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Garbelli M, Baro Salvador ME, Rincon Bello A, Samaniego Toro D, Bellocchio F, Fumagalli L, Chermisi M, Apel C, Petrovic J, Kendzia D, Ion Titapiccolo J, Yeung J, Barbieri C, Mari F, Usvyat L, Larkin J, Stuard S, Neri L. Usage of the Anemia Control Model Is Associated with Reduced Hospitalization Risk in Hemodialysis. Biomedicines 2024; 12:2219. [PMID: 39457532 PMCID: PMC11504963 DOI: 10.3390/biomedicines12102219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Revised: 09/25/2024] [Accepted: 09/26/2024] [Indexed: 10/28/2024] Open
Abstract
INTRODUCTION The management of anemia in chronic kidney disease (CKD-An) presents significant challenges for nephrologists due to variable responsiveness to erythropoietin-stimulating agents (ESAs), hemoglobin (Hb) cycling, and multiple clinical factors affecting erythropoiesis. The Anemia Control Model (ACM) is a decision support system designed to personalize anemia treatment, which has shown improvements in achieving Hb targets, reducing ESA doses, and maintaining Hb stability. This study aimed to evaluate the association between ACM-guided anemia management with hospitalizations and survival in a large cohort of hemodialysis patients. METHODS This multi-center, retrospective cohort study evaluated adult hemodialysis patients within the European Fresenius Medical Care NephroCare network from 2014 to 2019. Patients treated according to ACM recommendations were compared to those from centers without ACM. Data on demographics, comorbidities, and dialysis treatment were used to compute a propensity score estimating the likelihood of receiving ACM-guided care. The primary endpoint was hospitalizations during follow-up; the secondary endpoint was survival. A 1:1 propensity score-matched design was used to minimize confounding bias. RESULTS A total of 20,209 eligible patients were considered (reference group: 17,101; ACM adherent group: 3108). Before matching, the mean age was 65.3 ± 14.5 years, with 59.2% men. Propensity score matching resulted in two groups of 1950 patients each. Matched ACM adherent and non-ACM patients showed negligible differences in baseline characteristics. Hospitalization rates were lower in the ACM group both before matching (71.3 vs. 82.6 per 100 person-years, p < 0.001) and after matching (74.3 vs. 86.7 per 100 person-years, p < 0.001). During follow-up, 385 patients died, showing no significant survival benefit for ACM-guided care (hazard ratio = 0.93; p = 0.51). CONCLUSIONS ACM-guided anemia management was associated with a significant reduction in hospitalization risk among hemodialysis patients. These results further support the utility of ACM as a decision-support tool enhancing anemia management in clinical practice.
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Affiliation(s)
- Mario Garbelli
- Clinical Advanced Analytics, Global Medical Office, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy (F.B.)
| | | | | | | | - Francesco Bellocchio
- Clinical Advanced Analytics, Global Medical Office, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy (F.B.)
| | - Luca Fumagalli
- Clinical Advanced Analytics, Global Medical Office, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy (F.B.)
| | - Milena Chermisi
- Clinical Advanced Analytics, Global Medical Office, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy (F.B.)
| | - Christian Apel
- Health Economics and Market Access, Fresenius Medical Care, 61352 Bad Homburg, Germany
| | - Jovana Petrovic
- Health Economics and Market Access, Fresenius Medical Care, 61352 Bad Homburg, Germany
| | - Dana Kendzia
- Health Economics and Market Access, Fresenius Medical Care, 61352 Bad Homburg, Germany
| | - Jasmine Ion Titapiccolo
- Clinical Advanced Analytics, Global Medical Office, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy (F.B.)
| | - Julianna Yeung
- Clinical Advanced Analytics, Global Medical Office, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy (F.B.)
| | - Carlo Barbieri
- Global Digital and Innovation Technology Department, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy
| | - Flavio Mari
- Global Digital and Innovation Technology Department, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy
| | - Len Usvyat
- Clinical Advanced Analytics, Global Medical Office, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy (F.B.)
| | - John Larkin
- Clinical Advanced Analytics, Global Medical Office, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy (F.B.)
| | - Stefano Stuard
- Clinical and Therapeutic Governance EMEA, Medical Affairs, Global Medical Office, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy;
| | - Luca Neri
- Clinical Advanced Analytics, Global Medical Office, Fresenius Medical Care, 26020 Vaiano Cremasco, Italy (F.B.)
