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Ponchia PI, Ahmed R, Farag M, Alkhalil M. Antiplatelet Therapy in End-stage Renal Disease Patients on Maintenance Dialysis: a State-of-the-art Review. Cardiovasc Drugs Ther 2023; 37:975-987. [PMID: 35867319 DOI: 10.1007/s10557-022-07366-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/06/2022] [Indexed: 11/03/2022]
Abstract
Patients with end-stage renal disease (ESRD) on maintenance dialysis have an increased risk of ischaemic events, such as recurrent myocardial infarction (MI) and stroke. Potent antiplatelet therapy may help mitigate this risk. Nonetheless, ERSD patients are also at increased risk of bleeding due to their complex vascular milieu, which limits the routine use of potent P2Y12 inhibitors. Moreover, these patients are often underrepresented or excluded from major clinical trials leaving a significant gap in existing knowledge. Understanding the mechanisms of this paradox may serve as a benchmark for the development of ESRD trials. The present review aims to provide an overview of the pathophysiological nature of increased bleeding and ischaemic risks in ERSD patients as well as summarize available evidence of antiplatelet use and propose new concepts to guide physicians in selecting appropriate drug regimes for this high-risk cohort.
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Affiliation(s)
| | | | - Mohamed Farag
- Hammersmith Hospital, Imperial College Healthcare NHS Trust, London, UK
| | - Mohammad Alkhalil
- Hammersmith Hospital, Imperial College Healthcare NHS Trust, London, UK.
- Translational and Clinical Research Institute, Newcastle University, Newcastle-upon-Tyne, NE7 7DN, UK.
- Department of Cardiothoracic Services, Freeman Hospital, Freeman Road, Newcastle-upon-Tyne, NE7 7DN, UK.
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Jain N, Corken A, Arthur JM, Ware J, Arulprakash N, Dai J, Phadnis MA, Davis O, Rahmatallah Y, Mehta JL, Hedayati SS, Smyth S. Ticagrelor inhibits platelet aggregation and reduces inflammatory burden more than clopidogrel in patients with stages 4 or 5 chronic kidney disease. Vascul Pharmacol 2023; 148:107143. [PMID: 36682595 PMCID: PMC9998358 DOI: 10.1016/j.vph.2023.107143] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Revised: 12/27/2022] [Accepted: 01/17/2023] [Indexed: 01/21/2023]
Abstract
BACKGROUND No study has compared pharmacologic properties of ticagrelor and clopidogrel in non-dialysis patients with stage 4-5 chronic kidney disease (CKD). METHODS We conducted a double-blind RCT to compare effects of ticagrelor and clopidogrel in 48 CKD, with the primary outcome of ADP-induced platelet aggregation (WBPA) after 2 weeks of DAPT. In a parallel arm, we compared effects of 2 weeks of ticagrelor plus aspirin on mean changes in WBPA and markers of thromboinflammation among non-CKD controls (n = 26) with that of CKD in the ticagrelor-arm. RESULTS Average age of CKD was 53.7 years, with 62% women, 54% African American, and 42% with stage 5 CKD. Ticagrelor generated statistically lower WBPA values post treatment [median 0 Ω (IQR 0, 2)] vs. clopidogrel [median 0 Ω (IQR 0, 5)] (P = 0.002); percent inhibition of WBPA was greater (87 ± 22% vs. 63 ± 50%; P = 0.04; and plasma IL-6 levels were much lower (8.42 ± 1.73 pg/ml vs. 18.48 ± 26.56 pg/ml; P = 0.04). No differences in mean changes in WBPA between CKD-ticagrelor and control groups were observed. Ticagrelor- DAPT reduced levels of IL-1α and IL-1β in CKD-ticagrelor and control groups, attenuated lowering of TNFα and TRAIL levels in CKD-ticagrelor (vs controls), and had global changes in correlation between various cytokines in a subgroup of CKD-ticagrelor subjects not on statins (n = 10). Peak/trough levels of ticagrelor/metabolite were not different between CKD-ticagrelor and control groups. CONCLUSIONS We report significant differences in platelet aggregation and anti-inflammatory properties between ticagrelor- and clopidogrel-based DAPT in non-dialysis people with stage 4-5 CKD. These notable inflammatory responses suggest ticagrelor-based DAPT might lower inflammatory burden of asymptomatic patients with stage 4 or 5 CKD. (clinicaltrials.gov # NCT03649711).
