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Wang C, Lang J, Zhang J, Hu Y, Han C, Xu R, Wu J, Liu C, Li W, Li T, Wei A, Qi W, Jin D, Cong H, Wang L. Culprit vessel vs. immediate multivessel vs. out-of-hospital staged intervention for patients with non-ST-segment elevation myocardial infarction and multivessel disease. Front Cardiovasc Med 2022; 9:1033475. [PMID: 36505387 PMCID: PMC9726786 DOI: 10.3389/fcvm.2022.1033475] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 11/09/2022] [Indexed: 11/24/2022] Open
Abstract
Background and aims The optimal interventional strategy remains undetermined in hemodynamically stable patients with NSTEMI and MVD. This study aimed to examine clinical prognosis among culprit vessel, immediate multivessel, and staged percutaneous coronary intervention (PCI) in patients with NSTEMI and MVD. Methods This retrospective, observational, single-center study included 943 hemodynamically stable patients with NSTEMI and MVD who had undergone successful drug-eluting stent (DES) implantation from January 2014 to December 2019. Patients were categorized into culprit lesion-only PCI (CL-PCI), immediate multivessel PCI (MV-PCI), and out-of-hospital staged MV-PCI according to PCI strategy. The primary outcome was the composite of major adverse cardiac events (MACEs), including all-cause death, myocardial infarction (MI), or unplanned repeat revascularization. The secondary outcomes were all-cause death, cardiac death, MI, and unplanned repeat revascularization. Results Over a median follow-up of 59 months, immediate MV-PCI was associated with a lower risk of all-cause death than CL-PCI (HR: 0.591, 95%CI: 0.364-0.960, P = 0.034). Out-of-hospital staged MV-PCI was associated with a reduced risk of MACE (HR: 0.448, 95%CI: 0.314-0.638, P < 0.001) and all-cause death (HR: 0.326, 95%CI: 0.183-0.584, P < 0.001) compared with CL-PCI. The above results were accordant after multivariate COX analysis and propensity score matching. MACE (HR: 0.560, 95%CI: 0.385-0.813, P = 0.002) and repeat revascularization (HR: 0.627, 95%CI: 0.400-0.982, P = 0.041) were significantly less likely to occur with out-of-hospital MV-PCI rather than immediate MV-PCI. However, the incidences of primary and secondary outcomes were comparable between immediate and staged PCI after confounder adjustment using multivariate regression and propensity score matching analysis. For subgroup analyses stratified by synergy between PCI with taxus and cardiac surgery score, staged MV-PCI was found to lower the risk of MACE compared with immediate MV-PCI in patients with more complex coronary disease. Conclusion Hemodynamically stable patients with NSTEMI and MVD benefited from the strategy of MV-PCI. Patients with complex coronary anatomy treated with out-of-hospital staged MV-PCI rather than immediate MV-PCI had lower risks of MACE. These need to be confirmed in the future randomized study.
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Affiliation(s)
- Chen Wang
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, China,Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Jiachun Lang
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, China,Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Jingxia Zhang
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Yuecheng Hu
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Chuyi Han
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, China,Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Rongdi Xu
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, China,Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Jikun Wu
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, China,Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Chunwei Liu
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Wenyu Li
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Tingting Li
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Ao Wei
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Wei Qi
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Dongxia Jin
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Hongliang Cong
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, China,Department of Cardiology, Tianjin Chest Hospital, Tianjin, China,*Correspondence: Hongliang Cong,
| | - Le Wang
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China,Le Wang,
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Otsuka T, Bär S, Losdat S, Kavaliauskaite R, Ueki Y, Zanchin C, Lanz J, Praz F, Häner J, Siontis GCM, Zanchin T, Stortecky S, Pilgrim T, Windecker S, Räber L. Effect of Timing of Staged Percutaneous Coronary Intervention on Clinical Outcomes in Patients With Acute Coronary Syndromes. J Am Heart Assoc 2021; 10:e023129. [PMID: 34816730 PMCID: PMC9075355 DOI: 10.1161/jaha.121.023129] [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] [Indexed: 12/04/2022]
Abstract