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Dias GF, Grobe N, Rogg S, Jörg DJ, Pecoits-Filho R, Moreno-Amaral AN, Kotanko P. The Role of Eryptosis in the Pathogenesis of Renal Anemia: Insights From Basic Research and Mathematical Modeling. Front Cell Dev Biol 2020; 8:598148. [PMID: 33363152 PMCID: PMC7755649 DOI: 10.3389/fcell.2020.598148] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2020] [Accepted: 10/16/2020] [Indexed: 12/17/2022] Open
Abstract
Red blood cells (RBC) are the most abundant cells in the blood. Despite powerful defense systems against chemical and mechanical stressors, their life span is limited to about 120 days in healthy humans and further shortened in patients with kidney failure. Changes in the cell membrane potential and cation permeability trigger a cascade of events that lead to exposure of phosphatidylserine on the outer leaflet of the RBC membrane. The translocation of phosphatidylserine is an important step in a process that eventually results in eryptosis, the programmed death of an RBC. The regulation of eryptosis is complex and involves several cellular pathways, such as the regulation of non-selective cation channels. Increased cytosolic calcium concentration results in scramblase and floppase activation, exposing phosphatidylserine on the cell surface, leading to early clearance of RBCs from the circulation by phagocytic cells. While eryptosis is physiologically meaningful to recycle iron and other RBC constituents in healthy subjects, it is augmented under pathological conditions, such as kidney failure. In chronic kidney disease (CKD) patients, the number of eryptotic RBC is significantly increased, resulting in a shortened RBC life span that further compounds renal anemia. In CKD patients, uremic toxins, oxidative stress, hypoxemia, and inflammation contribute to the increased eryptosis rate. Eryptosis may have an impact on renal anemia, and depending on the degree of shortened RBC life span, the administration of erythropoiesis-stimulating agents is often insufficient to attain desired hemoglobin target levels. The goal of this review is to indicate the importance of eryptosis as a process closely related to life span reduction, aggravating renal anemia.
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Affiliation(s)
- Gabriela Ferreira Dias
- Graduate Program in Health Sciences, Pontifícia Universidade Católica do Paraná, Curitiba, Brazil
- Renal Research Institute, New York, NY, United States
| | - Nadja Grobe
- Renal Research Institute, New York, NY, United States
| | - Sabrina Rogg
- Fresenius Medical Care Deutschland GmbH, Bad Homburg, Germany
| | - David J. Jörg
- Fresenius Medical Care Deutschland GmbH, Bad Homburg, Germany
| | - Roberto Pecoits-Filho
- Graduate Program in Health Sciences, Pontifícia Universidade Católica do Paraná, Curitiba, Brazil
- Arbor Research Collaborative for Health, Ann Arbor, MI, United States
| | | | - Peter Kotanko
- Renal Research Institute, New York, NY, United States
- Icahn School of Medicine at Mount Sinai, New York, NY, United States
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Nguyen LM, Meaney CJ, Rao GG, Panesar M, Krzyzanski W. Application of Reticulocyte-Based Estimation of Red Blood Cell Lifespan in Anemia Management of End-Stage Renal Disease Patients. AAPS JOURNAL 2020; 22:40. [PMID: 32016602 DOI: 10.1208/s12248-020-0424-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Accepted: 01/14/2020] [Indexed: 11/30/2022]
Abstract
Shortened red blood cell (RBC) lifespan is one of the major factors contributing to anemia in end-stage renal disease (ESRD) patients and should be taken into account in anemia management protocols. In this study, we aimed to estimate RBC lifespan and the source of between-subject variability in ESRD patients. The resulting individual parameters (empirical Bayes estimates) were used to predict hemoglobin concentrations 2 weeks in advance. The reticulocyte-based estimation of RBC lifespan (REBEL) and the population modeling of RBC count data were used. A total of 120 blood samples collected biweekly over 10 weeks in 24 patients receiving maintenance doses of recombinant human erythropoietin (rHuEPO) subcutaneously were included in this analysis. Typical RBC lifespan was estimated to be 63.3 days. RBC lifespan was found to increase with erythroferrone, a recently identified hormone participating in iron metabolism. Approximately, a 10% increase in plasma erythroferrone was associated with a 5% increase in RBC lifespan. In addition, RBC lifespan was 18.7% shorter in females compared with males. Out of 24 subjects, 16 had hemoglobin concentrations predicted within 95% prediction intervals. The median absolute prediction error was 15.9% (interquartile range, 9.5 to 24.7%). We demonstrated that REBEL coupled with the population modeling technique can be used effectively to estimate RBC lifespan. Then, individual parameters can be used to predict future hemoglobin concentrations in ESRD patients.
