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510(k) Data Aggregation

    K Number
    K192442
    Device Name
    FFRangio
    Manufacturer
    Date Cleared
    2019-12-09

    (94 days)

    Product Code
    Regulation Number
    870.1415
    Reference & Predicate Devices
    Predicate For
    N/A
    Why did this record match?
    Reference Devices :

    K182149

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

    CathWorks FFRangio™ is a software device for the clinical quantitative analysis of previously acquired angiography DICOM data for patients with coronary artery disease. It provides FFRangio™, a mathematically derived quantity, computed from simulated blood flow information obtained from a 3D computer model, generated from coronary angiography images. FFRangio™ analysis is intended to support the functional evaluation of coronary artery disease. The results of this analysis are provided as a supportive aid for qualified clinicians in the evaluation and assessment of coronary arteries physiology. The results of CathWorks FFRangio™ are intended to be used by qualified clinicians in conjunction with the patient's clinical history, symptoms, and other diagnostic tests, as well as the clinician's professional evaluation.

    Device Description

    FFRancio uses standard angiographic images that are retrieved from the X-ray Imaging System (C-arm) in DICOM format. The user selects the images and, following the system prompts, marks key features on the images including the target lesion, ostium location, main vessel, target vessel, and its side branches. The system then matches the corresponding vessels among the projections and generates a 3D computer model of the vessels. The 3D model is used for blood flow analysis and determination of the FFRangio.

    The modified FFRangio system, designated as model FAU4000, consists of the following components:

    • Touch screen control console located either as a fixed installation in the cath lab on . an extension arm mounted on the wall or from the ceiling, or on a desktop or mobile cart in the cath lab or control room
    • Processing Unit located in the cath lab machine room / control room ●
    • 3D Mouse located at the patient bedside ●
    • Connection Box located in either the cath lab or control room ●

    The system supports optional visual media output to the cath lab main displays, so the system GUI may be observed on both the system's Console display and on the cath lab's main display (boom monitor).

    AI/ML Overview

    The provided text describes a Special 510(k) submission for the FFRangio System, focusing on hardware and software changes to a previously cleared device. Therefore, the information regarding the acceptance criteria and the study proving the device meets these criteria primarily refers to the original FFRangio System (K182149), as the current submission (K192442) asserts that the changes do not affect the fundamental scientific technology or the indications for use.

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

    Acceptance Criteria and Device Performance

    The core performance metrics presented are Sensitivity and Specificity, which were established during the pivotal clinical study of the predicate (original) FFRangio System.

    1. Table of Acceptance Criteria and Reported Device Performance

    Acceptance Criteria (from predicate study)Reported Device Performance (from predicate study)
    Sensitivity (Lower 95% CI)93.5% (lower 95% CI, 87.8%)
    Specificity (Lower 95% CI)91.2% (lower 95% CI, 86.0%)

    2. Sample Size and Data Provenance

    The document does not explicitly state the sample size used for the test set of the original pivotal clinical study, nor does it specify the country of origin or whether the data was retrospective or prospective. It only mentions "the FFRangio pivotal clinical study."

    For the current 510(k) submission (K192442), which pertains to modifications, the performance data cited is from the previous clearance. The specific tests conducted for this Special 510(k) (e.g., software validation, electrical safety, human factors) are not for clinical performance.

    3. Number of Experts and Qualifications for Ground Truth Establishment

    The document does not provide details on the number of experts or their specific qualifications (e.g., "radiologist with 10 years of experience") used to establish the ground truth for the pivotal clinical study. It refers to the FFRangio pivotal clinical study generally.

    4. Adjudication Method for the Test Set

    The document does not specify the adjudication method (e.g., 2+1, 3+1, none) used for the test set of the original pivotal clinical study.

    5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study

    The document does not indicate that a Multi-Reader Multi-Case (MRMC) comparative effectiveness study was done to show how much human readers improve with AI vs. without AI assistance. The described "FFRangio pivotal clinical study" provided standalone performance metrics (sensitivity and specificity).

    6. Standalone (Algorithm Only) Performance

    Yes, a standalone performance evaluation was implicitly done, as the sensitivity and specificity values are presented as performance characteristics of the FFRangio system itself, independent of human-in-the-loop performance improvement. These metrics ("Sensitivity* and specificity are the per vessel estimates as determined from the FFRangio pivotal clinical study") describe the algorithm's diagnostic accuracy.

    7. Type of Ground Truth Used

    The document does not explicitly state the type of ground truth used (e.g., expert consensus, pathology, outcomes data) for the FFRangio pivotal clinical study.

    8. Sample Size for the Training Set

    The document does not provide information about the sample size used for the training set.

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

    The document does not provide information on how the ground truth for the training set was established.

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