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Current and Future Insights for Optimizing Antithrombotic Therapy to Reduce the Burden of Cardiovascular Ischemic Events in Patients with Acute Coronary Syndrome. J Clin Med 2022; 11:jcm11195605. [PMID: 36233469 PMCID: PMC9573364 DOI: 10.3390/jcm11195605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Revised: 09/06/2022] [Accepted: 09/14/2022] [Indexed: 11/17/2022] Open
Abstract
The pharmacological treatment strategies for acute coronary syndrome (ACS) in recent years are constantly evolving to develop more potent antithrombotic agents, as reflected by the introduction of more novel P2Y12 receptor inhibitors and anticoagulants to reduce the ischemic risk among ACS patients. Despite the substantial improvements in the current antithrombotic regimen, a noticeable number of ACS patients continue to experience ischemic events. Providing effective ischemic risk reduction while balancing bleeding risk remains a clinical challenge. This updated review discusses the currently approved and widely used antithrombotic agents and explores newer antithrombotic treatment strategies under development for the initial phase of ACS.
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Naguib D, Helten C, Zako S, Mourikis P, M'Pembele R, Trojovsky K, Ahlbrecht S, Zikeli D, Zeus T, Kelm M, Dannenberg L, Polzin A. Aspirin I.V. Loading during Elective Percutaneous Coronary Intervention. Pharmacology 2021; 106:682-686. [PMID: 34350898 DOI: 10.1159/000517994] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2021] [Accepted: 06/14/2021] [Indexed: 11/19/2022]
Abstract
Additional loading dose of acetylsalicylic acid (ASA) during percutaneous coronary interventions (PCIs) despite permanent oral ASA medication is frequently applicated. The impact on platelet reactivity and clinical events is not known. In this pilot study, we aimed to analyze high on-treatment platelet reactivity (HTPR) to aspirin in patients undergoing elective PCI. Platelet reactivity was measured using light-transmission aggregometry in 100 patients on permanent low-dose ASA medication undergoing elective PCI. Platelet reactivity measured by arachidonic acid-induced maximum of aggregation (MoA) in patients with versus without additional peri-procedural ASA loading (500 mg i.v.) was compared. HTPR was defined as MoA >20% for ASA. Major adverse cerebro- and cardiovascular events (MACCEs) and bleeding events were evaluated during hospital course. HTPR rate was similar in both groups (HTPR to ASA: loading vs. control 6% vs. 16%, odds ratio [OR] = 0.33, 95% confidence interval [CI] 0.08-1.35, p = 0.12). In-hospital MACCEs were not different between groups (MACCE: loading vs. control: 0 vs. 0 patient, OR = 1.32, 95% CI 0.03-67.95, p = 0.89). Thrombolysis in myocardial infarction minimal bleedings were numerically higher in patients without ASA loading dose. In this pharmacodynamic pilot study, additional ASA loading did not reduce HTPR to ASA. Furthermore, ASA loading did not increase in-hospital MACCE and bleeding complications.
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Affiliation(s)
- David Naguib
- Department of Cardiology, Pulmonology, and Vascular Medicine, University Hospital Düsseldorf, Düsseldorf, Germany.,Cardiovascular Research Institute Düsseldorf (CARID), Department of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty of the Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Carolin Helten
- Department of Cardiology, Pulmonology, and Vascular Medicine, University Hospital Düsseldorf, Düsseldorf, Germany.,Cardiovascular Research Institute Düsseldorf (CARID), Department of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty of the Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Saif Zako
- Department of Cardiology, Pulmonology, and Vascular Medicine, University Hospital Düsseldorf, Düsseldorf, Germany.,Cardiovascular Research Institute Düsseldorf (CARID), Department of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty of the Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Philipp Mourikis
- Department of Cardiology, Pulmonology, and Vascular Medicine, University Hospital Düsseldorf, Düsseldorf, Germany.,Cardiovascular Research Institute Düsseldorf (CARID), Department of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty of the Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - René M'Pembele
- Department of Anesthesiology, University Hospital Düsseldorf, Düsseldorf, Germany