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Affiliation(s)
- Ly Minh Nguyen
- Department of Pharmaceutical Sciences, The State University of New York at Buffalo, 370 Pharmacy Building, Buffalo, New York, 14214, USA
| | - Calvin J Meaney
- Department of Pharmacy Practice, The State University of New York at Buffalo, Buffalo, New York, USA
| | - Gauri G Rao
- Division of Pharmacotherapy and Experimental Therapeutics, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Mandip Panesar
- Erie County Medical Center, Regional Center of Excellence for Transplantation and Kidney Care, Buffalo, New York, USA
| | - Wojciech Krzyzanski
- Department of Pharmaceutical Sciences, The State University of New York at Buffalo, 370 Pharmacy Building, Buffalo, New York, 14214, USA.
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Daimon S. Shortened red cell life span as a factor of anemia of mild inflammation in hemodialysis patients. Ther Apher Dial 2020; 24:742-744. [PMID: 32003527 DOI: 10.1111/1744-9987.13483] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2019] [Revised: 01/17/2020] [Accepted: 01/27/2020] [Indexed: 11/29/2022]
Affiliation(s)
- Shoichiro Daimon
- Department of Nephrology, Daimon Clinic for Internal Medicine, Nephrology and Dialysis, Nonoichi, Japan
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Kawai T, Kusano Y, Yamada K, Ueda C, Kawai A, Masaki T. Long-term maintenance of hemoglobin levels in hemodialysis patients treated with bi-weekly epoetin beta pegol switched from darbepoetin alfa: a single-center, 12-month observational study in Japan. J Artif Organs 2018; 22:146-153. [PMID: 30426250 DOI: 10.1007/s10047-018-1080-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2018] [Accepted: 10/27/2018] [Indexed: 11/26/2022]
Abstract
Recent evidence on maintenance administration of epoetin beta pegol, a continuous erythropoiesis receptor activator (CERA), in dialysis patients shows the clinical benefit of bi-weekly administration (Q2W) in improving hematopoiesis and iron use efficiency. We undertook a single-center observational study of 33 Japanese maintenance dialysis patients, whose anemia had been kept stable through weekly administration (Q1W) of darbepoetin (DA), to evaluate the effectiveness of CERA Q2W switched from DA in maintaining hemoglobin (Hb) levels over a 12-month period. The target Hb level was 10.0-12.0 g/dL. Throughout the 12-month period, the mean Hb was stably maintained at 10.5-10.8 g/dL, 69.7-87.9% of the patients achieving the target Hb level. The mean CERA dose was within the range of 62.9-78.8 µg/2 weeks. The average CERA dose adjustment frequency after switching was low at 0.42-0.67 times/3 months. In both subgroups stratified by the DA dose prior to the switch, Hb levels were kept stable during CERA administration; however, in the low-dose group (10-20 µg/week of DA), the CERA and iron doses decreased over time, whereas in the high-dose group (30-60 µg/week of DA) they remained unchanged. CERA Q2W achieved long-term successful anemia management in Japanese maintenance dialysis patients after switching from DA Q1W. CERA dose was adjusted based on an overall consideration of past changes in Hb levels, erythropoiesis-stimulating agent and iron doses. Subgroup analysis showed the CERA dose in the low-dose group decreased continuously, due possibly to a long-term improvement in iron use efficiency.
