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510(k) Data Aggregation

    K Number
    K173290
    Date Cleared
    2017-11-28

    (43 days)

    Product Code
    Regulation Number
    892.1000
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The 1.5T GE and Siemens DuoFLEX® Coil Suites and the 3.0T GE and Siemens DuoFLEX® Coil Suites are indicated for use on the order of a physician in conjunction with a 1.5T GE Healthcare and Siemens Healthcare Magnetic Resonance Scanner system and a 3.0T GE Healthcare and Siemens Healthcare Magnetic Resonance Scanner system to produce 2D and 3D images that when interpreted by a trained physician vield information that may assist in diagnosis.

    Device Description

    The MR Instruments FC 1520G-8R, FC 3000G-8R, FC 1500S-8R, and FC 3000S-8R Coil Suites are identical with the only exceptions:
    FC 1520G-8R (GE MR Systems @ 63.86MHz with GE System Connector Plug)
    FC 3000G-8R (GE MR Systems @ 127.73MHz with GE System Connector Plug)
    FC 1500S-8R (Siemens MR Systems @ 63.6MHz with Siemens System Connector Plug)
    FC 3000S-8R (Siemens MR Systems @ 123.23MHz with Siemens System Connector Plug)
    The coil suites include two different sets of coil paddles and a single, shared preamplifier box (the "Connector Box") with a system connector. One set contains a pair of coil paddles containing four 24cm loops/channels per paddle for a total of eight channels for the two paddles. The second set contains a pair of coil paddles containing four 10cm loops/channels per paddle for a total of eight channels for the two paddles. These paddles connect to the same connector box containing eight preamplifiers; only one pair can be connected at a time. The coil design for all the paddles has the same, simple antennae design and the same system connectivity configuration. The coils can be used in the following configurations:
    24cm by itself
    24cm with 24cm
    24cm with 10cm
    10cm with 10cm
    The aforementioned configurations provide 4 or 8 channels for imaging.

    AI/ML Overview

    The provided document is a 510(k) premarket notification for the "DuoFLEX® Coil Suite," which is an MR diagnostic device (specialty magnetic resonance coil). This document does not describe an AI/ML-driven device or an acceptance study typical for such devices. Instead, it details the substantial equivalence of a new version of an MR coil to a previously cleared predicate device.

    Therefore, many of the requested criteria related to AI/ML model acceptance studies (like sample size for training/test sets, expert adjudication, MRMC studies, ground truth establishment for training, etc.) are not applicable to this document. The "study" described is a set of non-clinical bench tests and performance testing with phantoms and volunteer scans to demonstrate substantial equivalence, not a clinical study to prove diagnostic performance improvement by an AI.

    Here's an analysis of what is available in the document, mapped against the closest applicable aspects of your request, and explicitly stating what is not present:

    Device: DuoFLEX® Coil Suite (Magnetic Resonance Imaging Coil)
    Type of Study Conducted: Non-clinical bench testing, performance testing with phantoms, volunteer scans, and comparison to a predicate device to demonstrate substantial equivalence. This is not an AI/ML model performance study.


    1. Table of Acceptance Criteria and Reported Device Performance:

    The document describes the tests performed to demonstrate substantial equivalence rather than explicit acceptance criteria with numerical performance targets in a table format. The "acceptance" is based on the new device performing equivalently to the predicate and meeting safety standards.

    Acceptance Criteria (Implied from the "Non-Clinical Testing" section)Reported Device Performance / Outcome
    EMC and electrical safety testingTests conducted; presumed to have met standards for safety.
    System safety testingTests conducted; presumed to have met standards for safety.
    Performance testing with phantomsTests conducted; outcomes used to support substantial equivalence.
    Predicate device comparison testsTests conducted; results support substantial equivalence.
    Volunteer scansScans conducted; used to support substantial equivalence.
    IEC 60601-1 Compliance (various tests)Tests conducted; presumed to have met standards for medical electrical equipment safety.
    Biocompatibility for patient contact materialsTests conducted; presumed to have met standards.
    NEMA MS-1 Signal to Noise Ratio (SNR)Test conducted; used for performance evaluation against predicate.
    Image Uniformity ComparisonTest conducted; used for performance evaluation against predicate.
    Evaluation of Sample Clinical Images (Clinical Evaluation Testing)Test conducted; used to support substantial equivalence.
    Design Validation (in actual and simulated use settings)Performed; results support substantial equivalence and safety.

