Left Ventricular Volume and Cardiac Output Estimation Using Machine Learning Model

    公开(公告)号:US20200222607A1

    公开(公告)日:2020-07-16

    申请号:US16743797

    申请日:2020-01-15

    申请人: Abiomed, Inc.

    摘要: Methods and systems are disclosed for creating and using a neural network model to estimate a cardiac parameter of a patient, and using the estimated parameter in providing blood pump support to improve patient cardiac performance and heart health. Particular adaptations include adjusting blood pump parameters and determining whether and how to increase or decrease support, or wean the patient from the blood pump altogether. The model is created based on neural network processing of data from a first patient set and includes measured hemodynamic and pump parameters compared to a cardiac parameter measured in situ, for example the left ventricular volume measured by millar (in animals) or inca (in human) catheter. After development of a model based on the first set of patients, the model is applied to a patient in a second set to estimate the cardiac parameter without use of an additional catheter or direct measurement.

    SYSTEMS AND METHODS FOR DETECTING SUCTION EVENTS IN BLOOD PUMPS

    公开(公告)号:US20230131738A1

    公开(公告)日:2023-04-27

    申请号:US17971269

    申请日:2022-10-21

    申请人: ABIOMED, Inc.

    IPC分类号: A61M60/148 A61M60/178

    摘要: Systems and methods for detecting suction events in blood pumps by monitoring pump motor current. A pump suction event is detected based on a comparison of a pulsatility index that is calculated based on a filtered pump motor current signal with a first predetermined threshold or based on a comparison of a calculated index associated with a normalized band-pass filtered pump motor current signal with a second predetermined threshold. A suction event is also detected based on comparisons of both the calculated pulsatility index and the calculated index associated with the normalized band-pass filtered pump motor current signal with respective first and second predetermined thresholds.

    POSITION DETECTION FOR A CIRCULATORY SUPPORT DEVICE

    公开(公告)号:US20230355958A1

    公开(公告)日:2023-11-09

    申请号:US18312032

    申请日:2023-05-04

    申请人: Abiomed, Inc.

    摘要: Methods and apparatus for determining whether a circulatory support device is correctly positioned in a heart of a patient are provided. The method comprises receiving a motor current signal from a motor of the circulatory support device, receiving a pressure signal from a pressure sensor arranged on the circulatory support device, generating a normalized motor current signal based, at least in part, on the pressure signal, determining a pulsatility of the normalized motor current signal, determining whether the circulatory support device is correctly positioned in the heart of the patient based, at least in part, on the pulsatility of the normalized motor current signal, and outputting an alarm when it is determined that the circulatory support device is not correctly positioned in the heart of the patient.

    ESTIMATING MAXIMUM FLOW THROUGH A CIRCULATORY SUPPORT DEVICE

    公开(公告)号:US20230390547A1

    公开(公告)日:2023-12-07

    申请号:US18327957

    申请日:2023-06-02

    申请人: Abiomed, Inc.

    IPC分类号: A61M60/546

    CPC分类号: A61M60/546 A61M2205/3334

    摘要: Methods and apparatus for estimating maximum flow for a heart pump are described. The method comprises receiving data relating motor current to differential pressure measured for a predetermined speed of a motor of the heart pump, extrapolating based on the received data, a first value for the motor current at which the differential pressure is zero, and determining a maximum flow value through the heart pump at the predetermined speed of the motor of the heart pump based, at least in part, on the first value for the motor current.