| | - Kajetan Trojovsky
- Department of Cardiology, Pulmonology, and Vascular Medicine, University Hospital Düsseldorf, Düsseldorf, Germany.,Cardiovascular Research Institute Düsseldorf (CARID), Department of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty of the Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Samantha Ahlbrecht
- Department of Cardiology, Pulmonology, and Vascular Medicine, University Hospital Düsseldorf, Düsseldorf, Germany.,Cardiovascular Research Institute Düsseldorf (CARID), Department of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty of the Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Dorothee Zikeli
- Department of Cardiology, Pulmonology, and Vascular Medicine, University Hospital Düsseldorf, Düsseldorf, Germany.,Cardiovascular Research Institute Düsseldorf (CARID), Department of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty of the Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Tobias Zeus
- Department of Cardiology, Pulmonology, and Vascular Medicine, University Hospital Düsseldorf, Düsseldorf, Germany.,Cardiovascular Research Institute Düsseldorf (CARID), Department of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty of the Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Malte Kelm
- Department of Cardiology, Pulmonology, and Vascular Medicine, University Hospital Düsseldorf, Düsseldorf, Germany.,Cardiovascular Research Institute Düsseldorf (CARID), Department of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty of the Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Lisa Dannenberg
- Department of Cardiology, Pulmonology, and Vascular Medicine, University Hospital Düsseldorf, Düsseldorf, Germany.,Cardiovascular Research Institute Düsseldorf (CARID), Department of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty of the Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Amin Polzin
- Department of Cardiology, Pulmonology, and Vascular Medicine, University Hospital Düsseldorf, Düsseldorf, Germany.,Cardiovascular Research Institute Düsseldorf (CARID), Department of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty of the Heinrich Heine University Düsseldorf, Düsseldorf, Germany
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3
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Tscharre M, Wadowski PP, Weikert C, Pultar J, Eichelberger B, Panzer S, Gremmel T. Angiotensin-Converting Enzyme Inhibitors and Angiotensin Receptor Blockers in Acute Coronary Syndrome: Implications for Platelet Reactivity? Cardiovasc Drugs Ther 2020; 35:1183-1190. [PMID: 33337519 PMCID: PMC8578055 DOI: 10.1007/s10557-020-07128-0] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/10/2020] [Indexed: 11/28/2022]
Abstract
BACKGROUND In patients with acute coronary syndrome (ACS), angiotensin-converting enzyme (ACE) inhibitors are preferred over angiotensin receptor blockers (ARBs). However, in a recent pilot study, treatment with ACE inhibitors was associated with increased platelet reactivity compared to ARBs. Therefore, we sought to investigate the impact of renin-angiotensin-aldosterone system (RAAS) blockade with ACE inhibitors and ARBs on platelet aggregation in patients with ACS undergoing percutaneous coronary intervention. METHODS On-treatment residual platelet reactivity in response to arachidonic acid (AA), adenosine diphosphate (ADP), SFLLRN, AYPGKF, and collagen was assessed by multiple electrode aggregometry (MEA) in 197 ACS patients on dual antiplatelet therapy (DAPT) with aspirin and either prasugrel or ticagrelor. RESULTS One hundred sixty-five (83.7%) patients were treated with ACE inhibitors, 32 (16.3%) with ARBs. On-treatment residual AA- and ADP-inducible platelet reactivity was significantly higher in patients with ACE inhibitors (both p < 0.05). Likewise, SFLLRN was significantly higher in patients with ACE inhibitors (p = 0.036) and there was a trend for higher AYPGKF- and collagen-inducible platelet reactivity (p = 0.053 and p = 0.082). The incidence of high on-treatment residual platelet reactivity AA was significantly higher in patients with ACE inhibitors (52 [31.5%] vs. 3 [9.4%] patients; p = 0.019). CONCLUSION ACE inhibitors are associated with increased on-treatment residual platelet reactivity in ACS patients with potent DAPT. Further clinical trials are needed to elucidate the role of RAAS blockade with ACE inhibitors and ARBs in ACS patients treated according to current standards.