Background Complete revascularization reduces cardiovascular events in patients with acute coronary syndromes (ACSs) and multivessel disease. The optimal time point of non–target‐vessel percutaneous coronary intervention (PCI) remains a matter of debate. The aim of this study was to investigate the impact of early (<4 weeks) versus late (≥4 weeks) staged PCI of non–target‐vessels in patients with ACS scheduled for staged PCI after hospital discharge. Methods and Results All patients with ACS undergoing planned staged PCI from 2009 to 2017 at Bern University Hospital, Switzerland, were analyzed. Patients with cardiogenic shock, in‐hospital staged PCI, staged cardiac surgery, and multiple staged PCIs were excluded. The primary end point was all‐cause death, recurrent myocardial infarction and urgent premature non–target‐vessel PCI. Of 8657 patients with ACS, staged revascularization was planned in 1764 patients, of whom 1432 patients fulfilled the eligibility criteria. At 1 year, there were no significant differences in the crude or adjusted rates of the primary end point (7.8% early versus 10.8% late, hazard ratio [HR], 0.72 [95% CI, 0.47–1.10], P=0.129; adjusted HR, 0.80 [95% CI, 0.50–1.28], P=0.346) and its individual components (all‐cause death: 1.5% versus 2.9%, HR, 0.52 [95% CI, 0.20–1.33], P=0.170; adjusted HR, 0.62 [95% CI, 0.23–1.67], P=0.343; recurrent myocardial infarction: 4.2% versus 4.4%, HR, 0.97 [95% CI, 0.475–1.10], P=0.924; adjusted HR, 1.03 [95% CI, 0.53–2.01], P=0.935; non–target‐vessel PCI, 3.9% versus 5.7%, HR, 0.97 [95% CI, 0.53–1.80], P=0.928; adjusted HR, 1.19 [95% CI, 0.61–2.34], P=0.609). Conclusions In this single‐center cohort study of patients with ACS scheduled to undergo staged PCI after hospital discharge, early (<4 weeks) versus late (≥4 weeks) staged PCI was associated with a similar rate of major adverse cardiac events at 1 year follow‐up. Registration URL: https://www.clinicaltrials.gov; Unique identifier: NCT02241291.
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Affiliation(s)
- Tatsuhiko Otsuka
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | - Sarah Bär
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | | | | | - Yasushi Ueki
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | - Christian Zanchin
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | - Jonas Lanz
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | - Fabien Praz
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | - Jonas Häner
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | - George C M Siontis
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | - Thomas Zanchin
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | - Stefan Stortecky
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | - Thomas Pilgrim
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | - Stephan Windecker
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
| | - Lorenz Räber
- Department of Cardiology Bern University HospitalUniversity of Bern Bern Switzerland
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Simulation of patient flow in multiple healthcare units using process and data mining techniques for model identification. J Biomed Inform 2018; 82:128-142. [PMID: 29753874 DOI: 10.1016/j.jbi.2018.05.004] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2017] [Revised: 04/05/2018] [Accepted: 05/09/2018] [Indexed: 01/02/2023]
Abstract
INTRODUCTION An approach to building a hybrid simulation of patient flow is introduced with a combination of data-driven methods for automation of model identification. The approach is described with a conceptual framework and basic methods for combination of different techniques. The implementation of the proposed approach for simulation of the acute coronary syndrome (ACS) was developed and used in an experimental study. METHODS A combination of data, text, process mining techniques, and machine learning approaches for the analysis of electronic health records (EHRs) with discrete-event simulation (DES) and queueing theory for the simulation of patient flow was proposed. The performed analysis of EHRs for ACS patients enabled identification of several classes of clinical pathways (CPs) which were used to implement a more realistic simulation of the patient flow. The developed solution was implemented using Python libraries (SimPy, SciPy, and others). RESULTS The proposed approach enables more a realistic and detailed simulation of the patient flow within a group of related departments. An experimental study shows an improved simulation of patient length of stay for ACS patient flow obtained from EHRs in Almazov National Medical Research Centre in Saint Petersburg, Russia. CONCLUSION The proposed approach, methods, and solutions provide a conceptual, methodological, and programming framework for the implementation of a simulation of complex and diverse scenarios within a flow of patients for different purposes: decision making, training, management optimization, and others.
