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Carmona-Segovia ADM, Doncel-Abad MV, Becerra-Muñoz VM, Rodríguez-Capitán J, Sabatel-Pérez F, Flores-López M, Sánchez-Quintero MJ, Medina-Vera D, Molina-Ramos AI, El Bekay R, Morales-Asencio JM, Angullo-Gómez M, García-Rodríguez L, Palma-Martí L, Pavón-Morón FJ, Jiménez-Navarro MF. Prognostic stratification of older patients with multivessel coronary artery disease treated with percutaneous transluminal coronary angioplasty based on clinical and biochemical measures: protocol for a prospective cohort study. BMJ Open 2022; 12:e058042. [PMID: 35228293 PMCID: PMC8886411 DOI: 10.1136/bmjopen-2021-058042] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
INTRODUCTION The incidence of acute coronary syndrome is rising in step with the growth of life expectancy. An increase in the age of patients with coronary artery disease has been related to in-hospital mortality, which has seen an upsurge over a short period of time. However, there is no consensus about the percutaneous coronary angioplasty strategy to follow for older patients with multivessel coronary artery disease (MVCAD). Complete revascularisation (CR) or incomplete revascularisation (ICR) strategy depends on prognosis but this has not yet been accurately described because of geriatric conditions and comorbidities. The aim of this study is to evaluate changes of clinical and biochemical parameters in older patients with MVCAD undergoing revascularisation and to establish a prognostic stratification model for CR and ICR. METHODS AND ANALYSIS This observational, longitudinal, prospective study will include 150 patients with MVCAD and subsequent revascularisation who attend the Hospital Universitario Virgen de la Victoria (Málaga, Spain). Because of the dropout rates, 180 patients will be recruited at the beginning. Sociodemographic characteristics, clinical and angiographic parameters, and biochemical variables, such as cardiovascular, metabolic, inflammatory, stress oxidative biomarkers, will be collected in the admission for coronary revascularisation and three follow-ups at 6, 12 and 18 months. Statistical analyses will be conducted with these data using CR and ICR as the primary exposure variable. Relevant explanatory variables will be selected from a predictive model for their inclusion in a prognostic stratification model. The primary outcome measures will be major adverse cardiovascular events. ETHICS AND DISSEMINATION Protocols and patient information have been approved by the regional research ethics committee (CEIm Provincial de Málaga-PEIBA (PI0131/2020). The results will be disseminated in international peer-reviewed journals, presented at conferences in Cardiology and Gerontology, and sent to participants, medical and health service managers, clinicians and other researchers.
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Affiliation(s)
- Ada Del Mar Carmona-Segovia
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
| | - María Victoria Doncel-Abad
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
| | - Víctor M Becerra-Muñoz
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
- Centro de Investigación en Red de Enfermedades Cardiovasculares (CIBERCV), Instituto de Salud Carlos III, Madrid, Spain
| | - Jorge Rodríguez-Capitán
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
- Centro de Investigación en Red de Enfermedades Cardiovasculares (CIBERCV), Instituto de Salud Carlos III, Madrid, Spain
| | - Fernando Sabatel-Pérez
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
| | - María Flores-López
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Unidad de Gestión Clínica de Salud Mental, Hospital Regional Uiversitario de Málaga, Málaga, Spain
| | - María José Sánchez-Quintero
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
- Centro de Investigación en Red de Enfermedades Cardiovasculares (CIBERCV), Instituto de Salud Carlos III, Madrid, Spain
| | - Dina Medina-Vera
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
- Unidad de Gestión Clínica de Salud Mental, Hospital Regional Uiversitario de Málaga, Málaga, Spain
| | - Ana Isabel Molina-Ramos
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
- Unidad de Gestión Clínica de Salud Mental, Hospital Regional Uiversitario de Málaga, Málaga, Spain
| | - Rajaa El Bekay
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Unidad de Gestión Clínica de Endocrinología y Nutrición, Hospital Regional Universitario de Málaga, Málaga, Spain
