Estimation of Left Ventricular Stroke Work for Rotary Left Ventricular Assist Devices.
Eric L WuMartin MawAndrew F StephensMichael C StevensJohn F FraserGeoffrey TansleyFrancesco MoscatoShaun D GregoryPublished in: ASAIO journal (American Society for Artificial Internal Organs : 1992) (2023)
Continuous monitoring of left ventricular stroke work (LVSW) may improve the medical management of patients with rotary left ventricular assist devices (LVAD). However, implantable pressure-volume sensors are limited by measurement drift and hemocompatibility. Instead, estimator algorithms derived from rotary LVAD signals may be a suitable alternative. An LVSW estimator algorithm was developed and evaluated in a range of in vitro and ex vivo cardiovascular conditions during full assist (closed aortic valve [AoV]) and partial assist (opening AoV) mode. For full assist, the LVSW estimator algorithm was based on LVAD flow, speed, and pump pressure head, whereas for partial assist, the LVSW estimator combined the full assist algorithm with an estimate of AoV flow. During full assist, the LVSW estimator demonstrated a good fit in vitro and ex vivo (R2: 0.97 and 0.86, respectively) with errors of ± 0.07 J. However, LVSW estimator performance was reduced during partial assist, with in vitro: R2: 0.88 and an error of ± 0.16 J and ex vivo: R2: 0.48 with errors of ± 0.11 J. Further investigations are required to improve the LVSW estimate with partial assist; however, this study demonstrated promising results for a continuous estimate of LVSW for rotary LVADs.
Keyphrases
- left ventricular
- aortic valve
- aortic stenosis
- machine learning
- heart failure
- deep learning
- atrial fibrillation
- transcatheter aortic valve replacement
- acute myocardial infarction
- mitral valve
- hypertrophic cardiomyopathy
- emergency department
- coronary artery disease
- transcatheter aortic valve implantation
- cardiac resynchronization therapy
- healthcare
- left atrial
- percutaneous coronary intervention
- low cost
- patient safety
- optic nerve