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Affiliation(s)
- Maximilian Tscharre
- Department of Internal Medicine, Cardiology and Nephrology, Landesklinikum Wiener Neustadt, Wiener Neustadt, Austria.,Department of Internal Medicine II, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Patricia P Wadowski
- Department of Internal Medicine II, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Constantin Weikert
- Department of Internal Medicine II, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Joseph Pultar
- Department of Internal Medicine II, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Beate Eichelberger
- Department of Blood Group Serology and Transfusion Medicine, Medical University of Vienna, Vienna, Austria
| | - Simon Panzer
- Department of Blood Group Serology and Transfusion Medicine, Medical University of Vienna, Vienna, Austria
| | - Thomas Gremmel
- Department of Internal Medicine II, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria. .,Department of Internal Medicine I, Cardiology and Intensive Care Medicine, Landesklinikum Mistelbach-Gänserndorf, Mistelbach, Austria.
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4
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Wen M, Li Y, Qu X, Zhu Y, Tian L, Shen Z, Yang X, Shi X. Comparison of platelet reactivity between prasugrel and ticagrelor in patients with acute coronary syndrome: a meta-analysis. BMC Cardiovasc Disord 2020; 20:430. [PMID: 33004000 PMCID: PMC7530967 DOI: 10.1186/s12872-020-01603-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2018] [Accepted: 06/26/2020] [Indexed: 11/30/2022] Open
Abstract
Background This meta-analysis aimed to compare the effects of prasugrel and ticagrelor on high (HTPR) and low on-treatment platelet reactivity (LTPR) in patients with acute coronary syndrome (ACS). Methods Eligible studies were retrieved from PubMed, Embase, and the Cochrane Library. HTPR and LTPR were evaluated on the basis of the vasodilator-stimulated phosphoprotein platelet reactivity index (VASP-PRI) and P2Y12 reaction units (PRUs). HTPR and LTPR were analyzed using risk ratios (RRs) and their 95% confidence intervals (CIs). Weighted mean difference (WMD) and 95% CI were used to calculate the pooled effect size of platelet reactivity (PR). Results Fourteen eligible studies were obtained, which included 2629 patients treated with ticagrelor (n = 1340) and prasugrel (n = 1289). The pooled results showed that the prasugrel-treated patients had higher platelet reactivity than the ticagrelor-treated patients (PRU: WMD = − 32.26; 95% CI: − 56.48 to − 8.76; P < 0.01; VASP-PRI: WMD = − 9.61; 95% CI: − 14.63 to − 4.60; P = 0.002). No significant difference in HTPR based on PRU was identified between the ticagrelor and prasugrel groups (P = 0.71), whereas a lower HTPR based on VASP-PRI was found in the ticagrelor-treated patients than in the prasugrel-treated patients (RR = 0.30; 95% CI: 0.12–0.75; P = 0.010). In addition, the results showed a lower LTPR was observed in the prasugrel group than in the ticagrelor group (RR = 1.40; 95% CI: 1.08–1.81; P = 0.01). Conclusions Prasugrel might enable higher platelet reactivity than ticagrelor. Ticagrelor could lead to a decrease in HTPR and increase in LTPR. However, this result was only obtained in pooled observational studies. Several uncertainties such as the nondeterminancy of the effectiveness of ticagrelor estimated using VASP-PRI or the definition of HTPR (a high or modifiable risk factor) might have affected our results.
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Affiliation(s)
- Mingxiang Wen
- Intensive Care Unit, Guizhou Provincial People's Hospital, No. 58 Zhongshan East Road, Nanming District, Guiyang, 550002, Guizhou, China.
| | - Yaqi Li
- Emergency Department, Guizhou Provincial People's Hospital, Guiyang, 550002, Guizhou, China
| | - Xiang Qu
- Emergency Department, Guizhou Provincial People's Hospital, Guiyang, 550002, Guizhou, China
| | - Yanyan Zhu
- Radiology Department, Guizhou Provincial People's Hospital, Guiyang, 550002, Guizhou, China
| | - Lingfang Tian
- Endocrine Department, The First People's Hospital of Guiyang, Guiyang, 550002, Guizhou, China
| | - Zhongqin Shen
- Endocrine Department, The First People's Hospital of Guiyang, Guiyang, 550002, Guizhou, China
| | - Xiulin Yang
- Emergency Department, Guizhou Provincial People's Hospital, Guiyang, 550002, Guizhou, China
| | - Xianqing Shi
- Intensive Care Unit, Guizhou Provincial People's Hospital, No. 58 Zhongshan East Road, Nanming District, Guiyang, 550002, Guizhou, China.