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Affiliation(s)
- Toru Kawai
- Chuou Naika Clinic, 1-4-58 Hiroekimae, Kure, Hiroshima, Japan.
| | - Yoshie Kusano
- Chuou Naika Clinic, 1-4-58 Hiroekimae, Kure, Hiroshima, Japan
| | - Kyouko Yamada
- Chuou Naika Clinic, 1-4-58 Hiroekimae, Kure, Hiroshima, Japan
| | - Chikako Ueda
- Chuou Naika Clinic, 1-4-58 Hiroekimae, Kure, Hiroshima, Japan
| | - Atsushi Kawai
- Chuou Naika Clinic, 1-4-58 Hiroekimae, Kure, Hiroshima, Japan
| | - Takao Masaki
- Department of Nephrology, Hiroshima University Hospital, Hiroshima, Japan.
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Erythrocyte Alterations and Increased Cardiovascular Risk in Chronic Renal Failure. Nephrourol Mon 2017. [DOI: 10.5812/numonthly.45866] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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Abstract
Anemia is one of the main comorbidities related to chronic kidney disease (CKD). Until the advent of erythropoiesis stimulating agents (ESA), endogenous erythropoietin deficiency has been thought to be the main culprit of anemia in CKD patients. The use of ESAs has shed new light on the physiology of CKD anemia, where iron homeostasis plays an increasingly important role. Disorders of iron homeostasis occurring in CKD turn the anemia management in those patients into a complex multifactorial therapeutic task, where ESA and Iron dose must be properly balanced to achieve the desired outcome without exposing the patients to the risk of serious adverse events. This review covers diagnostic markers traditionally used for quantifying iron status in CKD patients, such as serum ferritin and transferrin saturation, new ones, such as reticulocyte hemoglobin content and percent hypochromic red cells (HRC), as well as experimental ones, such as hepcidin and soluble transferrin receptor (sTfR). Each marker is presented in terms of their diagnostic performance, followed by biological and analytical variability data. Advantages and disadvantages of each marker are briefly discussed. Although serum ferritin and transferrin saturation are easily available, they exhibit large biological variability and require caution when used for diagnosing iron status in CKD patients. Reticulocyte hemoglobin content and the percentage of HRC are more powerful, but their widespread use is hampered by the issue of sample stability in storage. sTfR and hepcidin show promise, but require further investigation as well as the development of standardized, low-cost assay platforms.
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Affiliation(s)
- Adam E Gaweda
- Department of Medicine, University of Louisville, Louisville, Kentucky, USA
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Daimon S, Nuka H, Kitada K, Suzuki Y, Kim F, Kawano M. Influence of continuous erythropoietin receptor activator (CERA) administration intervals on erythropoietic effect in hemodialysis patients. RENAL REPLACEMENT THERAPY 2016. [DOI: 10.1186/s41100-016-0071-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
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Hara K, Mizutani Y, Kodera H, Miyake M, Yasuda Y, Ohara S. Successful creation of an anemia management algorithm for hemodialysis patients. Int J Nephrol Renovasc Dis 2015; 8:65-75. [PMID: 26150734 PMCID: PMC4484653 DOI: 10.2147/ijnrd.s80723] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
INTRODUCTION Several anemia guidelines for hemodialysis patients have recommended a target hemoglobin (Hb) range of 10-12 g/dL. However, maintaining Hb values continuously within a narrow target has been difficult, and there has been no generally accepted anemia management algorithm for hemodialysis patients. METHODS In our study, we created an anemia management algorithm that considers the length of erythrocyte lifetimes, focuses on the combination of erythropoiesis-stimulating agent management and iron administration, and prevents iron deficiency and overload. Our algorithm established a target Hb range of 10-12 g/dL. RESULTS We evaluated our algorithm in 49 patients for 6 months. The mean Hb values were approximately 11 g/dL during our study period. The percentage of patients in the target Hb range of 10-12 g/dL increased from 77.6% (38 of 49) at baseline to 85.7% (42 of 49) at 4-6 months. Throughout monthly regular blood tests during 1-6 months after we introduced our algorithm, Hb values remained within the target range in 55.1% (27 of 49) of patients. The standard deviation of Hb values significantly decreased at 5 and 6 months (P=0.013 and P=0.047, respectively; 1 g/dL at 0 month, 0.7 g/dL at 5 months, and 0.7 g/dL at 6 months). Our algorithm also succeeded in suppressing cumulative doses of iron (≤800 mg) and decreasing the ferritin values significantly (P=0.011). There were no significant differences in erythropoiesis-stimulating agent doses between 0 and 6 months (P=0.357). CONCLUSION Our anemia management algorithm successfully increased the number of patients in the target Hb range, significantly decreased the Hb standard deviation, suppressed cumulative doses of iron, and decreased ferritin values. These results suggest a better prognosis for hemodialysis patients. Further studies are required to evaluate our algorithm.
