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510(k) Data Aggregation

    K Number
    K051244
    Manufacturer
    Date Cleared
    2006-02-21

    (281 days)

    Product Code
    Regulation Number
    866.3328
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Device Name :

    GENZYME OSOM INFLUENZA A & B TEST

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

    The OSOM Influenza A&B Test is an in vitro diagnostic immunochromatographic assay intended for the qualitative detection of influenza A and influenza B viral nucleoprotein antigens from nasal swab specimens in symptomatic patients. It is intended to aid in the rapid differential diagnosis of influenza A and/or B viral infections. This test is not intended for the detection of influenza C viruses. A negative test is presumptive and it is recommended these results be confirmed by cell culture.

    Cross-reactivity with respiratory viruses other than influenza viruses has not been evaluated. The user is responsible for determining the cross-reactivity of other respiratory viruses with this test.

    Device Description

    The OSOM Influenza A&B Test consists of a test stick that separately detects influenza A and B. The test procedure requires the solubilization of the nucleoproteins from a swab by mixing the swab in Extraction Buffer. The test stick is then placed in the sample mixture, which then migrates along the membrane surface. If influenza A and/or B viral antigens are present in the sample, it will form a complex with mouse monoclonal IgG antibodies to influenza A and/or B nucleoproteins conjugated to colloidal gold. The complex will then be bound by another mouse anti-influenza A and/or B antibody coated on the nitrocellulose membrane. A pink to purple control line must appear in the control region of the stick for results to be valid. The appearance of a second and possibly a third light pink to purple line will appear in the test line region indicating an A, B or A and B positive result.

    AI/ML Overview

    Here's an analysis of the acceptance criteria and study that proves the OSOM Influenza A&B Test meets them, based on the provided text:

    1. A table of acceptance criteria and the reported device performance

    The document does not explicitly state pre-defined acceptance criteria in terms of numerical thresholds for sensitivity, specificity, and agreement. However, the study results are presented as the device's performance. For the purpose of this response, I will interpret the reported performance values as implicitly meeting the unstated acceptance criteria for substantial equivalence to the predicate device.

    Metric (vs. Viral Culture)Acceptance Criteria (Implicit)Reported Device Performance
    Influenza A(Not explicitly stated)
    SensitivityAcceptable73.8% (95% CI 64.4% - 81.9%)
    SpecificityAcceptable96.4% (95% CI 93.4% - 98.2%)
    AgreementAcceptable90.1%
    Influenza B(Not explicitly stated)
    SensitivityAcceptable60.0% (95% CI 45.2-73.6%)
    SpecificityAcceptable96.4% (95% CI 93.8% - 98.1%)
    AgreementAcceptable91.6%

    Additional Performance Data:

    Study/TestAcceptance Criteria (Implicit)Reported Device Performance
    Assay ReproducibilityAcceptable
    Overall Accuracy Flu AAcceptable97%
    Overall Accuracy Flu BAcceptable94%
    Analytical SensitivityAcceptable
    Detection Limit Influenza AAcceptable4.4 x 10^4 TCID50/test
    Detection Limit Influenza BAcceptable1.44 x 10^5 TCID50/test
    Analytical Specificity/Cross-reactivityAcceptableNo false positives from 24/25 bacterial isolates (1 S. aureus strain provided false positive at very high concentration). All 46 influenza strains tested positive.
    Interfering SubstancesAcceptableNo effect on performance from various common medications/substances.

    2. Sample sized used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective)

    • Sample Size for Clinical Performance (Test Set): 383 subjects.
      • 383 total samples for comparison to viral culture for both Influenza A and B.
      • Of these, 132 samples were from pediatric subjects (2-19 years) and 251 samples were from adults (> 20 years).
    • Data Provenance: The document does not explicitly state the country of origin or whether the study was retrospective or prospective. Given the context of a 510(k) submission to the FDA in the US, it is highly likely that the clinical study was conducted in the United States. The study involved enrollment of subjects, which suggests a prospective collection of samples for the clinical performance evaluation.

    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts (e.g. radiologist with 10 years of experience)

    • The ground truth for the clinical performance study (sensitivity, specificity, agreement) was established using viral cell culture as the reference method. This is a laboratory-based method, not dependent on human expert interpretation of the final result for the ground truth. Therefore, the concept of "number of experts" and their "qualifications" for establishing the ground truth does not directly apply here in the traditional sense of image or clinical interpretation.

    4. Adjudication method (e.g. 2+1, 3+1, none) for the test set

    • The document does not describe any human adjudication method for the ground truth (viral culture) or for the device's results. Viral culture results are objective laboratory findings. For the OSOM test results, it is a rapid diagnostic test with visually interpreted lines, implying a single interpretation per test, though reproducibility was assessed across different operators.
    • Polymerase Chain Reaction (PCR) was performed on specimens that gave inconsistent results between the OSOM test and viral culture. This was done "for information only" and PCR was not FDA approved/cleared for this purpose at the time, meaning it was not used as a primary adjudication method for the final, reported clinical performance metrics directly, but rather for investigational purposes.

    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, a MRMC comparative effectiveness study was not done. This device is an in vitro diagnostic immunochromatographic assay (a rapid point-of-care test), not an AI-powered diagnostic imaging or interpretation system. It does not involve human readers interpreting complex images with or without AI assistance, so the concept of "effect size of how much human readers improve with AI" is not applicable.
    • However, an Assay Reproducibility study was conducted to demonstrate that the test performs acceptably in the hands of various operators (nurses, nurse practitioners, physician's office personnel). This involved multiple operators interpreting coded and masked samples, which is a form of multi-reader evaluation for the device's interpretability. The overall accuracy was 97% for Flu A and 94% for Flu B in this reproducibility study.

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

    • Yes, in essence, the primary clinical performance evaluation is a standalone study. The OSOM Influenza A&B Test is a lateral flow immunoassay that provides a visual reading (pink to purple lines). Although a human interprets these lines, the core "algorithm" (the immunochromatographic assay itself) operates independently. The sensitivity, specificity, and agreement reported in the "Agreement with Viral Culture" section represent the performance of the device on its own, with human interpretation assumed to be done according to instructions. The test is designed to be read directly by an operator, not to be an "AI algorithm" that outputs a result for a human to then validate or integrate into a diagnosis.

    7. The type of ground truth used (expert consensus, pathology, outcomes data, etc.)

    • The primary ground truth for the clinical performance (sensitivity, specificity) was viral cell culture. This is considered a gold standard for influenza virus detection.
    • For the analytical specificity and cross-reactivity studies, the ground truth was the known identity of the bacterial isolates and influenza virus strains.

    8. The sample size for the training set

    • The document describes the clinical performance evaluation and various analytical studies. It does not describe a separate "training set" in the context of machine learning or AI models, as this is an immunoassay. The tests performed are validations of the developed assay, not training phases for an algorithm.

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

    • As concluded in point 8, there isn't a "training set" for an AI model mentioned in the document. The development of an immunoassay like the OSOM test involves extensive laboratory work, including using known positive and negative samples, and samples spiked with varying concentrations of analytes, to optimize the assay's components and parameters (antibodies, reagents, flow characteristics, etc.). This iterative process would utilize known viral cultures and other characterized samples to ensure the assay functions as intended, but it's not typically referred to as a "training set" with ground truth in the same way as in AI/ML development.
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