- Centro de Investigación en Red de la Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain
| | - José Miguel Morales-Asencio
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Departamento de Enfermería, Facultad de Ciencias de la Salud, Universidad de Málaga, Málaga, Spain
| | - María Angullo-Gómez
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
| | - Luis García-Rodríguez
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
| | - Lucía Palma-Martí
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
| | - Francisco Javier Pavón-Morón
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
- Centro de Investigación en Red de Enfermedades Cardiovasculares (CIBERCV), Instituto de Salud Carlos III, Madrid, Spain
- Unidad de Gestión Clínica de Salud Mental, Hospital Regional Uiversitario de Málaga, Málaga, Spain
| | - Manuel F Jiménez-Navarro
- Hospitales y Universidad de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain
- Unidad de Gestión Clínica Área del Corazón, Hospital Universitario Virgen de la Victoria, Málaga, Spain
- Centro de Investigación en Red de Enfermedades Cardiovasculares (CIBERCV), Instituto de Salud Carlos III, Madrid, Spain
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González-Juanatey C, Anguita-Sá́nchez M, Barrios V, Núñez-Gil I, Gómez-Doblas JJ, García-Moll X, Lafuente-Gormaz C, Rollán-Gómez MJ, Peral-Disdie V, Martínez-Dolz L, Rodríguez-Santamarta M, Viñolas-Prat X, Soriano-Colomé T, Muñoz-Aguilera R, Plaza I, Curcio-Ruigómez A, Orts-Soler E, Segovia J, Maté C, Cequier Á. Assessment of medical management in Coronary Type 2 Diabetic patients with previous percutaneous coronary intervention in Spain: A retrospective analysis of electronic health records using Natural Language Processing. PLoS One 2022; 17:e0263277. [PMID: 35143527 PMCID: PMC8830700 DOI: 10.1371/journal.pone.0263277] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 01/15/2022] [Indexed: 12/29/2022] Open
Abstract
INTRODUCTION AND OBJECTIVES Patients with type 2 diabetes (T2D) and stable coronary artery disease (CAD) previously revascularized with percutaneous coronary intervention (PCI) are at high risk of recurrent ischemic events. We aimed to provide real-world insights into the clinical characteristics and management of this clinical population, excluding patients with a history of myocardial infarction (MI) or stroke, using Natural Language Processing (NLP) technology. METHODS This is a multicenter, retrospective study based on the secondary use of 2014-2018 real-world data captured in the Electronic Health Records (EHRs) of 1,579 patients (0.72% of the T2D population analyzed; n = 217,632 patients) from 12 representative hospitals in Spain. To access the unstructured clinical information in EHRs, we used the EHRead® technology, based on NLP and machine learning. Major adverse cardiovascular events (MACE) were considered: MI, ischemic stroke, urgent coronary revascularization, and hospitalization due to unstable angina. The association between MACE rates and the variables included in this study was evaluated following univariate and multivariate approaches. RESULTS Most patients were male (72.13%), with a mean age of 70.5±10 years. Regarding T2D, most patients were non-insulin-dependent T2D (61.75%) with high prevalence of comorbidities. The median (Q1-Q3) duration of follow-up was 1.2 (0.3-4.5) years. Overall, 35.66% of patients suffered from at least one MACE during follow up. Using a Cox Proportional Hazards regression model analysis, several independent factors were associated with MACE during follow up: CAD duration (p < 0.001), COPD/Asthma (p = 0.021), heart valve disease (p = 0.031), multivessel disease (p = 0.005), insulin treatment (p < 0.001), statins treatment (p < 0.001), and clopidogrel treatment (p = 0.039). CONCLUSIONS Our results showed high rates of MACE in a large real-world series of PCI-revascularized patients with T2D and CAD with no history of MI or stroke. These data represent a potential opportunity to improve the clinical management of these patients.
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Affiliation(s)
| | | | | | - Iván Núñez-Gil
- Hospital Clínico Universitario San Carlos, Madrid, Spain
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Ángel Cequier
- Hospital Universitario de Bellvitge and Universidad de Barcelona, IDIBELL, Barcelona, Spain
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