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510(k) Data Aggregation

    K Number
    K222975
    Date Cleared
    2023-03-01

    (154 days)

    Product Code
    Regulation Number
    892.2050
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K092954

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

    Advantis Platform provides analysis and visualization capabilities of dynamic MRI data of the brain and prostate, presenting the derived properties and parameters in a clinically useful context.

    Advantis Platform is intended as a general medical image management and processing system. Advantis Platform is intended to be used by trained healthcare professionals and provides information that, in a clinical setting, may assist in the interpretation of brain and prostate MR studies of adult population.

    Diagnosis should not be made solely based on the analysis performed using Advantis Platform.

    Device Description

    Advantis Platform is a web-accessible medical viewing and post-processing software application.

    Advantis Platform offers comprehensive functionality for dynamic image analysis and visualization of brain and prostate MRI data which are acquired through DICOM-compliant imaging devices and modalities.

    The main functionalities of Advantis Platform are listed below.

    Brain MRI-related functionalities include:

    • BOLD: BOLD fMRI analysis is used to highlight small magnetic susceptibility changes in the human brain in areas with altered blood flow resulting from neuronal activity.
    • · DTI: Diffusion analysis is used to visualize local water diffusion properties from the analysis of diffusionweighted MRI data. Fiber tracking utilizes the directional dependency of the diffusion to display the white matter structure in the brain.
    • DSC Perfusion: Calculations of perfusion-related parameters that provide information about the blood vessel structure and characteristics as a response of the brain to a specific contrast agent.

    Prostate MRI-related functionalities include:

    • · Diffusion-Weighted Imaging (DWI) processing: Diffusion analysis is used to visualize local water diffusion properties from the analysis of diffusion-weighted MRI data.
    • · Dynamic Contrast-Enhanced Perfusion (DCE Perfusion) processing: Calculations of perfusion-related parameters that provide information about the tissue response to the injection of a contrast medium.

    Advantis Platform, apart from the image processing and manipulation functions, provides a wide range of visualization tools, data handling, and reporting features.

    • · Image uploading, storing, and exporting
    • Data handling
    • · Image viewing
    • · Reporting feature
    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study details based on the provided text for the Advantis Platform's prostate module:

    1. Table of Acceptance Criteria and Reported Device Performance (Prostate Module)

    Acceptance CriteriaReported Device Performance (Prostate Module)
    Equivalency of results with Primary Predicate Device 2 (syngo.MR Applications) using ICC & Bland-Altman analysis for valid pixel values.Final results matched criteria of acceptance/approval set by the manufacturer, proving equivalency.
    Equivalency of results with Reference Device (CADstream Version 5) using ICC & Bland-Altman analysis for valid pixel values.Final results matched criteria of acceptance/approval set by the manufacturer, proving equivalency.
    Interobserver agreement of maps consisting of categorical ordinal data using Weighted Cohen's Kappa statistic and 95% Confidence Intervals (CIs).Final results matched criteria of acceptance/approval set by the manufacturer, proving equivalency.

    2. Sample Size and Data Provenance for the Test Set

    The document does not explicitly state the specific sample size (number of cases or patients) used for the comparative study for the prostate module. It mentions "all valid pixel values for every subject in the dataset," implying multiple subjects were included, but the exact count is not given.

    The data provenance (country of origin, retrospective/prospective) is also not specified in the provided text.

    3. Number and Qualifications of Experts for Ground Truth

    The document does not provide information on the number of experts used to establish ground truth or their qualifications. The study focused on comparing the device's output to predicate devices, implying that the predicate devices' outputs or methodologies served as a form of "ground" or reference truth for comparison, rather than an independent expert adjudication of the cases themselves.

    4. Adjudication Method for the Test Set

    The document does not describe an adjudication method for establishing ground truth for the test set. Instead, it performed a comparative study between the Advantis Platform and predicate devices using statistical methods.

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

    A MRMC comparative effectiveness study was not explicitly stated as having been done in the provided text. The study described is a comparative study of the device's output against predicate devices, not a study of human readers' performance with and without AI assistance.

    6. Standalone Performance Study (Algorithm Only)

    Yes, a standalone performance study in the form of a comparative study against predicate devices was done for the prostate module. The document states: "Concerning the Prostate module, a comparative study was conducted in order to validate the equivalency between the results computed by Advantis Platform and the Primary predicate device 2 and the Reference device." This assesses the algorithm's performance (results) independent of human interpretation loops.

    7. Type of Ground Truth Used

    The "ground truth" for the prostate module's comparative study was the results computed by the Primary Predicate Device 2 (syngo.MR Applications) and the Reference Device (CADstream Version 5). This is a comparison to established, legally marketed software, rather than expert consensus on patient outcomes, pathology, or direct outcomes data.

    8. Sample Size for the Training Set

    The document does not specify the sample size for the training set. The focus is on the performance testing of the prostate module.

    9. How Ground Truth for the Training Set was Established

    The document does not provide information on how the ground truth for any potential training set was established. The description of performance testing only pertains to the comparative study for the prostate module, implicitly comparing the device's output to other cleared devices.

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