Deep Learning-Based Automated Pressure-Strain Loop Analysis

Authors
Category Primary study
Registry of TrialsClinicalTrials.gov
Year 2026
Noninvasive left ventricular pressure-strain loop analysis estimates myocardial work from longitudinal strain, brachial systolic blood pressure, and cardiac valve-event timing. It provides global work index, constructive work, wasted work, and work efficiency. This study evaluates a deep-learning method that automates myocardial work and loop-shape analysis. The method may reduce analysis time, improve reproducibility, and identify patterns associated with heart failure.
Epistemonikos ID: bd39fcc0072d6db10c4b8a8cb1307dbf538c7931
First added on: Oct 01, 2026