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Affiliation(s)
- Nishank Jain
- Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, United States of America; Central Arkansas Veterans Health Care System, Little Rock, AR, United States of America.
| | - Adam Corken
- Department of Pediatrics, University of Arkansas for Medical Sciences, Little Rock, AR, United States of America
| | - John M Arthur
- Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, United States of America; Central Arkansas Veterans Health Care System, Little Rock, AR, United States of America
| | - Jerry Ware
- Department of Physiology and Cell Biology, University of Arkansas for Medical Sciences, Little Rock, AR, United States of America
| | - Narenraj Arulprakash
- Department of Neurology, University of Arkansas for Medical Sciences, Little Rock, AR, United States of America
| | - Junqiang Dai
- Department of Biostatistics and Data Science, University of Kansas Medical Center, Kansas City, KS, United States of America
| | - Milind A Phadnis
- Department of Biostatistics and Data Science, University of Kansas Medical Center, Kansas City, KS, United States of America
| | - Otis Davis
- Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, United States of America
| | - Yasir Rahmatallah
- Department of Bioinformatics, University of Arkansas for Medical Sciences, Little Rock, AR, United States of America
| | - J L Mehta
- Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, United States of America; Central Arkansas Veterans Health Care System, Little Rock, AR, United States of America
| | - S Susan Hedayati
- Department of Medicine, University of Texas Southwestern Medical Center, Dallas, TX, United States of America
| | - Susan Smyth
- Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, United States of America; Central Arkansas Veterans Health Care System, Little Rock, AR, United States of America
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Corken A, Ware J, Dai J, Arthur JM, Smyth S, Davis CL, Liu J, Harville TO, Phadnis MA, Mehta JL, Rahmatallah Y, Jain N. Platelet-Dependent Inflammatory Dysregulation in Patients with Stages 4 or 5 Chronic Kidney Disease: A Mechanistic Clinical Study. KIDNEY360 2022; 3:2036-2047. [PMID: 36591354 PMCID: PMC9802560 DOI: 10.34067/kid.0005532022] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 10/04/2022] [Indexed: 11/05/2022]
Abstract
Background Chronic kidney disease (CKD) is characterized by dysregulated inflammation that worsens with CKD severity. The role of platelets in modulating inflammation in stage 4 or 5 CKD remains unexplored. We investigated whether there are changes in platelet-derived thromboinflammatory markers in CKD with dual antiplatelet therapy (DAPT; aspirin 81 mg/d plus P2Y12 inhibitor). Methods In a mechanistic clinical trial, we compared platelet activation markers (aggregation and surface receptor expression), circulating platelet-leukocyte aggregates, leukocyte composition (monocyte subtypes and CD11b surface expression), and plasma cytokine profile (45 analytes) of non-CKD controls (n=26) and CKD outpatients (n=48) with a glomerular filtration rate (GFR) <30 ml/min per 1.73 m2 on 2 weeks of DAPT. Results Patients with CKD demonstrated a reduced mean platelet count, elevated mean platelet volume, reduced platelet-leukocyte aggregates, reduced platelet-bound monocytes, higher total non-classic monocytes in the circulation, and higher levels of IL-1RA, VEGF, and fractalkine (all P<0.05). There were no differences in platelet activation markers between CKD and controls. Although DAPT reduced platelet aggregation in both groups, it had multifaceted effects on thromboinflammatory markers in CKD, including a reduction in PDGF levels in all CKD individuals, reductions in IL-1β and TNF-α levels in select CKD individuals, and no change in a number of other cytokines. Significant positive correlations existed for baseline IL-1β, PDGF, and TNF-α levels with older age, and for baseline TNF-α levels with presence of diabetes mellitus and worse albuminuria. Mean change in IL-1β and PDGF levels on DAPT positively correlated with younger age, mean change in TNF-α levels with higher GFR, and mean changes in PDGF, and TRAIL levels correlated with worse albuminuria. Minimum spanning trees plot of cytokines showed platelet-derived CD40L had a large reduction in weight factor after DAPT in CKD. Additionally, platelet-derived IL-1β and PDGF were tightly correlated with other cytokines, with IL-1β as the hub cytokine. Conclusions Attenuated interactions between platelets and leukocytes in the CKD state coincided with no change in platelet activation status, an altered differentiation state of monocytes, and heightened inflammatory markers. Platelet-derived cytokines were one of the central cytokines in patients with CKD that were tightly correlated with others. DAPT had multifaceted effects on thromboinflammation, suggesting that there is platelet-dependent and -independent inflammation in stage 4 or 5 CKD.
