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510(k) Data Aggregation

    K Number
    K170716
    Date Cleared
    2017-04-21

    (43 days)

    Product Code
    Regulation Number
    892.1750
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K122825, K130739, K152369, K092619

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

    The PercuNav system is a stereotaxic accessory for computed tomography (CT), magnetic resonance (MR), ultrasound (US), and positron emission tomography (PET). CT, Ultrasound, PET, and MR may be fused in various combinations, such as CT with MR, MR with ultrasound, and so on. It may include instrumentation to display the simulated image of a tracked insertion tool such as a biopsy needle or probe on a computer monitor screen that shows images of the target organs and the current and the projected future path of the interventional instrument. The PercuNav system is intended for treatment planning and guidance for clinical, interventional, or diagnostic procedures. The PercuNav system also supports an image-free mode in which the proximity of the interventional device is displayed relative to another device.

    The PercuNav system is intended to be used in interventional and diagnostic procedures in a clinical setting. The PercuNav system is also intended for use in clinical interventions to determine the proximity of one device relative to another.

    Example procedures include, but are not limited to, the following:

    • · Image fusion for diagnostic clinical examinations and procedures
    • · Soft tissue biopsies (liver, lung, kidney, breast, pancreas, bladder, adrenal glands, lymph node, mesentery, and so on.)
    • · Soft tissue ablation (liver, kidney, breast, pancreas, lung, and so on)
    • Bone ablations
    • Bone biopsies
    • · Nerve blocks and pain management
    • Drainage placements
    • Tumor resections
    Device Description

    The proposed PercuNav provides image-guided diagnostic and intervention that enables fusion of diagnostic images and guidance of tracked instruments to physician-defined targets. The target can be indicated either pre-procedurally or intra-procedurally, either using images or relative to an indicated position on the patient.

    The proposed PercuNav provides real-time, three-dimensional visualization and navigation tools for all stages of diagnosis and intervention, including pre-procedure planning and procedure navigation. The system transforms two-dimensional patient images into dynamic representations that can be fused with live ultrasound or other previously acquired images. Those two-dimensional patient images, or scan sets, are derived from Ultrasound, CT, PET, PET/CT, and MRI. The resulting dynamic representation supports diagnostic review and instrument navigation.

    The PercuNav system performs spatial mapping from one image space to another image space or from image space to physical space (registration), allowing the physician to correlate scan sets with each other and to the patient. The system facilitates minimally invasive diagnostic and interventional procedures.

    Features include the following:

    • Multiple Applications: The PercuNav system supports multiple applications and can be used for ablations, biopsies, and other diagnostic and guidance procedures.
    • Multiple Modalities: The PercuNav system works with images from multiple modalities, including but not limited to CT, MR, PET, and ultrasound.
    AI/ML Overview

    The Philips PercuNav Image Fusion and Interventional Navigation system, as described in the provided 510(k) summary, adds automatic MR/ultrasound registrations as a new technological characteristic compared to its predicate device. The performance data presented focuses on the accuracy of these new auto-registration features.

    Here's a breakdown of the acceptance criteria and the study proving the device meets them:

    1. Table of Acceptance Criteria and Reported Device Performance

    Acceptance Criteria (Stated Goal)Reported Device Performance
    Accuracy of auto registrations (liver vessel and liver surface)The accuracy of auto registrations is "as good as that of the manual registration" (qualitative statement, no specific quantitative metric provided in the summary).

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

    The document states that "The accuracy test was done for the liver vessel and liver surface auto registrations." However, it does not specify the sample size used for this testing.

    Regarding data provenance, the document does not explicitly state the country of origin of the data. Given Philips Ultrasound Inc. is in Bothell, WA, USA, and the FDA is a U.S. regulatory body, it's highly probable the data is primarily from the United States. The study is a non-clinical performance test, and it's implied to be retrospective as it's a test of the developed feature, not a prospective clinical trial.

    3. Number of Experts Used to Establish Ground Truth and Qualifications

    The document does not specify the number of experts used or their qualifications for establishing ground truth. The ground truth for the accuracy test is implicitly the "existing manual registration method available on the currently cleared PercuNav (K132087)." This suggests that the accuracy of the manual registration was used as the benchmark against which the auto-registrations were compared, rather than a separate expert-derived ground truth.

    4. Adjudication Method for the Test Set

    The document does not describe any explicit adjudication method. The comparison is between the automated process and an existing manual process, implying the manual process provided the reference.

    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study was done

    No, an MRMC comparative effectiveness study was not done. The document explicitly states: "The proposed PercuNav did not require clinical study, since substantial equivalence to the currently marketed predicate devices... was demonstrated with the following attributes... Non-clinical performance testing." The testing described is a non-clinical accuracy test of the auto-registration feature itself, not a study of how human readers improve with AI assistance.

    6. If a Standalone (i.e., algorithm only without human-in-the-loop performance) Study was done

    Yes, a standalone (algorithm only) performance study was done for the auto-registration features. The accuracy test directly assessed the performance of the auto-registration algorithm by comparing it to the manual registration method. This is an algorithm-only test, as there is no human decision-making loop described for the output of the auto-registration.

    7. The Type of Ground Truth Used

    The ground truth used for the accuracy test was the established accuracy of the "existing manual registration method available on the currently cleared PercuNav (K132087)." This implies that the accuracy of this manual method served as the reference against which the automated method was deemed "as good as." This is not expert consensus from independent readers, pathology, or outcomes data. It is a comparison to a previously validated manual system.

    8. The Sample Size for the Training Set

    The document does not specify the sample size used for the training set for the auto-registration algorithms.

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

    The document does not explicitly state how the ground truth for the training set was established. Given the nature of the device (image fusion and navigation), it is highly probable that the training data's "ground truth" for registration would involve:

    • Careful manual registration performed by trained operators/engineers.
    • Potentially, phantoms with known geometric properties.
    • Utilizing the established accuracy of the predicate device's manual registration technology.

    However, this is inferred, as the document provides no specific details on the training data or its ground truth establishment.

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