Modeling and simulation of right ventricular volume measurement system during right heart catheterization.
Haemodynamic monitoring is necessary for the effective management of critically ill cardiac patients. Pulmonary artery catheterization has been used for monitoring the circulation, for measurement of intracardiac pressures and to estimate preload and afterload. However, pressures may not be accurate reflection of the circulation and simultaneous measurement of volumes would improve patient treatment. However, measurement of cardiac volumes especially of the right ventricle is difficult in everyday clinical practice In this work we propose the use of pulmonary artery catheter (PAC) with ultrasonic sensors built on it, to calculate the right ventricular end-diastolic (RVEDV) and end-systolic volume (RVESV). This is achieved by using the Ultrasonic (US) beam, to measure the distances between the transducers on the catheter and the RV walls. These distances, will be used as an input to a Volume calculating algorithm, which finally provides the RVEDV and RVESV, using a Neural Network (NN). For that reason, we have used cardiac Magnetic Resonance Imaging (MRI) and have modeled the catheter and the US transducers, to get as input the distances to the surface of the cavity. With these distances, and the known cardiac volumes (calculated using MR images) we trained and validated a NN for volume calculation. The results show that the algorithm accurately calculates the RVEDV. For the RVESV, greater deviations are observed between values calculated with our algorithm and cardiac MRI.
Toumpaniaris
Petros
P
School of Electrical and Computers Engineering, National Technical University of Athens, Athens, Greece. petou@biomed.ntua.gr
Skalkidis
Ilias
I
Nikolakopoulos
Ioannis
I
Kelekis
Nikolaos
N
Filippatos
Gerasimos
G
Koutsouris
Dimitrios
D
D002407:Catheterization, Swan-Ganz; D003198:Computer Simulation; D006801:Humans; D008955:Models, Cardiovascular; D016571:Neural Networks, Computer; D015203:Reproducibility of Results; D013318:Stroke Volume; D016278:Ventricular Function, Right / Q000502:physiology*