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Affiliation(s)
- Kazuhiro Hara
- Department of Nephrology, Yokkaichi Social Insurance Hospital, Yokkaichi, Mie Prefecture, Japan
| | - Yasuhide Mizutani
- Department of Nephrology, Yokkaichi Social Insurance Hospital, Yokkaichi, Mie Prefecture, Japan
| | - Hitoshi Kodera
- Department of Nephrology, Yokkaichi Social Insurance Hospital, Yokkaichi, Mie Prefecture, Japan
| | - Masato Miyake
- Department of Nephrology, Yokkaichi Social Insurance Hospital, Yokkaichi, Mie Prefecture, Japan
| | - Yoshiki Yasuda
- Department of Nephrology, Yokkaichi Social Insurance Hospital, Yokkaichi, Mie Prefecture, Japan
| | - Sanae Ohara
- Department of Nephrology, Yokkaichi Social Insurance Hospital, Yokkaichi, Mie Prefecture, Japan
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Barbieri C, Mari F, Stopper A, Gatti E, Escandell-Montero P, Martínez-Martínez JM, Martín-Guerrero JD. A new machine learning approach for predicting the response to anemia treatment in a large cohort of End Stage Renal Disease patients undergoing dialysis. Comput Biol Med 2015; 61:56-61. [DOI: 10.1016/j.compbiomed.2015.03.019] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2014] [Revised: 02/18/2015] [Accepted: 03/16/2015] [Indexed: 11/24/2022]
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Gillespie IA, Macdougall IC, Richards S, Jones V, Marcelli D, Froissart M, Eckardt KU. Factors precipitating erythropoiesis-stimulating agent responsiveness in a European haemodialysis cohort: case-crossover study. Pharmacoepidemiol Drug Saf 2015; 24:414-26. [PMID: 25690434 PMCID: PMC5024014 DOI: 10.1002/pds.3755] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2014] [Revised: 12/01/2014] [Accepted: 12/18/2014] [Indexed: 01/05/2023]
Abstract
Purpose Hyporesponsiveness to erythropoiesis‐stimulating agents (ESAs) is clinically and economically important in the treatment of anaemia in chronic kidney disease (CKD) patients. Previous studies focused on baseline predictors of ESA hyporesponsiveness, rather than factors associated with the transition to this state. Reversibility of ESA hyporesponsiveness has also not been studied previously. Methods Case‐crossover methodology was applied to a cohort of 6645 European CKD patients undergoing haemodialysis and prescribed ESAs. Ninety‐day ESA exposure periods were defined, haemoglobin (Hb) response was calculated using the last 30 days of one period and the first 30 days of the next, and periods were classified based on a median ESA dose (80.8 IU/kg/week) and a 10 g/dL Hb threshold. Clinical, dialysis and laboratory data from patients' first hyporesponsive ‘case’ period was compared with the preceding responsive ‘control’ period using conditional logistic regression. A similar approach was applied to hyporesponsiveness reversal. Results Of the patients, 672 experienced hyporesponsiveness periods with preceding responsive periods; 711 reversed to normality from hyporesponsiveness periods. Transition to hyporesponsiveness was associated with hospitalization, vascular access changes or worsening inflammation, with these factors accounting for over two‐thirds of transitions. Findings were largely insensitive to alternative ESA doses and Hb thresholds. Continued hospitalization, catheter insertion and uncontrolled secondary hyperparathyroidism were associated with a lack of regain of responsiveness. Conclusions Transition to hyporesponsiveness is linked to the development of conditions such as hospitalization events, vascular access issues or episodes of systemic inflammation. However, a third of hyporesponsive episodes remain unexplained. © 2015 The Authors. Pharmacoepidemiology and Drug Safety published by John Wiley & Sons Ltd.