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5
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Spartalis M, Tzatzaki E, Spartalis E, Paschou SA, Athanasiou A, Iliopoulos DC, Siasos G, Voudris V. Prasugrel in the treatment of acute coronary syndrome. Future Cardiol 2020; 16:559-568. [PMID: 32390477 DOI: 10.2217/fca-2020-0018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/07/2022] Open
Abstract
Dual antiplatelet therapy is the mainstay therapy in patients with acute coronary syndrome. The combination of aspirin and a P2Y12 inhibitor in patients who receive a coronary stent reduces the rate of stent thrombosis and the rates of major adverse cardiovascular events. The newer P2Y12 inhibitors (prasugrel and ticagrelor) have better efficacy than clopidogrel. Prasugrel provides greater inhibition of platelet aggregation and has a rapid onset of action. Current acute coronary syndrome guidelines recommend the use of both newer P2Y12 inhibitors. However, emerging data have shown that prasugrel is more efficient than ticagrelor in reducing the incidence of nonfatal myocardial infarction, stroke or cardiovascular death, without increased risk of major bleeding.
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Affiliation(s)
- Michael Spartalis
- Division of Cardiology, Onassis Cardiac Surgery Center, Athens, Greece
| | - Eleni Tzatzaki
- Division of Cardiology, Onassis Cardiac Surgery Center, Athens, Greece
| | - Eleftherios Spartalis
- Laboratory of Experimental Surgery & Surgical Research, University of Athens, Medical School, Athens, Greece
| | - Stavroula A Paschou
- 1st Department of Cardiology, Hippokration Hospital, National & Kapodistrian University of Athens, Medical School, Athens, Greece
| | - Antonios Athanasiou
- Laboratory of Experimental Surgery & Surgical Research, University of Athens, Medical School, Athens, Greece
| | - Dimitrios C Iliopoulos
- Laboratory of Experimental Surgery & Surgical Research, University of Athens, Medical School, Athens, Greece
| | - Gerasimos Siasos
- 1st Department of Cardiology, Hippokration Hospital, National & Kapodistrian University of Athens, Medical School, Athens, Greece
| | - Vassilis Voudris
- Division of Cardiology, Onassis Cardiac Surgery Center, Athens, Greece
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6
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Raposeiras-Roubín S, Abu-Assi E, D’Ascenzo F, Fernández-Barbeira S, Kinnaird T, Ariza-Solé A, Manzano-Fernández S, Templin C, Velicki L, Xanthopoulou I, Cerrato E, Quadri G, Rognoni A, Boccuzzi G, Montabone A, Taha S, Durante A, Gili S, Magnani G, Autelli M, Grosso A, Flores Blanco P, Garay A, Varbella F, Tommassini F, Caneiro Queija B, Cobas Paz R, Cespón Fernández M, Muñoz Pousa I, Gallo D, Morbiducci U, Domínguez-Rodríguez A, Baz-Alonso JA, Valdés M, Cequier Á, Gaita F, Alexopoulos D, Íñiguez-Romo A. Incidencia anual de trombosis del stent confirmadas y factores clínicos predictores en pacientes con SCA tratados con ticagrelor o prasugrel. Rev Esp Cardiol 2019. [DOI: 10.1016/j.recesp.2018.02.024] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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7
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Li DT, Li SB, Zheng JY, Tang HH, Qiu YG, Xue N, Cao Y. Analysis of Ticagrelor's Cardio-protective Effects on Patients with ST-segment Elevation Acute Coronary Syndrome Accompanied with Diabetes. Open Med (Wars) 2019; 14:234-240. [PMID: 30847400 PMCID: PMC6401390 DOI: 10.1515/med-2019-0017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2018] [Accepted: 10/17/2018] [Indexed: 01/27/2023] Open
Abstract
Background To analyze the cardio-protective effects of ticagrelor in patients with acute coronary syndrome with S-T segment elevation. Methods The sample was 200 patients who had been diagnosed with acute coronary syndrome accompanied by diabetes Mellitus type II. Only patients having ST segment elevation before the treatment were included. Then, the subjects were further randomly divided into an observation group and a control group. The control group of 100 patients received clopidogrel; the observation group of 100 patients of ticagrelor. The serous creatine kinase CK-MB, functional cardiac indexes of left ventricular end diastolic diameter (LVDD), cardiac troponin I, ventricular ejection fraction, and relevant major adverse cardiovascular events (MACE) were compared between the two groups. Results One month after a percutaneous coronary intervention (PCI) the observation group showed better results against angina, stent thrombosis, and all-cause mortality compared with those of the control subjects. Six months after treatment, both groups suffered adverse reactions. The number of patients who suffered adverse reactions in respiratory tract in the observation group was higher than in the control group. The inhibition of platelet aggregation IPA of ticagrelor was found to be significantly higher than clopidogrel, having a significant p value. Conclusion Ticagrelor can effectively protect myocardial function for patients with ST-segment elevation acute coronary syndrome accompanied by diabetes and can reduce the incidence of adverse reactions..
