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Updated: Aug 23, 2025

Post-Myocardial Infarction Heart Failure in Closed-chest Coronary Occlusion/Reperfusion Model in Göttingen Minipigs and Landrace Pigs
Published on: April 17, 2021
High-impact opportunities to address ischemia: a focus on heart and circulatory research
Razoan Al Rimon1, Victoria L Nelson2, Keith R Brunt2
1Department of Physiology, Cardiovascular Research Center, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada.
Insights
Myocardial ischemic injury impacts heart failure outcomes. Advanced big data approaches, including machine learning, are enhancing our understanding of cardiac tissue remodeling and developing new heart failure treatments.
Area of Science:
- Cardiovascular Physiology
- Biomedical Engineering
- Genomics
Background:
- Myocardial ischemic injury and its resolution are critical factors in heart failure morbidity and mortality.
- Understanding the diverse causes and durations of ischemia is essential.
- Existing experimental models define genetic, metabolic, molecular, cellular, and pathophysiological mechanisms of cardiovascular deterioration.
Purpose of the Study:
- To explore the multifaceted nature of ischemic injury in the myocardium.
- To highlight state-of-the-art findings and strategies for myocardial tissue remodeling.
- To outline new directions in heart and circulatory physiology research for heart failure.
Main Methods:
- Review of experimental models and methods for studying myocardial ischemia.
- Integration of big data, including single-cell analysis.
- Application of bioinformatics, machine learning, and neural networking.
Main Results:
- Big data and advanced computational techniques offer sophisticated insights into myocardial ischemia.
- New strategies are emerging for understanding and addressing myocardial tissue remodeling.
- Research is becoming more comprehensive and collaborative.
Conclusions:
- Advancements in data analysis are revolutionizing the study of myocardial ischemia.
- A comprehensive, collaborative approach is needed to understand heart failure origins and progression.
- Novel treatment strategies for heart failure can be strengthened through this enhanced understanding.
Abstract:
Myocardial ischemic injury and its resolution are the key determinants of morbidity or mortality in heart failure. The cause and duration of ischemia in patients vary. Numerous experimental models and methods have been developed to define genetic, metabolic, molecular, cellular, and pathophysiological mechanisms, in addition to defining structural and functional deterioration of cardiovascular performance. The rapid rise of big data, such as single-cell analysis techniques with bioinformatics, machine learning, and neural networking, brings a new level of sophistication to our understanding of myocardial ischemia. This mini-review explores the multifaceted nature of ischemic injury in the myocardium. We highlight recent state-of-the-art findings and strategies to show new directions of high-impact approach to understanding myocardial tissue remodeling. This next age of heart and circulatory physiology research will be more comprehensive and collaborative to uncover the origin, progression, and manifestation of heart failure while strengthening novel treatment strategies.