    2. Sample size used for the test set and the data provenance:

    • Test Set (for performance evaluation):
      • Phantoms: Not specified, but phantom testing was performed.
      • Volunteer Scans: "Volunteer scans" were conducted. The number of volunteers is not specified.
      • Clinical Images: "Sample Clinical Images" were evaluated. The number of images/patients is not specified.
    • Data Provenance: Not explicitly stated for volunteers or clinical images, but it's implied these were internal studies conducted by MR Instruments, Inc. No mention of country of origin or whether prospective/retrospective. Given it's a device clearance, the data would typically be gathered for the purpose of the submission.

    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts:

    • Not applicable in the context of an AI/ML ground truth study. The evaluation involved "Evaluation of Sample Clinical Images (Clinical Evaluation Testing)" and comparison to the predicate. The document doesn't detail how "ground truth" (in the sense of a diagnostic label) was established, as the device is a coil for producing images, not interpreting them. The assessment would likely be on image quality, signal consistency, safety, etc., compared to the predicate, rather than diagnostic accuracy.

    4. Adjudication method for the test set:

    • Not applicable. No mention of expert adjudication as this is not a diagnostic AI performance study.

    5. If a multi-reader multi-case (MRMC) comparative effectiveness study was done, if so, what was the effect size of how much human readers improve with AI vs without AI assistance:

    • No MRMC study was done. This is not an AI-assisted diagnostic device. The study focused on demonstrating substantial equivalence of the new MR coil to an existing predicate coil. The document explicitly states: "This technology is not new; therefore, a clinical study was not considered necessary prior to release. Additionally, there was no clinical testing required to support the medical devices as the indications for use is equivalent to the predicate device. The substantial equivalence of the devices is supported by the non-clinical testing."

    6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done:

    • Partially applicable, but not for an AI algorithm. The "standalone" performance here refers to the performance of the MR coil itself (e.g., SNR, image uniformity, safety) as measured through bench tests, phantoms, and volunteer scans, independent of human interpretation for diagnostic purposes. These non-clinical tests demonstrate the coil's intrinsic characteristics.

    7. The type of ground truth used:

    • Not explicitly defined as "ground truth" in the diagnostic sense. For this device (an MR coil), "ground truth" implicitly relates to physical properties (e.g., magnetic field homogeneity, signal generation), safety parameters, and image quality characteristics (SNR, uniformity) as measured by calibrated equipment and compared against known standards or the predicate device's performance. The "volunteer scans" and "sample clinical images" would be assessed for image quality and usability for diagnostic purposes, not for confirming a specific diagnosis.

    8. The sample size for the training set:

    • Not applicable. This document describes an MR coil, not an AI/ML model that requires a training set.

    9. How the ground truth for the training set was established:

    • Not applicable. As above, this is not an AI/ML model.
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    K Number
    K130706
    Date Cleared
    2013-07-25

    (132 days)

    Product Code
    Regulation Number
    892.1000
    Reference & Predicate Devices
    N/A
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The DuoFLEX Coil Suite is indicate for use on the order of the physician in conjunction with a 1.5T MRI scanner, as an accessory to product 2D and 3D images. The DuoFLEX Coil Suite is for use with GE Healthcare MR Systems.

    Device Description

    The MR Instruments FC1500G-8R DuoFLEX® Coil Suite includes three different sets of coil paddles and a single, shared preamplifier box (the "Connector Box") with a system connector. One set of coil paddles is a pair of 24cm square containing four loops/channels per paddle for a total of eight channels for the two paddles. The second set of paddles is a pair of 10cm square containing four loops/channels per paddle for a total of eight channels for the two paddles. The third set of paddles is a single rectangular, interventional coil containing a single planar loop. All of these paddles connect to the same connector box containing eight preamplifiers; only one pair can be connected at a time. The coil design for all of the paddles has the same, simple antennae design and the same system connectivity configuration. The coils can be used in several configurations, including any single coil and any two coils, providing 1, 5 or 8 channels for imaging.