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Affiliation(s)
- Dong-Tao Li
- Department of Cardiology, Navy General Hospital, Haidian District, 100048 Beijing, China
| | - Shun-Bao Li
- Department of Cardiology, Baoding First Central Hospital, Baoding, Hebei, 071000 China
| | - Jian-Yong Zheng
- Department of Cardiology, Navy General Hospital, Haidian District, 100048 Beijing, China
| | - Hai-Hong Tang
- Department of Cardiology, Navy General Hospital, Haidian District, 100048 Beijing, China
| | - Yi-Gang Qiu
- Department of Cardiology, Navy General Hospital, Haidian District, 100048 Beijing, China
| | - Ning Xue
- Department of Cardiology, Navy General Hospital, Haidian District, 100048 Beijing, China
| | - Yi Cao
- Department of Cardiology, Navy General Hospital, No. 6 Fucheng Road, Haidian District, Beijing, People's Republic of China
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Laboratory Monitoring of Antiplatelet Therapy. Platelets 2019. [DOI: 10.1016/b978-0-12-813456-6.00036-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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9
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Abstract
Patients surviving an acute coronary syndrome (ACS) remain at increased risk of ischemic events long term. This paper reviews current evidence and guidelines for oral antiplatelet therapy for secondary prevention following ACS, with respect to decreased risk of ischemic events versus bleeding risk according to individual patient characteristics and risk factors. Specifically, data are reviewed from clinical studies of clopidogrel, prasugrel, ticagrelor and vorapaxar, as well as the results of systematic reviews and meta-analyses looking at the benefits and risks of oral antiplatelet therapy, and the relative merits of shorter versus longer duration of dual antiplatelet therapy, in different patient groups.
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Affiliation(s)
- Jeffrey S Berger
- Division of Cardiology, New York University Langone Medical Center, New York, NY, USA.
- Marc and Ruti Bell Program in Vascular Biology, New York University School of Medicine, 530 First Avenue, Skirball 9R, New York, NY, 10016, USA.
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Raposeiras-Roubín S, Abu-Assi E, D'Ascenzo F, Fernández-Barbeira S, Kinnaird T, Ariza-Solé A, Manzano-Fernández S, Templin C, Velicki L, Xanthopoulou I, Cerrato E, Quadri G, Rognoni A, Boccuzzi G, Montabone A, Taha S, Durante A, Gili S, Magnani G, Autelli M, Grosso A, Flores Blanco P, Garay A, Varbella F, Tommassini F, Caneiro Queija B, Cobas Paz R, Cespón Fernández M, Muñoz Pousa I, Gallo D, Morbiducci U, Domínguez-Rodríguez A, Baz-Alonso JA, Valdés M, Cequier Á, Gaita F, Alexopoulos D, Íñiguez-Romo A. Annual Incidence of Confirmed Stent Thrombosis and Clinical Predictors in Patients With ACS Treated With Ticagrelor or Prasugrel. ACTA ACUST UNITED AC 2018; 72:298-304. [PMID: 29954720 DOI: 10.1016/j.rec.2018.05.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2017] [Accepted: 02/28/2018] [Indexed: 11/17/2022]
Abstract
INTRODUCTION AND OBJECTIVES There is little evidence on rates of stent thrombosis (ST) in patients receiving dual antiplatelet therapy (DAPT) with ticagrelor or prasugrel. The aim of this study was to analyze the incidence and predictors of ST after an acute coronary syndrome among patients receiving DAPT with ticagrelor vs prasugrel. METHODS We used data from the RENAMI registry (REgistry of New Antiplatelet therapy in patients with acute Myocardial Infarction), analyzing a total of 4123 acute coronary syndrome patients discharged with DAPT with ticagrelor or prasugrel in 11 centers in 6 European countries. The endpoint was definite ST within the first year. A competitive risk analysis was carried out using a Fine and Gray regression model, with death being the competitive event. RESULTS A total of 2604 patients received DAPT with ticagrelor and 1519 with prasugrel; ST occurred in 41 patients (1.10%), with a similar cumulative incidence between ticagrelor (1.21%) and prasugrel (0.90%). The independent predictors of ST were age (sHR, 1.03; 95%CI, 1.01-1.06), ST segment elevation (sHR, 2.24; 95%CI, 1.22-4.14), previous myocardial infarction (sHR, 2.56; 95%CI, 1.19-5.49), and serum creatinine (sHR, 1.29; 95%CI, 1.08-1.54). CONCLUSIONS Stent thrombosis is infrequent in patients receiving DAPT with ticagrelor or prasugrel. The variables associated with an increased risk of ST were advanced age, ST segment elevation, previous myocardial infarction, and serum creatinine.
