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Surgical or percutaneous coronary revascularization for heart failure: an in silico model using routinely collected health data to emulate a clinical trial
AIMS: The choice of revascularization with coronary artery bypass grafting (CABG) vs. percutaneous coronary intervention (PCI) in people with ischaemic left ventricular dysfunction is not guided by high-quality evidence. METHODS AND RESULTS: A trial of CABG vs. PCI in people with heart failure (HF)...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9890210/ https://www.ncbi.nlm.nih.gov/pubmed/36350978 http://dx.doi.org/10.1093/eurheartj/ehac670 |
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author | Pathak, Suraj Lai, Florence Y Miksza, Joanne Petrie, Mark C Roman, Marius Murray, Sarah Dearling, Jeremy Perera, Divaka Murphy, Gavin J |
author_facet | Pathak, Suraj Lai, Florence Y Miksza, Joanne Petrie, Mark C Roman, Marius Murray, Sarah Dearling, Jeremy Perera, Divaka Murphy, Gavin J |
author_sort | Pathak, Suraj |
collection | PubMed |
description | AIMS: The choice of revascularization with coronary artery bypass grafting (CABG) vs. percutaneous coronary intervention (PCI) in people with ischaemic left ventricular dysfunction is not guided by high-quality evidence. METHODS AND RESULTS: A trial of CABG vs. PCI in people with heart failure (HF) was modelled in silico using routinely collected healthcare data. The in silico trial cohort was selected by matching the target trial cohort, identified from Hospital Episode Statistics in England, with individual patient data from the Surgical Treatment for Ischemic Heart Failure (STICH) trial. Allocation to CABG vs. complex PCI demonstrated random variation across administrative regions in England and was a valid statistical instrument. The primary outcome was 5-year all-cause mortality or cardiovascular hospitalization. Instrumental variable analysis (IVA) was used for the primary analysis. Results were expressed as average treatment effects (ATEs) with 95% confidence intervals (CIs). The target population included 13 519 HF patients undergoing CABG or complex PCI between April 2009 and March 2015. After matching, the emulated trial cohort included 2046 patients. The unadjusted primary outcome rate was 51.1% in the CABG group and 70.0% in the PCI group. IVA of the emulated cohort showed that CABG was associated with a lower risk of the primary outcome (ATE −16.2%, 95% CI −20.6% to −11.8%), with comparable estimates in the unmatched target population (ATE −15.5%, 95% CI −17.5% to −13.5%). CONCLUSION: In people with HF, in silico modelling suggests that CABG is associated with fewer deaths or cardiovascular hospitalizations at 5 years vs. complex PCI. A pragmatic clinical trial is needed to test this hypothesis and this trial would be feasible. |
format | Online Article Text |
id | pubmed-9890210 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-98902102023-02-02 Surgical or percutaneous coronary revascularization for heart failure: an in silico model using routinely collected health data to emulate a clinical trial Pathak, Suraj Lai, Florence Y Miksza, Joanne Petrie, Mark C Roman, Marius Murray, Sarah Dearling, Jeremy Perera, Divaka Murphy, Gavin J Eur Heart J Fast Track Clinical Research AIMS: The choice of revascularization with coronary artery bypass grafting (CABG) vs. percutaneous coronary intervention (PCI) in people with ischaemic left ventricular dysfunction is not guided by high-quality evidence. METHODS AND RESULTS: A trial of CABG vs. PCI in people with heart failure (HF) was modelled in silico using routinely collected healthcare data. The in silico trial cohort was selected by matching the target trial cohort, identified from Hospital Episode Statistics in England, with individual patient data from the Surgical Treatment for Ischemic Heart Failure (STICH) trial. Allocation to CABG vs. complex PCI demonstrated random variation across administrative regions in England and was a valid statistical instrument. The primary outcome was 5-year all-cause mortality or cardiovascular hospitalization. Instrumental variable analysis (IVA) was used for the primary analysis. Results were expressed as average treatment effects (ATEs) with 95% confidence intervals (CIs). The target population included 13 519 HF patients undergoing CABG or complex PCI between April 2009 and March 2015. After matching, the emulated trial cohort included 2046 patients. The unadjusted primary outcome rate was 51.1% in the CABG group and 70.0% in the PCI group. IVA of the emulated cohort showed that CABG was associated with a lower risk of the primary outcome (ATE −16.2%, 95% CI −20.6% to −11.8%), with comparable estimates in the unmatched target population (ATE −15.5%, 95% CI −17.5% to −13.5%). CONCLUSION: In people with HF, in silico modelling suggests that CABG is associated with fewer deaths or cardiovascular hospitalizations at 5 years vs. complex PCI. A pragmatic clinical trial is needed to test this hypothesis and this trial would be feasible. Oxford University Press 2022-11-25 /pmc/articles/PMC9890210/ /pubmed/36350978 http://dx.doi.org/10.1093/eurheartj/ehac670 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of the European Society of Cardiology. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Fast Track Clinical Research Pathak, Suraj Lai, Florence Y Miksza, Joanne Petrie, Mark C Roman, Marius Murray, Sarah Dearling, Jeremy Perera, Divaka Murphy, Gavin J Surgical or percutaneous coronary revascularization for heart failure: an in silico model using routinely collected health data to emulate a clinical trial |
title | Surgical or percutaneous coronary revascularization for heart failure: an in silico model using routinely collected health data to emulate a clinical trial |
title_full | Surgical or percutaneous coronary revascularization for heart failure: an in silico model using routinely collected health data to emulate a clinical trial |
title_fullStr | Surgical or percutaneous coronary revascularization for heart failure: an in silico model using routinely collected health data to emulate a clinical trial |
title_full_unstemmed | Surgical or percutaneous coronary revascularization for heart failure: an in silico model using routinely collected health data to emulate a clinical trial |
title_short | Surgical or percutaneous coronary revascularization for heart failure: an in silico model using routinely collected health data to emulate a clinical trial |
title_sort | surgical or percutaneous coronary revascularization for heart failure: an in silico model using routinely collected health data to emulate a clinical trial |
topic | Fast Track Clinical Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9890210/ https://www.ncbi.nlm.nih.gov/pubmed/36350978 http://dx.doi.org/10.1093/eurheartj/ehac670 |
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