ECG project UMCU

2020

The correct interpretation of electrocardiograms (ECGs) is crucial for accurately diagnosing cardiac abnormalities. Current methods, both manual by physicians and computerized, have not achieved the level of accuracy comparable to cardiologists in detecting acute cardiac issues. Leveraging advancements in artificial intelligence and big data, particularly deep neural networks, offers promising avenues to improve ECG interpretation where traditional methods have fallen short. The ECG-Project develops deep learning algorithms to automate ECG interpretation, particularly focusing on areas where current methods are inadequate.

Through this research, we aim to revolutionize ECG interpretation, improving diagnostic accuracy, reducing healthcare resource utilization, and ultimately enhancing patient outcomes.

The Research
The project objectives are:

  1. WP1: Creating an algorithm capable of accurately and swiftly triaging ECGs through transfer learning, uncovering features in diseases with unknown ECG characteristics (such as primary arrhythmia syndromes and genetic disorders).
  2. WP2: design a portable multi-lead ecg-device, suitable for use by patients at home and healthcare professionals. This device will enable high-quality ECG acquisitions for rapid diagnosis.

Origin
This project is funded within the Innovative Medical Devices Initiative (IMDI) program 'Heart for Sustainable Care'. The focus of this program is the development of medical technology for the earlier detection, monitoring, and better treatment of cardiovascular diseases to ensure accessible healthcare and sufficient staffing. The program has been developed and funded by the Dutch Heart Foundation, ZonMw and NWO, who collaborate within the Dutch CardioVascular Alliance.

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Collaborators

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DOUBLE DOSE

2021
Cardiomyopathies, caused by genetic mutations affecting cardiac muscle components, pose significant economic and societal burdens due to their hereditary nature and early onset. Despite known genetic defects, predicting disease progression remains challenging due to extreme clinical variability. Recent research indicates that cardiomyopathy mutations induce metabolic stress, exacerbated by factors like obesity, which can accelerate disease progression. The Double Dose hypothesis suggests that targeting metabolic stress may offer preventive or curative strategies for these conditions. The Focus The Double Dose Consortium aims to understand how cardiomyopathy-causing mutations lead to structural changes in cardiomyocytes. This interdisciplinary effort combines experts in preclinical research, clinical genetics, health technology assessment, and clinical care focused on cardiomyopathy in both children and adults. The Research The consortium combines experts in preclinical research, clinical genetics, health technology assessment and clinical researchers with a strong clinical focus on cardiomyopathy in children and adults. These experts investigate how obesity and muscle adiposity contribute to vascular and cardiac muscle dysfunction in mutation carriers through the analysis of clinical data, patient samples, and experimental models. They will also study the mechanisms underlying ultrastructural changes in cardiomyocytes caused by these mutations, leading to impaired metabolism, contraction, relaxation defects, and disrupted cellular communication within the heart. Utilizing extensive patient cohorts and ongoing studies, the consortium aims to optimize care for cardiomyopathy patients by assessing the cost-effectiveness of diagnostics and clinical interventions. They plan to translate findings on metabolic alterations into clinical trials targeting treatments that reduce metabolic stress. The Double Dose program will establish biobanks containing serum, tissue, and induced pluripotent stem cell-derived cardiomyocytes (iPSC-CMs) to provide mechanistic insights into cardiomyopathy pathophysiology and improve diagnosis and care. Origin This consortium was funded through the Impulse Grant program by the Dutch Heart Foundation, together with Stichting Hartedroom. The consortium is a continuation of the Dosis consortium, in which the interaction between mutation and external factors was investigated. They found that cardiomyopathy-mutations induce metabolic stress and that secondary metabolic stress, such as obesity accelerates disease progression.  
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LoDoCo2

2016
The aim of the LoDoCo2 (Low Dose Colchicine for secondary prevention of cardiovascular disease) trial was to investigate the effect of low dose colchicine (0,5 mg once daily) on the risk of myocardial infarction (fatal or non-fatal), stroke, or the need for coronary bypass or stent placement. While the precise mechanism through which colchicine mitigates major cardiovascular events remains incompletely understood, it is hypothesized that its anti-inflammatory effects contribute to risk reduction among patients with established atherosclerotic disease. LoDoCo2 stands out in several respects. It represents a large-scale randomized clinical trial conducted entirely by a non-academic network of cardiologists and a consortium of pharmaceutical companies with a focus on drug repurposing. This trial underscores the potential value of older, often cost-effective medications in advancing the development of new innovative drugs. The Research Following a median follow-up period of 3 years, the addition of colchicine to standard treatment resulted in a 30% reduction in risk of myocardial infarction (fatal or non-fatal), stroke, or the need for coronary bypass or stent placement. Patients treated with colchicine exhibited similar side effects compared to those receiving a placebo. Furthermore, no interactions were found with other commonly used drugs such as (potent) statins. In 2021, certain international guidelines had already incorporated colchicine into the secondary prevention of atherosclerotic cardiovascular disease (ASCVD). Subsequently, in 2023, the Food and Drug Administration (FDA) approved Lodoco® (colchicine) for reducing the risk of myocardial infarction (MI), stroke, coronary revascularization, and cardiovascular (CV) death in adult patients with established atherosclerotic disease or multiple risk factors for CV disease. This approval was based on published data regarding the effects of colchicine on cardiovascular events, along with insights from the LoDoCo2 trial. The LoDoCo2 investigators anticipate that colchicine will become the standard treatment for patients with coronary artery disease. The origin The LoDoCo2 trial is based on based on LoDoCo, a small Australian trial that assessed the benefits of administration of a low dosis colchicine on coronary artery disease (CAD). Colchicine is a relatively inexpensive medication commonly used for the treatment of inflammatory disease, e.g. gout. The LoDoCo2 trial was executed with a similar protocol in Australia and the Netherlands. LoDoCo2 is special in many ways; it is a large randomised clinical trial fully run by a non-academic network of cardiologists (WCN), funded by The Dutch Heart Foundation and ZonMw (Goed Gebruik Geneesmiddelen) and a consortium of pharmaceutical companies with focus on drug repurposing. Although the recruitment of patients already started before the start of the DCVA, the DCVA always has provided strong support, also in the route towards implementation. This drug-repurposing clinical trial shows that a collaborative statement from the DCVA and its partners is needed to change rules and regulations in order to make this effective, safe and cheap old treatment available for patients.
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