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Affiliation(s)
| | - Emad Abu-Assi
- Servicio de Cardiología, Hospital Universitario Álvaro Cunqueiro, Vigo, Pontevedra, Spain.
| | - Fabrizio D'Ascenzo
- Department of Cardiology, Department of Medical Sciences, University of Torino, Torino, Italy
| | | | - Tim Kinnaird
- Cardiology Department, University Hospital of Wales, Cardiff, Wales, United Kingdom
| | - Albert Ariza-Solé
- Servicio de Cardiología, Hospital de Bellvitge, L'Hospitalet de Llobregat, Barcelona, Spain
| | - Sergio Manzano-Fernández
- Servicio de Cardiología, Hospital Clínico Universitario Virgen de la Arrixaca, El Palmar, Murcia, Spain
| | - Christian Templin
- Department of Cardiology, University Heart Center, University Hospital Zurich, Zurich, Switzerland
| | - Lazar Velicki
- Medical Faculty, University of Novi Sad, Novi Sad, Serbia; Institute of Cardiovascular Diseases Voivodina, Sremska Kamenica, Serbia
| | | | - Enrico Cerrato
- Department of Cardiology, San Luigi Gonzaga Hospital, Orbassano, Turin, Italy
| | - Giorgio Quadri
- Department of Cardiology, Infermi Hospital, Rivoli, Italy
| | - Andrea Rognoni
- Coronary Care Unit and Catheterization Laboratory, A.O.U. Maggiore della Carità, Novara, Italy
| | | | | | - Salma Taha
- Department of Cardiology, Faculty of Medicine, Assiut University, Asiut, Egypt
| | | | - Sebastiano Gili
- Department of Cardiology, University Heart Center, University Hospital Zurich, Zurich, Switzerland
| | - Giulia Magnani
- Department of Cardiology, University Heart Center, University Hospital Zurich, Zurich, Switzerland
| | - Michele Autelli
- Department of Cardiology, Department of Medical Sciences, University of Torino, Torino, Italy
| | - Alberto Grosso
- Department of Cardiology, Department of Medical Sciences, University of Torino, Torino, Italy
| | - Pedro Flores Blanco
- Servicio de Cardiología, Hospital Clínico Universitario Virgen de la Arrixaca, El Palmar, Murcia, Spain
| | - Alberto Garay
- Servicio de Cardiología, Hospital de Bellvitge, L'Hospitalet de Llobregat, Barcelona, Spain
| | | | | | | | - Rafael Cobas Paz
- Servicio de Cardiología, Hospital Universitario Álvaro Cunqueiro, Vigo, Pontevedra, Spain
| | - María Cespón Fernández
- Servicio de Cardiología, Hospital Universitario Álvaro Cunqueiro, Vigo, Pontevedra, Spain
| | - Isabel Muñoz Pousa
- Servicio de Cardiología, Hospital Universitario Álvaro Cunqueiro, Vigo, Pontevedra, Spain
| | - Diego Gallo
- PolitoBIOMed Lab, Department of Mechanical and Aerospace Engineering, Politecnico di Torino, Turin, Italy
| | - Umberto Morbiducci
- PolitoBIOMed Lab, Department of Mechanical and Aerospace Engineering, Politecnico di Torino, Turin, Italy
| | | | | | - Mariano Valdés