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Kwon SW, Park SD, Moon J, Oh PC, Jang HJ, Park HW, Kim TH, Lee K, Suh J, Kang W. Complete Versus Culprit-Only Revascularization for ST-Segment Elevation Myocardial Infarction and Multivessel Disease in the 2 nd Generation Drug-Eluting Stent Era: Data from the INTERSTELLAR Registry. Korean Circ J 2018; 48:989-999. [PMID: 30334385 PMCID: PMC6196156 DOI: 10.4070/kcj.2017.0387] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2017] [Revised: 04/11/2018] [Accepted: 05/08/2018] [Indexed: 12/03/2022] Open
Abstract
Background and Objectives We aimed to compare outcomes of complete revascularization (CR) versus culprit-only revascularization for ST-segment elevation myocardial infarction (STEMI) and multivessel disease (MVD) in the 2nd generation drug-eluting stent (DES) era. Methods From 2009 to 2014, patients with STEMI and MVD, who underwent primary percutaneous coronary intervention (PCI) using a 2nd generation DES for culprit lesions were enrolled. CR was defined as PCI for a non-infarct-related artery during the index admission. Major adverse cardiovascular event (MACE) was defined as cardiovascular (CV) death, non-fatal myocardial infarction, target lesion revascularization, or heart failure during the follow-up year. Results In total, 705 MVD patients were suitable for the analysis, of whom 286 (41%) underwent culprit-only PCI and 419 (59%) underwent CR during the index admission. The incidence of MACE was 11.5% in the CR group versus 18.5% in the culprit-only group (hazard ratio [HR], 0.56; 95% confidence interval [CI], 0.37–0.86; p<0.01; adjusted HR, 0.64; 95% CI, 0.40–0.99; p=0.04). The CR group revealed a significantly lower incidence of CV death (7.2% vs. 12.9%; HR, 0.51; 95% CI, 0.31–0.86; p=0.01 and adjusted HR, 0.57; 95% CI; 0.32–0.97; p=0.03, respectively). Conclusions CR was associated with better outcomes including reductions in MACE and CV death at 1 year of follow-up compared with culprit-only PCI in the 2nd generation DES era.
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Affiliation(s)
- Sung Woo Kwon
- Department of Cardiology, Inha University Hospital, Incheon, Korea
| | - Sang Don Park
- Department of Cardiology, Inha University Hospital, Incheon, Korea.
| | - Jeonggeun Moon
- Department of Cardiology, Gachon University Gil Medical Center, Incheon, Korea
| | - Pyung Chun Oh
- Department of Cardiology, Gachon University Gil Medical Center, Incheon, Korea
| | - Ho Jun Jang
- Department of Cardiology, Sejong General Hospital, Bucheon, Korea
| | - Hyun Woo Park
- Department of Cardiology, Soonchunhyang University Bucheon Hospital, Bucheon, Korea
| | - Tae Hoon Kim
- Department of Cardiology, Sejong General Hospital, Bucheon, Korea
| | - Kyounghoon Lee
- Department of Cardiology, Gachon University Gil Medical Center, Incheon, Korea
| | - Jon Suh
- Department of Cardiology, Soonchunhyang University Bucheon Hospital, Bucheon, Korea
| | - WoongChol Kang
- Department of Cardiology, Gachon University Gil Medical Center, Incheon, Korea
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Kim YG, Hong SJ. Staged versus One-Time Percutaneous Coronary Intervention Strategy for Multivessel Non-ST Segment Elevation Acute Coronary Syndrome. Korean Circ J 2016; 46:762-764. [PMID: 27826332 PMCID: PMC5099329 DOI: 10.4070/kcj.2016.46.6.762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2016] [Revised: 10/10/2016] [Accepted: 10/18/2016] [Indexed: 11/30/2022] Open
Affiliation(s)
- Yun Gi Kim
- Department of Cardiology, Cardiovascular Center, Korea University Anam Hospital, Seoul, Korea
| | - Soon Jun Hong
- Department of Cardiology, Cardiovascular Center, Korea University Anam Hospital, Seoul, Korea
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