    AI/ML Overview

    The DuoFLEX® Coil Suite (1.5T) 1500G-8R is a specialty magnetic resonance coil used in conjunction with a 1.5T MRI scanner to produce 2D and 3D images. The device is intended for use with GE Healthcare MR Systems and is classified as a Class II medical device (21 CFR 892.1000).

    1. Table of Acceptance Criteria and Reported Device Performance

    Acceptance Criteria (Bench Testing)Reported Device Performance (Summary)
    EMC and electrical safetyTesting conducted. Results support substantial equivalence.
    Electrical and mechanical safetyTesting conducted. Results support substantial equivalence.
    System safetyTesting conducted. Results support substantial equivalence.
    Performance testing with phantomsTesting conducted. Results support substantial equivalence.
    Predicate device comparison testsTesting conducted. Results support substantial equivalence.
    Volunteer scansTesting conducted. Results support substantial equivalence.
    IEC 60601-1 standardsAll specified tests conducted (humidity preconditioning, accessible parts, markings legibility/durability, dielectric strength, ball pressure, creepage distances, surfaces/corners/edges, instability in transport/excluding transport, cleaning/disinfection, mold stress relief, impact test, push test, drop test). Results support substantial equivalence.
    BiocompatibilityTesting conducted for patient contact materials. Results support substantial equivalence.
    NEMA MS-1 Signal to Noise RatioTesting conducted. Results support substantial equivalence.
    Image Uniformity ComparisonTesting conducted. Results support substantial equivalence.
    Clinical comparison for image qualityTesting conducted. Results support substantial equivalence.
    Phantom (cadaver) simulated interventional useTesting conducted for interventional usage. Results support substantial equivalence.
    FMEA/Hazard AnalysisConducted for mechanical and RF designs.
    Performance Requirements TestingIncluding Final Bench Testing, ISO 60601 Testing, Surface Temperature Testing, SNR per NEMA MS-1 and MS-6, and Image Uniformity.

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

    The documentation provided does not specify a distinct "test set" in the context of a clinical study or a separate dataset for evaluating an AI algorithm. The device is a hardware component (MRI coil), and its performance was primarily evaluated through non-clinical testing including bench tests, phantom studies, and volunteer scans. The exact number of volunteers or phantoms used for these tests is not specified, nor is the country of origin of the data. Given the nature of a 510(k) for a device like an MRI coil, the focus is on engineering and performance validation rather than large-scale clinical trials.

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

    This information is not provided. As per the submission, "This technology is not new, therefore a clinical study was not considered necessary prior to release. Additionally, there was no clinical testing required to support the medical device as the indications for use is equivalent to the predicate device." Therefore, there was no "test set" in the sense of a clinical image dataset requiring expert-established ground truth for performance evaluation against a diagnostic standard. The "clinical comparison for image quality" described in the non-clinical testing refers to an evaluation of the images produced by the coil, not a diagnostic accuracy study.

    4. Adjudication Method for the Test Set

    Not applicable. As explained in point 3, there was no clinical study with a test set requiring adjudication in the context of diagnostic accuracy.

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

    No MRMC comparative effectiveness study was done. The submission explicitly states that "This technology is not new, therefore a clinical study was not considered necessary prior to release." The device is an accessory to an MRI scanner, and its equivalence was demonstrated through non-clinical performance and safety testing compared to a predicate device.

    6. Standalone Performance Study (Algorithm Only Without Human-in-the-Loop Performance)

    Not applicable. This device is an MRI coil, which is a hardware component, not an AI algorithm. Therefore, "standalone" performance in the context of an algorithm is not relevant. The performance evaluation focuses on the engineering and image acquisition capabilities of the coil.

    7. Type of Ground Truth Used

    For the non-clinical testing, the "ground truth" was established through:

    • Engineering specifications and regulatory standards: for electrical safety, EMC, mechanical properties, and compliance with IEC 60601-1.
    • Physical measurements: for SNR (NEMA MS-1 and MS-6) and image uniformity.
    • Visual assessment: for image quality (clinical comparison for image quality, volunteer scans, and phantom/cadaver studies), likely made by engineers or experienced MRI operators, comparing the new device's output to established benchmarks or the predicate device's output.

    8. Sample Size for the Training Set

    Not applicable. This device is a hardware component and does not involve AI algorithms that require a "training set" of data.

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

    Not applicable, as there is no training set for an AI algorithm.

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