Please use this identifier to cite or link to this item: http://bura.brunel.ac.uk/handle/2438/26753
Title: Complete revascularization is associated with higher mortality in patients with ST-elevation myocardial infarction, multi-vessel disease and shock defined by hyperlactataemia: results from the Harefield Shock Registry incorporating explainable machine learning
Authors: Tindale, A
Cretu, I
Meng, H
Panoulas, V
Keywords: cardiogenic shock;machine learning;STEMI;revascularisation strategy;XGBoost
Issue Date: 13-Jun-2023
Publisher: Oxford University Press (OUP)
Citation: Tindale, A. et al. (2023) ‘Complete revascularization is associated with higher mortality in patients with ST-elevation myocardial infarction, multi-vessel disease and shock defined by hyperlactataemia: results from the Harefield Shock Registry incorporating explainable machine learning', European Heart Journal: Acute Cardiovascular Care, 12 (9), pp. 615 - 623. https://doi.org/10.1093/ehjacc/zuad062.
Abstract: Aims: Revascularization strategy for patients with ST-elevation myocardial infarction (STEMI) and multi-vessel disease varies according to the patient’s cardiogenic shock status, but assessing shock acutely can be difficult. This article examines the link between cardiogenic shock defined solely by a lactate of ≥2 mmol/L and mortality from complete vs. culprit-only revascularization in this cohort. Methods and results: Patients presenting with STEMI, multi-vessel disease without severe left main stem stenosis and a lactate ≥2 mmol/L between 2011 and 2021 were included. The primary endpoint was mortality at 30 days by revascularization strategy for shocked patients. Secondary endpoints were mortality at 1 year and over a median follow-up of 30 months. Four hundred and eight patients presented in shock. Mortality in the shock cohort was 27.5% at 30 days. Complete revascularization (CR) was associated with higher mortality at 30 days [odds ratio (OR) 2.1 (1.02–4.2), P = 0.043], 1 year [OR 2.4 (1.2–4.9), P = 0.01], and over 30 months follow-up [hazard ratio (HR) 2.2 (1.4–3.4), P < 0.001] compared with culprit lesion-only percutaneous coronary intervention (CLOP). Mortality was again higher in the CR group after propensity matching (P = 0.018) and inverse probability treatment weighting [HR 2.0 (1.3–3.0), P = 0.001]. Furthermore, explainable machine learning demonstrated that CR was behind only blood gas parameters and creatinine levels in importance for predicting 30-day mortality. Conclusion: In patients presenting with STEMI and multi-vessel disease in shock defined solely by a lactate of ≥2 mmol/L, CR is associated with higher mortality than CLOP.
Description: Data availability: Data sharing is available upon request and approval by the local ethics review board.
Supplementary material is available online at: https://academic.oup.com/ehjacc/article/12/9/615/7194742#supplementary-data .
URI: https://bura.brunel.ac.uk/handle/2438/26753
DOI: https://doi.org/10.1093/ehjacc/zuad062
ISSN: 2048-8726
Other Identifiers: ORCiD: Alexander Tindale https://orcid.org/0000-0002-8199-4275
ORCiD: Hongying Meng https://orcid.org/0000-0002-8836-1382
Appears in Collections:Dept of Electronic and Electrical Engineering Research Papers

Files in This Item:
File Description SizeFormat 
FullText.pdfCopyright © The Author(s) 2023. Published by Oxford University Press on behalf of the European Society of Cardiology. This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com934.02 kBAdobe PDFView/Open


This item is licensed under a Creative Commons License Creative Commons