo; William J Jusko
Journal:  J Pharmacokinet Pharmacodyn       Date:  2006-03-25       Impact factor: 2.745

3.  Erythropoiesis-stimulating agents--time for a reevaluation.

Authors:  Ellis F Unger; Aliza M Thompson; Melanie J Blank; Robert Temple
Journal:  N Engl J Med       Date:  2010-01-06       Impact factor: 91.245

4.  Determining optimum hemoglobin sampling for anemia management from every-treatment data.

Authors:  Adam E Gaweda; Brian H Nathanson; Alfred A Jacobs; George R Aronoff; Michael J Germain; Michael E Brier
Journal:  Clin J Am Soc Nephrol       Date:  2010-07-29       Impact factor: 8.237

Review 5.  Red blood cell lifespan, erythropoiesis and hemoglobin control.

Authors:  Anja Kruse; Dominik E Uehlinger; Frank Gotch; Peter Kotanko; Nathan W Levin
Journal:  Contrib Nephrol       Date:  2008       Impact factor: 1.580

6.  Model predictive control of erythropoietin administration in the anemia of ESRD.

Authors:  Adam E Gaweda; Alfred A Jacobs; George R Aronoff; Michael E Brier
Journal:  Am J Kidney Dis       Date:  2008-01       Impact factor: 8.860

7.  Crosstalk between Iron Metabolism and Erythropoiesis.

Authors:  Huihui Li; Yelena Z Ginzburg
Journal:  Adv Hematol       Date:  2010-06-10

8.  Pharmacokinetic and pharmacodynamic modeling of recombinant human erythropoietin after single and multiple doses in healthy volunteers.

Authors:  Rohini Ramakrishnan; Wing K Cheung; Mary C Wacholtz; Neil Minton; William J Jusko
Journal:  J Clin Pharmacol       Date:  2004-09       Impact factor: 3.126

9.  A pharmacodynamic model of erythropoietin therapy for uremic anemia.

Authors:  D E Uehlinger; F A Gotch; L B Sheiner
Journal:  Clin Pharmacol Ther       Date:  1992-01       Impact factor: 6.875

Review 10.  Mathematical modeling of erythropoietin therapy in uremic anemia. Does it improve cost-effectiveness?

Authors:  R Bellazzi; C Siviero; R Bellazzi
Journal:  Haematologica       Date:  1994 Mar-Apr       Impact factor: 9.941

  10 in total
  4 in total

1.  Solution and implementation of distributed lifespan models.

Authors:  Gilbert Koch; Johannes Schropp
Journal:  J Pharmacokinet Pharmacodyn       Date:  2013-11-01       Impact factor: 2.745

Review 2.  Iron dosing in kidney disease: inconsistency of evidence and clinical practice.

Authors:  Adam E Gaweda; Yelena Z Ginzburg; Yossi Chait; Michael J Germain; George R Aronoff; Eliezer Rachmilewitz
Journal:  Nephrol Dial Transplant       Date:  2014-05-12       Impact factor: 5.992

3.  Optimal EPO dosing in hemodialysis patients using a non-linear model predictive control approach.

Authors:  S Rogg; D H Fuertinger; S Volkwein; F Kappel; P Kotanko
Journal:  J Math Biol       Date:  2019-10-19       Impact factor: 2.259

4.  Haemoglobin variability and all-cause mortality in haemodialysis patients: A systematic review and meta-analysis.

Authors:  Lingfei Zhao; Chenxia Hu; Jun Cheng; Ping Zhang; Hua Jiang; Jianghua Chen
Journal:  Nephrology (Carlton)       Date:  2019-02-28       Impact factor: 2.506

  4 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.