- Servicio de Cardiología, Hospital Clínico Universitario Virgen de la Arrixaca, El Palmar, Murcia, Spain
| | - Ángel Cequier
- Servicio de Cardiología, Hospital de Bellvitge, L'Hospitalet de Llobregat, Barcelona, Spain
| | - Fiorenzo Gaita
- Department of Cardiology, Department of Medical Sciences, University of Torino, Torino, Italy
| | | | - Andrés Íñiguez-Romo
- Servicio de Cardiología, Hospital Universitario Álvaro Cunqueiro, Vigo, Pontevedra, Spain
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Best MG, Sol N, In 't Veld SGJG, Vancura A, Muller M, Niemeijer ALN, Fejes AV, Tjon Kon Fat LA, Huis In 't Veld AE, Leurs C, Le Large TY, Meijer LL, Kooi IE, Rustenburg F, Schellen P, Verschueren H, Post E, Wedekind LE, Bracht J, Esenkbrink M, Wils L, Favaro F, Schoonhoven JD, Tannous J, Meijers-Heijboer H, Kazemier G, Giovannetti E, Reijneveld JC, Idema S, Killestein J, Heger M, de Jager SC, Urbanus RT, Hoefer IE, Pasterkamp G, Mannhalter C, Gomez-Arroyo J, Bogaard HJ, Noske DP, Vandertop WP, van den Broek D, Ylstra B, Nilsson RJA, Wesseling P, Karachaliou N, Rosell R, Lee-Lewandrowski E, Lewandrowski KB, Tannous BA, de Langen AJ, Smit EF, van den Heuvel MM, Wurdinger T. Swarm Intelligence-Enhanced Detection of Non-Small-Cell Lung Cancer Using Tumor-Educated Platelets. Cancer Cell 2017; 32:238-252.e9. [PMID: 28810146 PMCID: PMC6381325 DOI: 10.1016/j.ccell.2017.07.004] [Citation(s) in RCA: 189] [Impact Index Per Article: 27.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/03/2017] [Revised: 05/17/2017] [Accepted: 07/13/2017] [Indexed: 01/01/2023]
Abstract
Blood-based liquid biopsies, including tumor-educated blood platelets (TEPs), have emerged as promising biomarker sources for non-invasive detection of cancer. Here we demonstrate that particle-swarm optimization (PSO)-enhanced algorithms enable efficient selection of RNA biomarker panels from platelet RNA-sequencing libraries (n = 779). This resulted in accurate TEP-based detection of early- and late-stage non-small-cell lung cancer (n = 518 late-stage validation cohort, accuracy, 88%; AUC, 0.94; 95% CI, 0.92-0.96; p < 0.001; n = 106 early-stage validation cohort, accuracy, 81%; AUC, 0.89; 95% CI, 0.83-0.95; p < 0.001), independent of age of the individuals, smoking habits, whole-blood storage time, and various inflammatory conditions. PSO enabled selection of gene panels to diagnose cancer from TEPs, suggesting that swarm intelligence may also benefit the optimization of diagnostics readout of other liquid biopsy biosources.
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Affiliation(s)
- Myron G Best
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Department of Pathology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands.