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Affiliation(s)
- Adam Corken
- Department of Pediatrics, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Jerry Ware
- Department of Physiology and Cell Biology, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Junqiang Dai
- Department of Biostatistics and Data Science, University of Kansas Medical Center, Kansas City, Kansas
| | - John M. Arthur
- Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas,Central Arkansas Veterans Health Care System, Little Rock, Arkansas
| | - Susan Smyth
- Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Clayton L. Davis
- Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Juan Liu
- Department of Pathology, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Terry O. Harville
- Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas,Department of Pathology, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Milind A. Phadnis
- Department of Biostatistics and Data Science, University of Kansas Medical Center, Kansas City, Kansas
| | - Jawahar L. Mehta
- Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas,Central Arkansas Veterans Health Care System, Little Rock, Arkansas
| | - Yasir Rahmatallah
- Department of Biomedical Informatics, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Nishank Jain
- Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas,Central Arkansas Veterans Health Care System, Little Rock, Arkansas
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4
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Jain N, Phadnis MA, Hunt SL, Dai J, Shireman TI, Davis CL, Mehta JL, Rasu RS, Hedayati SS. Comparative Effectiveness and Safety of Oral P2Y12 Inhibitors in Patients on Chronic Dialysis. Kidney Int Rep 2021; 6:2381-2391. [PMID: 34514199 PMCID: PMC8418979 DOI: 10.1016/j.ekir.2021.06.031] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2021] [Revised: 06/22/2021] [Accepted: 06/28/2021] [Indexed: 11/16/2022] Open
Abstract
Introduction Although oral P2Y12 inhibitors (P2Y12-Is) are one of the most commonly prescribed medication classes in patients with end stage kidney disease on dialysis (ESKD), scarce data exist regarding their benefits and risks. Methods We compared effectiveness and safety of clopidogrel, prasugrel, and ticagrelor in a longitudinal study using the United States Renal Data System registry of Medicare beneficiaries with ESKD. Individuals who filled new P2Y12-I prescriptions between 2011 and 2015 were included and followed until death or censoring. The primary exposure variable was P2Y12-I assignment. The primary outcome variable was death. Secondary outcomes included cardiovascular (CV) death, coronary revascularization, and gastrointestinal (GI) hemorrhage. Survival analyses were performed after propensity matching. Results Of 44,619 patients with ESKD who received P2Y12-Is, 95% received clopidogrel (n = 42,523), 3% prasugrel (n = 1205), and 2% ticagrelor (n = 891). To balance baseline differences, propensity-matching was performed: 1:6 for prasugrel (n = 1189) versus clopidogrel (n = 7134); 1:4 for ticagrelor (n = 880) versus clopidogrel (n = 3520); and 1:1 for ticagrelor versus prasugrel (n = 880). Prasugrel was associated with a reduced risk for death versus clopidogrel and ticagrelor (adjusted hazard ratio [HR] = 0.82; 95% CI: 0.73–0.93 and 0.78; 95% CI: 0.64–0.95). Compared with clopidogrel, prasugrel reduced risk for coronary revascularization (HR = 0.91; 95% CI: 0.86–0.96). There were no differences in GI hemorrhage between P2Y12-Is. Conclusion In patients with ESKD, prasugrel compared with others reduced risk of death possibly by reducing risk for coronary revascularizations and without worsening gastrointestinal hemorrhage. Future trials are imperative to compare efficacy and safety of P2Y12-Is in patients with ESKD.