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Affiliation(s)
- Iain A Gillespie
- Center for Observational Research (CfOR), Amgen Ltd, Uxbridge, UK
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12
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Escandell-Montero P, Chermisi M, Martínez-Martínez JM, Gómez-Sanchis J, Barbieri C, Soria-Olivas E, Mari F, Vila-Francés J, Stopper A, Gatti E, Martín-Guerrero JD. Optimization of anemia treatment in hemodialysis patients via reinforcement learning. Artif Intell Med 2014; 62:47-60. [PMID: 25091172 DOI: 10.1016/j.artmed.2014.07.004] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2013] [Revised: 06/23/2014] [Accepted: 07/11/2014] [Indexed: 10/25/2022]
Abstract
OBJECTIVE Anemia is a frequent comorbidity in hemodialysis patients that can be successfully treated by administering erythropoiesis-stimulating agents (ESAs). ESAs dosing is currently based on clinical protocols that often do not account for the high inter- and intra-individual variability in the patient's response. As a result, the hemoglobin level of some patients oscillates around the target range, which is associated with multiple risks and side-effects. This work proposes a methodology based on reinforcement learning (RL) to optimize ESA therapy. METHODS RL is a data-driven approach for solving sequential decision-making problems that are formulated as Markov decision processes (MDPs). Computing optimal drug administration strategies for chronic diseases is a sequential decision-making problem in which the goal is to find the best sequence of drug doses. MDPs are particularly suitable for modeling these problems due to their ability to capture the uncertainty associated with the outcome of the treatment and the stochastic nature of the underlying process. The RL algorithm employed in the proposed methodology is fitted Q iteration, which stands out for its ability to make an efficient use of data. RESULTS The experiments reported here are based on a computational model that describes the effect of ESAs on the hemoglobin level. The performance of the proposed method is evaluated and compared with the well-known Q-learning algorithm and with a standard protocol. Simulation results show that the performance of Q-learning is substantially lower than FQI and the protocol. When comparing FQI and the protocol, FQI achieves an increment of 27.6% in the proportion of patients that are within the targeted range of hemoglobin during the period of treatment. In addition, the quantity of drug needed is reduced by 5.13%, which indicates a more efficient use of ESAs. CONCLUSION Although prospective validation is required, promising results demonstrate the potential of RL to become an alternative to current protocols.
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Affiliation(s)
- Pablo Escandell-Montero
- Intelligent Data Analysis Laboratory, University of Valencia, Av. de la Universidad, s/n, 46100 Burjassot (Valencia), Spain.