| | - Nik Sol
- Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Department of Neurology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Sjors G J G In 't Veld
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Adrienne Vancura
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Mirte Muller
- Department of Thoracic Oncology, The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Anna-Larissa N Niemeijer
- Department of Pulmonary Diseases, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Aniko V Fejes
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Clinical Institute of Laboratory Medicine, Medical University of Vienna, Spitalgasse 23, 1090 Vienna, Austria
| | | | - Anna E Huis In 't Veld
- Department of Pulmonary Diseases, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Cyra Leurs
- Department of Neurology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; MS Center Amsterdam, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Tessa Y Le Large
- Department of Surgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Laura L Meijer
- Department of Surgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Irsan E Kooi
- Department of Clinical Genetics, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - François Rustenburg
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Department of Pathology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Pepijn Schellen
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Heleen Verschueren
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; thromboDx B.V., 1098 EA Amsterdam, the Netherlands
| | - Edward Post
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; thromboDx B.V., 1098 EA Amsterdam, the Netherlands
| | - Laurine E Wedekind
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Jillian Bracht
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Michelle Esenkbrink
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Leon Wils
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Francesca Favaro
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Jilian D Schoonhoven
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Jihane Tannous
- Department of Neurology, Massachusetts General Hospital and Neuroscience Program, Harvard Medical School, 149 13(th) Street, Charlestown, MA 02129, USA
| | - Hanne Meijers-Heijboer
- Department of Clinical Genetics, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Geert Kazemier
- Department of Surgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Elisa Giovannetti
- Department of Medical Oncology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Jaap C Reijneveld
- Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Department of Neurology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Sander Idema
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Joep Killestein
- Department of Neurology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; MS Center Amsterdam, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Michal Heger
- Department of Surgery, Amsterdam Medical Center, Meibergdreef 9, 1105 AZ Amsterdam, the Netherlands
| | - Saskia C de Jager
- Department of Experimental Cardiology, Utrecht University Medical Center, Heidelberglaan 100, 3584 CX Utrecht, the Netherlands
| | - Rolf T Urbanus
- Laboratory of Clinical Chemistry and Hematology, Utrecht University Medical Center, Heidelberglaan 100, 3584 CX Utrecht, the Netherlands
| | - Imo E Hoefer
- Laboratory of Clinical Chemistry and Hematology, Utrecht University Medical Center, Heidelberglaan 100, 3584 CX Utrecht, the Netherlands
| | - Gerard Pasterkamp
- Department of Experimental Cardiology, Utrecht University Medical Center, Heidelberglaan 100, 3584 CX Utrecht, the Netherlands
| | - Christine Mannhalter
- Clinical Institute of Laboratory Medicine, Medical University of Vienna, Spitalgasse 23, 1090 Vienna, Austria
| | - Jose Gomez-Arroyo
- Department of Pulmonary Diseases, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Harm-Jan Bogaard
- Department of Pulmonary Diseases, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - David P Noske
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - W Peter Vandertop
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Daan van den Broek
- Department of Clinical Chemistry, The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Bauke Ylstra
- Department of Pathology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - R Jonas A Nilsson
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Department of Radiation Sciences, Oncology, Umeå University, 90185 Umeå, Sweden
| | - Pieter Wesseling
- Department of Pathology, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Department of Pathology, Princess Máxima Center for Pediatric Oncology and University Medical Center Utrecht, Lundlaan 6, 3584 EA Utrecht, the Netherlands
| | - Niki Karachaliou
- Translational Research Unit, Dr. Rosell Oncology Institute, Quirón Dexeus University Hospital, Calle Sabine Arana 5-19, 08028 Barcelona, Spain
| | - Rafael Rosell
- Translational Research Unit, Dr. Rosell Oncology Institute, Quirón Dexeus University Hospital, Calle Sabine Arana 5-19, 08028 Barcelona, Spain; Pangaea Biotech SL, Calle Sabine Arana 5-19, 08028 Barcelona, Spain; Catalan Institute of Oncology, Hospital Germans Trias i Pujol, Carretera de Canyet, 08916 Barcelona, Spain; Molecular Oncology Research (MORe) Foundation, Calle Sabine Arana 5-19, 08028 Barcelona, Spain
| | - Elizabeth Lee-Lewandrowski
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, 149 13(th) Street, Charlestown, MA 02129, USA
| | - Kent B Lewandrowski
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, 149 13(th) Street, Charlestown, MA 02129, USA
| | - Bakhos A Tannous
- Department of Neurology, Massachusetts General Hospital and Neuroscience Program, Harvard Medical School, 149 13(th) Street, Charlestown, MA 02129, USA
| | - Adrianus J de Langen
- Department of Pulmonary Diseases, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Egbert F Smit
- Department of Thoracic Oncology, The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands; Department of Pulmonary Diseases, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands
| | - Michel M van den Heuvel
- Department of Thoracic Oncology, The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands; Department of Respiratory Diseases, Radboud University Medical Center, 6500 HB Nijmegen, the Netherlands
| | - Thomas Wurdinger
- Department of Neurosurgery, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Brain Tumor Center Amsterdam, VU University Medical Center, Cancer Center Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, the Netherlands; Department of Neurology, Massachusetts General Hospital and Neuroscience Program, Harvard Medical School, 149 13(th) Street, Charlestown, MA 02129, USA.
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