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Affiliation(s)
- Nishank Jain
- Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA.,Medicine Service, Central Arkansas Veterans Affairs Medical Center, Little Rock, Arkansas, USA
| | - Milind A Phadnis
- Department of Biostatistics and Data Science, University of Kansas School of Medicine, Kansas City, Kansas, USA
| | - Suzanne L Hunt
- Department of Biostatistics and Data Science, University of Kansas School of Medicine, Kansas City, Kansas, USA
| | - Junqiang Dai
- Department of Biostatistics and Data Science, University of Kansas School of Medicine, Kansas City, Kansas, USA
| | - Theresa I Shireman
- Department of Health Services, Policy and Practice, School of Public Health, Brown University, Providence, Rhode Island, USA
| | - Clayton L Davis
- Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA
| | - Jawahar L Mehta
- Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA.,Medicine Service, Central Arkansas Veterans Affairs Medical Center, Little Rock, Arkansas, USA
| | - Rafia S Rasu
- Department of Pharmacotherapy, College of Pharmacy, University of North Texas Health Sciences, Fort Worth, Texas, USA
| | - S Susan Hedayati
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, USA
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Jain N, Corken AL, Kumar A, Davis CL, Ware J, Arthur JM. Role of Platelets in Chronic Kidney Disease. J Am Soc Nephrol 2021; 32:1551-1558. [PMID: 34140394 PMCID: PMC8425650 DOI: 10.1681/asn.2020121806] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 02/20/2021] [Accepted: 02/23/2021] [Indexed: 02/04/2023] Open
Abstract
Platelet-dependent mechanisms for excessive clotting and bleeding in CKD remain undefined. Moreover, platelets' contribution to inflammation, and specifically to CKD, are equally elusive. To date, descriptions of changes in the functional properties of circulating platelets during CKD have provided confusing interpretations. Experimental approaches that can advance our understanding of platelet dysfunction in CKD are needed, and studies that provide mechanistic insights into the dynamic relationships between thrombosis, bleeding, and inflammation associated with CKD will be essential to improve clinical management and outcomes for this vulnerable population. This article summarizes existing literature characterizing platelets in CKD and identifies areas that need further investigation.
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Affiliation(s)
- Nishank Jain
- Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas,Medicine Service, Central Arkansas Veterans Affairs Medical Center, Little Rock, Arkansas
| | - Adam L. Corken
- Department of Physiology and Biophysics, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Amudha Kumar
- Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Clayton L. Davis
- Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Jerry Ware
- Department of Physiology and Biophysics, University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - John M. Arthur
- Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas,Medicine Service, Central Arkansas Veterans Affairs Medical Center, Little Rock, Arkansas
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Burlacu A, Genovesi S, Ortiz A, Combe C, Basile C, Schneditz D, van der Sande F, Popa GT, Morosanu C, Covic A. Pros and cons of antithrombotic therapy in end-stage kidney disease: a 2019 update. Nephrol Dial Transplant 2020; 34:923-933. [PMID: 30879070 DOI: 10.1093/ndt/gfz040] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2018] [Indexed: 12/24/2022] Open
Abstract
Dialysis patients manifest both an increased thrombotic risk and a haemorrhagic tendency. A great number of patients with chronic kidney disease requiring dialysis have cardiovascular comorbidities (coronary artery disease, atrial fibrillation or venous thromboembolism) and different indications for treatment with antithrombotics (primary or secondary prevention). Unfortunately, few randomized controlled trials deal with antiplatelet and/or anticoagulant therapy in dialysis. Therefore cardiology and nephrology guidelines offer ambiguous recommendations and often exclude or ignore these patients. In our opinion, there is a need for an expert consensus that provides physicians with useful information to make correct decisions in different situations requiring antithrombotics. Herein the European Dialysis Working Group presents up-to-date evidence about the topic and encourages practitioners to choose among alternatives in order to limit bleeding and minimize atherothrombotic and cardioembolic risks. In the absence of clear evidence, these clinical settings and consequent therapeutic strategies will be discussed by highlighting data from observational studies for and against the use of antiplatelet and anticoagulant drugs alone or in combination. Until new studies shed light on unclear clinical situations, one should keep in mind that the objective of treatment is to minimize thrombotic risk while reducing bleeding events.
