Search results for "monodomain model"

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Machine Learning Identification of Pro-arrhythmic Structures in Cardiac Fibrosis

2021

Cardiac fibrosis and other scarring of the heart, arising from conditions ranging from myocardial infarction to ageing, promotes dangerous arrhythmias by blocking the healthy propagation of cardiac excitation. Owing to the complexity of the dynamics of electrical signalling in the heart, however, the connection between different arrangements of blockage and various arrhythmic consequences remains poorly understood. Where a mechanism defies traditional understanding, machine learning can be invaluable for enabling accurate prediction of quantities of interest (measures of arrhythmic risk) in terms of predictor variables (such as the arrangement or pattern of obstructive scarring). In this st…

PhysiologyCardiac fibrosisStimulus (physiology)arrhythmiaMachine learningcomputer.software_genreunidirectional blockFibrosisPhysiology (medical)QP1-981MedicineMyocardial infarctionOriginal ResearchArtificial neural networkbusiness.industryCardiac electrophysiologyMechanism (biology)fibrosisneural networksmedicine.diseaseIdentification (information)machine learningmonodomain modelre-entryArtificial intelligencebusinesscardiac electrophysiologycomputerFrontiers in Physiology
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Sustained reentry in a 3d regionally ischemic human heart. A simulation study

2016

In this work, we have studied the vulnerable window and propagation patterns in a human heart during acute ischemia. A 3-D biventricular model of a human heart with realistic heterogeneity and fiber orientations has been considered. The ischemic region was located in the anterior left ventricular wall mimicking the occlusion of the circumflex artery. The electrical activity of the tissue was modeled with the monodomain model along with a modified version of the ten Tusscher 2006 ionic model. The model predicts the generation of sustained re-entrant activity in the form of a rotor around the ischemic zone. Patterns in the form of figure-of-eight were also observed within the vulnerable windo…

medicine.medical_specialtybusiness.industryVentricular wallHuman heartReentryAcute ischemiamedicine.anatomical_structureInternal medicineOcclusioncardiovascular systemCardiologymedicinecardiovascular diseasesCircumflexbusinessMonodomain modelArtery2015 Computing in Cardiology Conference (CinC)
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