EMBRACE

2023

Atrial fibrillation (AF) is not benign. It commonly progresses from paroxysmal AF (PAF) to permanent AF. AF progression is associated with major adverse cardiovascular/cerebral events (MACCE). Cardiovascular risk factors and comorbidities (CVR) are present long before the first AF episode, causing a progressive atrial cardiomyopathy (ACM). The mechanisms of ACM vary between patients hindering effective AF management. The EmbRACE network now aims to unravel the diversity of mechanisms underlying ACM, identify simple diagnostic tools to identify them, and develop a therapeutic approach to prevent ACM progression.

The Research

Early rhythm-control therapy is one promising intervention to potentially interfere with ACM progression next to CVR management. For a sustained impact we aim to develop care pathways to prevent ACM and AF progression and MACCE. Therefore, we will

identify and validate relevant cellular and molecular determinants of ACM and AF and their clinical surrogate parameters;
develop an in-silico platform to simulate identified mechanisms of ACM and AF and their effects on AF progression and, based on these data, make suggestions for future refinement of ACM therapy;
explore the variety of temporal patterns of PAF as markers of ACM subtypes, demonstrate their prognostic relevance and identify surrogate markers available in clinical practice, based on AI and machine learning;
test in a randomized trial stratified for sex the hypothesis that early AF ablation and optimal CVR management in AF patients with ACM delays ACM progression and reduces MACCE;
explore whether lifestyle management reduces ACM progression, whereas with only rate control ACM progresses;
validate the RACE V AF progression score in real life cohorts and translate this and other knowledge into novel care pathways for AF.

The origin

Atrial fibrillation is the most common cardiac arrhythmia and can lead to a variety of complications, such as stroke. Currently, there are limited treatment options for this cardiac arrhythmia. Moreover, the disease is often noticed late, which makes proper treatment even more difficult. Therefore, the Dutch Heart Foundation funded the RACE V consortium. Afterwards, the Dutch Heart Foundation guided an exploration to form a national consortium as a follow-up around this theme. This led to the EmbRACE consortium, which is a national network of six university medical centers, UMC Groningen, Maastricht UMC+, UMC Utrecht, Amsterdam UMC and LUMC and Erasmus MC, and hospitals in Arnhem and Eindhoven. The Dutch Heart Foundation funds the research.

Funded

Principal investigators

Prof. U. Schotten (Uli)

Prof. dr. M. Rienstra (Michiel)

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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:

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).
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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The eCG Family Clinic

2020

Inherited cardiovascular diseases often run in families, with a 50% chance of passing on the disease-causing genetic defect to children. When a genetic mutation is found in the first family member diagnosed (called the proband), other relatives can get tested to see if they have the same mutation and – when they are carrier - be monitored and timely treated if needed. Unfortunately, less than half of the at-risk relatives don't seek genetic counseling in the first years of the proband's diagnosis. The eCG (electronic Cardiovascular Genetics) Family Clinic was created to stimulate families to test themselves after the diagnosis of the proband by making this process easier and more accessible.
The Research 
In the eCG Family Clinic consortium, a team of software experts, doctors, and specialists in ethics, law, economics, communication, and psychology work together to develop and implement a virtual clinic that offers personalized information and support through a virtual assistant, allowing relatives to make informed decisions about testing and treatment.
Because this consortium believes that involving all possible affected stakeholders is crucial for its success, it frequently consults with probands, family members, healthcare professionals, and advocates to understand their needs. The prototype is designed while keeping the important economic, ethical, and legal aspects of this new approach in mind. The prototype of the eCG Family Clinic is tested in real healthcare settings to see how well it works compared to current practices
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 en funded by the Dutch Heart Foundation, ZonMw and NWO, who collaborate within the Dutch CardioVascular Alliance.

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