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Affiliation(s)
- Alexandru Burlacu
- Department of Interventional Cardiology, Cardiovascular Diseases Institute, 'Grigore T. Popa' University of Medicine, Iasi, Romania
| | - Simonetta Genovesi
- Department of Medicine and Surgery, San Gerardo Hospital, University of Milan Bicocca Nephrology Unit, Monza, Italy
| | - Alberto Ortiz
- IIS-Fundacion Jimenez Diaz UAM, FRIAT and REDINREN, Madrid, Spain
| | - Christian Combe
- Service de Néphrologie Transplantation Dialyse Aphérèse, Centre Hospitalier Universitaire de Bordeaux, Unité INSERM 1026, Université de Bordeaux, Bordeaux, France
| | - Carlo Basile
- Division of Nephrology, Miulli General Hospital, Acquaviva delle Fonti, Italy
| | - Daniel Schneditz
- Otto Loewi Research Center, Medical University of Graz, Graz, Austria
| | - Frank van der Sande
- Department of Internal Medicine, Division of Nephrology, University Hospital Maastricht, Maastricht, The Netherlands
| | - Grigore T Popa
- Department of General Surgery, Regional Institute of Oncology, University of Medicine, Iasi, Romania
| | - Cornel Morosanu
- Nephrology Clinic, Dialysis and Renal Transplant Center, 'C.I. Parhon' University Hospital, 'Grigore T. Popa' University of Medicine, Iasi, Romania
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Jain N, Hunt SL, Cui H, Phadnis MA, Mahnken JD, Shireman TI, Dai J, Mehta JL, Rasu RS. Trends for and Clinical Factors Associated with Choice of Oral P2Y 12 Inhibitors for Patients on Chronic Dialysis. Cardiovasc Drugs Ther 2019; 33:511-521. [PMID: 31729588 PMCID: PMC6904390 DOI: 10.1007/s10557-019-06913-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Background Trends and clinical factors associated with prescribing choices for oral P2Y12 inhibitors (P2Y12-I) remain unknown for patients on chronic dialysis, i.e., with end-stage renal disease (ESRD). Methods From 2011–2014 U.S. Renal Data System registry, we identified 36,542 ESRD patients who received new prescriptions for P2Y12-I (median age 64.0 years and 54% males). Of the cohort, 93% were receiving hemodialysis and 7% on peritoneal dialysis. We analyzed trends and investigated clinical factors associated with specific P2Y12-I prescribed. Results Clopidogrel was prescribed for 95%, prasugrel for 3%, and ticagrelor for 2%. Clopidogrel was favored for those ≥75 years (18% of cohort). Compared to Caucasians, African Americans (36% of cohort) and Hispanics (19% of cohort) were less likely to receive prasugrel and ticagrelor (P<0.05). Patients receiving hemodialysis versus peritoneal dialysis were less likely to receive prasugrel over clopidogrel, adjusted odds ratio (aOR) 0.67 (0.55-0.82). Each additional year of dialysis decreased the odds of receiving prasugrel over clopidogrel, aOR 0.91 (0.85-0.98). History of atrial fibrillation reduced the odds of receiving ticagrelor or prasugrel over clopidogrel, aOR 0.69 (0.54-0.89) and 0.73 (0.60-0.89), respectively. Concomitant oral anticoagulant use was not associated with choice of P2Y12-I. Occurrence of non-ST segment elevation myocardial infarction or percutaneous coronary intervention within the 6-month period prior to the index date favored ticagrelor over prasugrel, aOR 1.31 (1.06-1.62) and 1.29 (1.01-1.66), respectively. However, prescribing trends favoring ticagrelor over prasugrel were not observed for deployment of drug-eluting, or multiple coronary stents. Conclusion Between 2011 and 2014, clopidogrel remained the most common P2Y12-I whereas ticagrelor and prasugrel remained underutilized in ESRD patients. Prescribing practices for these drugs were based upon clinically approved indication for their use in the general population as well as perceived complexity of an ESRD patient including demographics, dialysis-related factors and comorbidities. Comparative effectiveness studies involving ESRD patients are needed to prove that ticagrelor and prasugrel are just as safe and effective as clopidogrel before clinicians can make informed decisions for choice of P2Y12-I in this patient population. Electronic supplementary material The online version of this article (10.1007/s10557-019-06913-w) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Nishank Jain
- Department of Internal Medicine, University of Arkansas for Medical Sciences, 4301 W. Markham St, Slot 501, Little Rock, AR, 72205, USA. .,Central Arkansas Veterans Affairs Medical Center, Little Rock, AR, USA.
| | - Suzanne L Hunt
- Department of Biostatistics, University of Kansas School of Medicine, Kansas City, KS, USA
| | - Huizhong Cui
- Department of Biostatistics, University of Kansas School of Medicine, Kansas City, KS, USA
| | - Milind A Phadnis
- Department of Biostatistics, University of Kansas School of Medicine, Kansas City, KS, USA
| | - Jonathan D Mahnken
- Department of Biostatistics, University of Kansas School of Medicine, Kansas City, KS, USA
| | - Theresa I Shireman
- Department of Health Services, Policy and Practice, School of Public Health, Brown University, Providence, RI, USA
| | - Junqiang Dai
- Department of Biostatistics, University of Kansas School of Medicine, Kansas City, KS, USA
| | - Jawahar L Mehta
- Department of Internal Medicine, University of Arkansas for Medical Sciences, 4301 W. Markham St, Slot 501, Little Rock, AR, 72205, USA.,Central Arkansas Veterans Affairs Medical Center, Little Rock, AR, USA
| | - Rafia S Rasu
- Department of Pharmacy Practice, School of Pharmacy, University of North Texas, Fort Worth, TX, USA
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