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Journal: Journal of Cardiovascular Translational Research
Article Title: Prediction of Left Ventricle Pressure Indices Via a Machine Learning Approach Combining ECG, Pulse Oximetry, and Cardiac Sounds: a Preclinical Feasibility Study
doi: 10.1007/s12265-024-10546-2
Figure Lengend Snippet: Synchronization of ECG, left ventricular pressure, cardiac sounds and pulse oximetry signals in Göttingen minipigs. Signal synchronization with ECG in black, left ventricle pressure (LVP) in red, cardiac sounds (MIC) in green, and pulse oximetry (POX) in blue. All signals were recorded, at a sampling frequency of 1 kHz, in 1 un-paced healthy swing (panel a ) and 1 un-paced HFrEF swine (panel b ), both with a spontaneous heart rate of circa 80 beats/min. The Microphone Envelope Difference (MED), which is the difference between the upper and lower envelopes of the MIC signals, is displayed in pink. The local minima of the MED sinus-like signal were useful, for each couple of consecutive heart cycles, to approximate the temporal boundary between systole and diastole without using the LVP signal. Note that the cardiac sounds are louder in the un-paced heart failure swine
Article Snippet: In addition, for each heartbeat and separately for diastole and systole, we analyzed the melody spectrum (MEL) of the
Techniques: Sampling