| | - Milena Chermisi
- Healthcare and Business Advanced Modeling, Fresenius Medical Care, Else-Kröner-Strasse 1, 61352 Bad Homburg, Germany
| | - José M Martínez-Martínez
- Intelligent Data Analysis Laboratory, University of Valencia, Av. de la Universidad, s/n, 46100 Burjassot (Valencia), Spain
| | - Juan Gómez-Sanchis
- Intelligent Data Analysis Laboratory, University of Valencia, Av. de la Universidad, s/n, 46100 Burjassot (Valencia), Spain
| | - Carlo Barbieri
- Healthcare and Business Advanced Modeling, Fresenius Medical Care, Else-Kröner-Strasse 1, 61352 Bad Homburg, Germany
| | - Emilio Soria-Olivas
- Intelligent Data Analysis Laboratory, University of Valencia, Av. de la Universidad, s/n, 46100 Burjassot (Valencia), Spain
| | - Flavio Mari
- Healthcare and Business Advanced Modeling, Fresenius Medical Care, Else-Kröner-Strasse 1, 61352 Bad Homburg, Germany
| | - Joan Vila-Francés
- Intelligent Data Analysis Laboratory, University of Valencia, Av. de la Universidad, s/n, 46100 Burjassot (Valencia), Spain
| | - Andrea Stopper
- Healthcare and Business Advanced Modeling, Fresenius Medical Care, Else-Kröner-Strasse 1, 61352 Bad Homburg, Germany
| | - Emanuele Gatti
- Healthcare and Business Advanced Modeling, Fresenius Medical Care, Else-Kröner-Strasse 1, 61352 Bad Homburg, Germany; Centre for Biomedical Technology at Danube, University of Krems, Dr.-Karl-Dorrek-Strasse 30, 3500 Krems, Austria
| | - José D Martín-Guerrero
- Intelligent Data Analysis Laboratory, University of Valencia, Av. de la Universidad, s/n, 46100 Burjassot (Valencia), Spain
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Krzyzanski W, Brier ME, Creed TM, Gaweda AE. Reticulocyte-based estimation of red blood cell lifespan. Exp Hematol 2013; 41:817-22. [PMID: 23711405 DOI: 10.1016/j.exphem.2013.05.001] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2013] [Revised: 05/07/2013] [Accepted: 05/13/2013] [Indexed: 10/26/2022]
Abstract
We introduce a new, minimally invasive laboratory technique called reticulocyte-based estimation of lifespan (REBEL) of erythrocytes in humans. Its major advantage over existing techniques is its applicability to patients with both changing and steady-state erythropoiesis status. The feasibility of REBEL was tested in five patients with hemodialysis-dependent end-stage renal disease. The RNA degradation half-life was first determined for each subject on day 1 by flow cytometry measurement of the decay rate of thiazole orange stain. Reticulocyte age distribution was then measured from residual RNA content weekly for 2 months to estimate the RBC production rate time course. Mean RBC lifespan per subject was estimated by fitting the integrated RBC production rate over time to the measured RBC count and optimizing the integration limits. The mean reticulocyte RNA half-life was 0.71 ± 0.11 days. The small coefficient of variation (15.6%) indicated that the degradation rate of RNA did not vary substantially between subjects. The mean RBC lifespan (TRBC = 76.6 ± 23.8 days) was comparable to the reported values for this patient population.
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Affiliation(s)
- Wojciech Krzyzanski
- Department of Pharmaceutical Sciences, University at Buffalo, Buffalo, NY 14214, USA.
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The Validation of a New Visual Anaemia Evaluation Tool HemoHue HH1 in Patients with End-Stage Renal Disease. Anemia 2013; 2013:424076. [PMID: 23653858 PMCID: PMC3638682 DOI: 10.1155/2013/424076] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2012] [Revised: 01/22/2013] [Accepted: 03/01/2013] [Indexed: 11/17/2022] Open
Abstract
In chronic haemodialysis patients, anaemia is a frequent finding associated with high therapeutic costs and further expenses resulting from serial laboratory measurements. HemoHue HH1, HemoHue Ltd, is a novel tool consisting of a visual scale for the noninvasive assessment of anaemia by matching the coloration of the conjunctiva with a calibrated hue scale. The aim of the study was to investigate the usefulness of HemoHue in estimating individual haemoglobin concentrations and binary treatment outcomes in haemodialysis patients. A prospective blinded study with 80 hemodialysis patients comparing the visual haemoglobin assessment with the standard laboratory measurement was performed. Each patient's haemoglobin concentration was estimated by seven different medical and nonmedical observers with variable degrees of clinical experience on two different occasions. The estimated population mean was close to the measured one (11.06 ± 1.67 versus 11.32 ± 1.23 g/dL, P < 0.0005). A learning effect could be detected. Relative errors in individual estimates reached, however, up to 50%. Insufficient performance in predicting binary outcomes (ROC AUC: 0.72 to 0.78) and poor interrater reliability (Kappa < 0.6) further characterised this method.
