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510(k) Data Aggregation

    K Number
    K202679
    Date Cleared
    2021-04-12

    (209 days)

    Product Code
    Regulation Number
    892.1200
    Reference & Predicate Devices
    Why did this record match?
    Device Name :

    Optional Screen Display for HeartSee Cardiac P.E.T. Processing Software - HeartSee version 3

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    HeartSee version 3 software for cardiac positron emission tomography (PET) is indicated for determining regional and global absolute rest and stress myocardial perfusion in ml/min/g, Coronary Flow Reserve and their combination into the Coronary Flow Capacity (CFC) Map in patients with suspected or known coronary artery disease (CAD) in order to assist clinical interpretation of PET perfusion images and quantification of their severity.

    HeartSee version 3 is intended for use by trained professionals, such as nuclear medicine or nuclear cardiology physicians, or cardiologists with appropriate training and certification. The clinician remains ultimately responsible for the final assessment and diagnosis based on standard practices, clinical judgment and interpretation of PET images or quantitative data.

    Device Description

    HeartSee version 3 is a software tool for cardiac positron emission tomography (PET) for determining regional and global absolute rest and stress myocardial perfusion in cc/min/g, Coronary Flow Reserve and their combination into the Coronary Flow Capacity (CFC) Map for facilitating the interpretation of PET perfusion images in patients with suspected or known coronary artery disease. HeartSee version 3 is intended for use by trained professionals, such as nuclear technicians, nuclear medicine or nuclear cardiology physicians, or cardiologists with appropriate training and certification.

    HeartSee version 3 contains two fundamental components. First, the software imports cardiac PET images in DICOM format from PET scanners with DICOM output. These images are reoriented to cardiac axes to produce standard tomographic and topographic displays of relative uptake. Second, the HeartSee version 3 software quantifies regional absolute rest and stress myocardial perfusion per unit tissue (ml/min/q), Coronary Flow Reserve (CFR) as the stress/rest perfusion ratio, and the Coronary Flow Capacity combining CFR and stress perfusion, all on a pixel basis for regional and global values, Archiving output data is supported for clinical diagnostics, quality control and research.

    In addition to these established measurements of perfusion in ml/min/g, CFR and CFC approved by FDA for K171303, HeartSee version 3 has the following additional clinically relevant displays. For explaining uncommon patients with angina or ST depression ≥1mm during stress PET imaging in the absence of severe perfusion defects, HeartSee version 3 has the following three additional displays:

      1. Stress subendocardial to subepicardial ratio on relative activity tomograms.
      1. Subendocardial stress to rest ratio on relative activity tomograms
      1. Stress relative topogram maps expressed as a fraction of maximum ml/min/g and called relative stress flow (RSF).
    AI/ML Overview

    This K202679 submission describes the HeartSee version 3 software, which is an update to the previously cleared HeartSee version 2 (K171303). The new version adds three new displays. The performance data presented focuses on demonstrating that HeartSee version 3 is at least as safe and effective as its predicate device and that the new displays provide additional clinical relevance.

    Here's a breakdown of the requested information based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance

    The submission does not explicitly state formal acceptance criteria in numerical values for this 510(k). Instead, it relies on demonstrating equivalence to the predicate device for existing functionalities and clinical relevance for the new functionalities. The performance is reported in terms of statistical associations.

    Functionality/MetricAcceptance Criteria (Implied)Reported Device Performance
    Existing Functionalities (vs. Predicate K171303):Performance identical to or better than K171303 for:
    - Rest and stress myocardial perfusion (ml/min/g)Significant association with MACE, mortality, and reduction after revascularization.HeartSee version 3 performs identically to K171303 for determining rest and stress perfusion in cc/min/g, CFR, and CFC for significant associations with MACE, mortality, and its reduction after revascularization (by Cox multivariate analysis and Kaplan-Meier plots).
    - Coronary Flow Reserve (CFR)
    - Coronary Flow Capacity (CFC) map
    New Displays (Clinical Relevance):Association with angina or ST depression ≥1mm during stress PET.The stress subendo/subepicardial ratio, the subendocardial stress/rest ratio, and the relative stress flow (RSF) associate with angina or ST depression ≥1mm during stress PET in patients with only mildly reduced CFC and no severely reduced CFC (by ROC analysis and paired t-tests).
    - Stress subendocardial to subepicardial ratio (tomograms)
    - Subendocardial stress to rest ratio (tomograms)
    - Stress relative topogram maps (RSF)

    2. Sample Size Used for the Test Set and Data Provenance

    The document does not explicitly state the sample size for the test set. It mentions "patients with suspected or known coronary artery disease (CAD)" and "uncommon patients with angina or ST depression ≥1mm during stress PET imaging".

    The data provenance is not specified in terms of country of origin. The study appears to be retrospective as it analyzes associations with past clinical events (MACE, mortality) and existing patient characteristics (angina, ST depression).

    3. Number of Experts Used to Establish the Ground Truth for the Test Set and Qualifications

    The document does not provide information regarding the number of experts or their qualifications for establishing ground truth for any test set or for interpreting the data used in the analysis.

    4. Adjudication Method for the Test Set

    The document does not specify an adjudication method.

    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study Was Done

    No, a Multi-Reader Multi-Case (MRMC) comparative effectiveness study was not explicitly described or presented in this document. The study focuses on the algorithm's performance in terms of statistical associations rather than human reader improvement with or without AI assistance.

    6. If a Standalone (i.e., algorithm only without human-in-the-loop performance) Was Done

    Yes, the performance data presented is for the standalone algorithm. The analyses performed (Cox multivariate analysis, Kaplan-Meier plots, ROC analysis, paired t-tests) evaluate the metrics generated by the HeartSee version 3 software directly against clinical outcomes or events, independent of human interpretation of those metrics during the study. The device is intended to "assist clinical interpretation," and the clinician "remains ultimately responsible," but the performance data presented is on the software's outputs themselves.

    7. The Type of Ground Truth Used

    The ground truth used for the performance evaluation includes:

    • Outcomes Data:
      • Major Adverse Coronary Events (MACE)
      • Mortality
      • Reduction in MACE/mortality after revascularization
    • Clinical Events/Characteristics:
      • Angina during stress PET imaging
      • ST depression ≥1mm during stress PET imaging

    8. The Sample Size for the Training Set

    The document does not include information about a specific training set or its sample size. This submission appears to be evaluating the performance of an existing or updated algorithm, rather than describing the development and training of a new model.

    9. How the Ground Truth for the Training Set Was Established

    As no training set is explicitly described, there is no information on how ground truth for a training set was established.

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