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510(k) Data Aggregation

    K Number
    K091969
    Manufacturer
    Date Cleared
    2010-09-02

    (428 days)

    Product Code
    Regulation Number
    866.5660
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    NBO

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

    The EUROIMMUN Anti-Desmoglein 1 ELISA (IgG) test kit is intended for the qualitative or semi-quantitative determination of IgG class autoantibodies against desmoglein 1 in human serum and plasma. It is used as an aid in the diagnosis of pemphigus .foliaceus (PF), in conjunction with other laboratory and clinical findings.

    The EUROIMMUN Anti-Desmoglein 3 ELISA (IgG) test kit is intended for the qualitative or semi-quantitative determination of IqG class autoantibodies against desmoqiein 3 in human serum and plasma. It is used as an aid in the diagnosis of pemphigus vulgaris (PV), in conjunction with other laboratory and clinical findings.

    Device Description

    Not Found

    AI/ML Overview

    The provided document is a 510(k) premarket notification letter from the FDA for an in vitro diagnostic (IVD) device, the EUROIMMUN Anti-Desmoglein 1 ELISA (IgG) and EUROIMMUN Anti-Desmoglein 3 ELISA (IgG) test kits. While it indicates substantial equivalence to a predicate device and lists the indications for use, it does not contain the detailed information required to describe the acceptance criteria and the study that proves the device meets those criteria.

    The FDA letter is a regulatory document confirming clearance, not a technical study report. It states that the device is "substantially equivalent" to legally marketed predicate devices, which means its performance is considered comparable to already approved tests. To provide the requested information, one would typically need access to the actual 510(k) submission, specifically the sections detailing the analytical and clinical performance studies.

    Therefore, for almost all points requested, the answer is "Information not provided in the given text."

    However, based on the nature of the device (IVD for antibody detection), we can infer some general aspects and what kind of study would typically be conducted, even if the specifics aren't here.

    Here's a breakdown of what can and cannot be answered:

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

    • Information not provided in the given text. This would typically include metrics like sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), often with confidence intervals, compared against pre-defined thresholds.

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

    • Information not provided in the given text. For an IVD, the test set would typically involve a cohort of patients with and without the target condition (Pemphigus foliaceus or Pemphigus vulgaris) to evaluate diagnostic accuracy.

    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)

    • Information not provided in the given text. For IVDs, the "ground truth" (or reference method) is often established by a combination of clinical diagnosis, other established laboratory tests, and sometimes biopsy/histopathology interpreted by specialists (e.g., dermatologists, pathologists). The number and qualifications of these experts would be detailed in the study report.

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

    • Information not provided in the given text. Adjudication methods are more common in imaging studies or clinical trials where expert consensus is needed. For an IVD, the "ground truth" is typically established by definitive diagnostic methods rather than subjective reader consensus on the test results themselves.

    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

    • N/A – This is not applicable to an IVD ELISA test kit. MRMC studies and AI assistance are relevant for image-based diagnostic systems where human interpretation is a key component. This device is an immunoassay, which generates quantitative or semi-quantitative antibody levels, and does not involve "human readers" in the same sense as an imaging study.

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

    • Yes, this is a standalone device. An ELISA test kit is designed to provide a result (qualitative or semi-quantitative) based on a laboratory procedure, without direct human-in-the-loop interpretation impacting the primary test result. The "algorithm" here is the assay's biochemical reaction and detection method, and the cutoff values defining positive/negative results. Its performance is assessed independently.

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

    • Information not provided in the given text. For an anti-desmoglein antibody test, the ground truth for positive cases would typically be a definitive clinical diagnosis of Pemphigus foliaceus (PF) or Pemphigus vulgaris (PV) confirmed by established diagnostic criteria, which often includes histological findings from biopsy (pathology) and direct/indirect immunofluorescence, in addition to clinical presentation. Negative cases would be from healthy controls or patients with other dermatological conditions.

    8. The sample size for the training set

    • Information not provided in the given text. For IVDs, the concept of a distinct "training set" and "test set" as typically used in machine learning might not be explicitly separated in the same way. There would be samples used during assay development, optimization, and initial analytical validation (which could loosely be considered "training"), and then a separate clinical validation set (the "test set"). The document does not specify either.

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

    • Information not provided in the given text. Similar to point 7, the ground truth for any samples used during development would also be established by definitive diagnostic criteria for the respective conditions.

    In summary, the provided FDA clearance letter indicates the device's intended use and regulatory status but does not contain the detailed performance data or study design specifics. These details would be found in the manufacturer's 510(k) submission, specifically the sections dedicated to analytical and clinical performance studies.

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    K Number
    K000336
    Manufacturer
    Date Cleared
    2000-06-09

    (127 days)

    Product Code
    Regulation Number
    866.5660
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    NBO

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use
    Device Description
    AI/ML Overview
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