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Lines SW, Lindley EJ, Tattersall JE, Wright MJ. A predictive algorithm for the management of anaemia in haemodialysis patients based on ESA pharmacodynamics: better results for less work. Nephrol Dial Transplant 2011; 27:2425-9. [DOI: 10.1093/ndt/gfr706] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Doshi S, Chow A, Pérez Ruixo JJ. Exposure-response modeling of darbepoetin alfa in anemic patients with chronic kidney disease not receiving dialysis. J Clin Pharmacol 2011; 50:75S-90S. [PMID: 20881221 DOI: 10.1177/0091270010377201] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
A population pharmacokinetic and pharmacodynamic model (PK/PD) of darbepoetin alfa following intravenous (IV) or subcutaneous (SC) administration in participants with chronic kidney disease (CKD) was developed. Darbepoetin alfa concentrations from 96 CKD participants, who received IV or SC darbepoetin alfa, and Hgb concentration from 332 CKD participants not on dialysis, who received SC doses of darbepoetin alfa, were used to develop the PK/PD model. An open 2-compartment model with sequential zero- and first-order absorption was used to characterize darbepoetin alfa pharmacokinetics. Darbepoetin alfa was assumed to trigger concentration-dependent stimulation of production of progenitor cells of red blood cells (RBCs) in bone marrow, which become red blood cells and died after life span expiration. Model evaluation was performed through nonparametric bootstrap and posterior predictive checks. Absolute bioavailability, total mean absorption time, clearance, and volume of distribution were estimated to be 44%, 52 h, 3.4 L/d/70 kg, and 5.9 L/70 kg, respectively. The estimates of drug potency, efficacy, and RBC life span were 0.41 ng/mL, 64%, and 77 days, respectively. Pharmacokinetic or pharmacodynamic parameters of darbepoetin alfa were not affected by age and sex. The qualified model supports the use of darbepoetin alfa administered biweekly (SC) in CKD patients for anemia correction and monthly (SC) for hemoglobin maintenance. In addition, the model is deemed appropriate to conduct simulations to support dose selection for additional clinical studies.
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Affiliation(s)
- Sameer Doshi
- Pharmacokinetics and Drug Metabolism, Amgen, Inc, Thousand Oaks, California, USA
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Kiss Z, Kulcsár I, Kiss I. [Hemoglobin variability in chronic renal failure patients]. Orv Hetil 2008; 149:1925-34. [PMID: 18842510 DOI: 10.1556/oh.2008.28471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
In recent years, the question of hemoglobin (Hb) stability in patients with chronic renal failure has attracted the interest of medical experts. One of the most important reasons behind this interest is that maintaining the hemoglobin level within the new narrower target range is highly challenging in clinical practice. According to the results available from observational trials, instability of inter-patient hemoglobin levels may be associated with increased morbidity and mortality. To clarify the questions and answers related to this topic and to prepare an updated summary, we reviewed the scientific literature. With the help of the PubMed portal, the incidence, clinical importance, and reasons of Hb variability were summarized according to the available scientific literature. Hb variability is affected by multiple factors which are connected to the general condition of the patient as well as medical interventions and treatments. Also the fluctuation of serum Hb level is a physiological process and is a healthy sign of the capability of the normal human body to adapt. The characteristics and extent of Hb variability vary in patients with chronic renal failure and this topic requires further clinical research. More precise studies are needed in order to explore the differences in possible Hb variability as well as the change in variability caused by particular treatment methods. Finally, based on the available data, the results of future research, and on board scientific consensus, in a strategy for treatment of renal anemia, we should take into account the questions related to Hb stability and variability.
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Affiliation(s)
- Zoltán Kiss
- Amgen Kft. Orvostudományi Osztály Budapest Szabadság tér 7. 1054.
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