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510(k) Data Aggregation

    K Number
    K223590
    Date Cleared
    2023-08-23

    (265 days)

    Product Code
    Regulation Number
    862.1295
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Access Folate assay is a paramagnetic particle, chemiluminescent immunoassay for the quantitative determination of folic acid levels in human serum, lithium heparin plasma, and red blood cells using the Access Immunoassay Systems. Folic acid measurements are used in the diagnosis and treatment of megaloblastic anemia.

    Folate levels in serum, lithium heparin plasma, and red blood cells are used to assess folate status. The serum folate levels is an indicator of recent folate intake. A low RBC folate value can indicate a prolonged folate deficiency.

    Device Description

    The Access Folate assay is a paramagnetic particle, chemiluminescent immunoassay for the quantitative determination of folic acid levels in human serum and lithium heparin plasma or red blood cells using the Access Immunoassay Systems.

    AI/ML Overview

    The provided text describes the Beckman Coulter Access Folate Assay, a chemiluminescent immunoassay for the quantitative determination of folic acid levels. The submission is a 510(k) premarket notification for demonstrating substantial equivalence to a predicate device.

    Here's an analysis of the acceptance criteria and supporting studies based on the provided document:

    1. Table of Acceptance Criteria and Reported Device Performance

    Study TypeAcceptance CriteriaReported Device Performance
    Method ComparisonR² ≥ 0.90 and slope 1.00 ± 0.12. Estimated bias at concentration corresponding to reference limits suggestive that values have not changed appreciably.R² = 0.99, Slope = 1.04 (95% CI: 1.01 - 1.07), Intercept = 0.081 (95% CI: -0.074 - 0.19). The study met the acceptance criteria. The estimated bias at concentration corresponding to reference limits defined on the predicate system suggest that such values have not changed appreciably on the DxI 9000 analyzer.
    LinearityLinear throughout the analytical measuring interval (2.0 - 24.8 ng/mL).The study met the acceptance criterion, indicating linearity on the DxI 9000 Immunoassay Analyzer throughout the analytical measuring interval (2.0 - 24.8 ng/mL).
    Serum ImprecisionNot explicitly stated as acceptance criteria, but based on typical standards for imprecision: Expected low %CV for higher concentrations and low SD for lower concentrations.Within-laboratory (total) % CV: between 2.2% and 4.4% for Folate concentrations > 2.0 ng/mL. Within-laboratory (total) SD: between 0.10 - 0.21 for Folate concentrations ≤ 2.0 ng/mL. Repeatability (within-run) % CV: between 1.6% and 2.7% for Folate concentrations > 2.0 ng/mL. Repeatability (within-run) SD: between 0.08 - 0.09 for Folate concentrations ≤ 2.0 ng/mL.
    RBC ImprecisionNot explicitly stated as acceptance criteria, but based on typical standards for imprecision: Expected low %CV.Within-laboratory (total) % CV: ranged from 1.9% to 4.9%.
    Limit of Blank (LoB)Claimed LoB of 0.80 ng/mL (1.81 nmol/L).The assay is designed to meet the claimed LoB of 0.80 ng/mL.
    Limit of Detection (LoD)Claimed LoD of 1.0 ng/mL (2.27 nmol/L).The assay is designed to meet the claimed LoD of 1.0 ng/mL.
    Limit of Quantitation (LoQ)Claimed LoQ of < 2.0 ng/mL (4.53 nmol/L) based on a 20% CV.The LoQ for Access Folate is designed to meet the claimed LoQ of < 2.0 ng/mL (4.53 nmol/L) based on a 20% CV.

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

    • Method Comparison: 123 samples. Data provenance is not specified (e.g., country of origin, retrospective/prospective).
    • Linearity: The number of samples/levels used is not explicitly stated, but it's a verification study.
    • Serum Imprecision: 5 serum samples with varying concentrations. Each sample was assayed in duplicate with two runs per day, over 20-22 days, meeting a minimum requirement of 80 replicates per sample on each instrument and reagent lot combination. This implies a total of (5 samples * 80 replicates/sample) = 400 replicates (for one instrument and reagent lot combination, multiplied by 3 instruments and 3 reagent lots, so 3600 replicates in total across all combinations). Data provenance is not specified.
    • RBC Imprecision: 6 whole blood hemolysate samples with varying concentrations. For each sample, N=80 replicates were collected for imprecision calculations. Data provenance is not specified.
    • LoB/LoD/LoQ: Verification studies were performed but sample sizes are not explicitly stated, though CLSI EP17-A2 is mentioned as the protocol, which specifies methodologies for determining these limits.

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

    Not applicable. This is a laboratory diagnostic assay for measuring analyte concentrations, not an interpretation task typically requiring expert consensus on ground truth like image analysis. The "ground truth" for method comparison and imprecision studies typically refers to the reference method (predicate device) results and the true concentration of controls/samples, respectively.

    4. Adjudication Method for the Test Set

    Not applicable. As this is a quantitative laboratory assay, there is no expert adjudication process in the traditional sense. The comparisons are against the predicate device or established analytical performance criteria.

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

    No. This is an in-vitro diagnostic device (IVD) that quantitatively measures a biomarker (folic acid). MRMC studies are typically performed for devices that involve human interpretation, such as imaging devices, to evaluate the impact of AI assistance on reader performance.

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

    Yes, the studies described (Method Comparison, Linearity, Imprecision, LoB/LoD/LoQ) demonstrate the standalone performance of the Access Folate Assay on the DxI 9000 Access Immunoassay Analyzer. This device is an automated immunoassay system; its output is a quantitative measurement, not an interpretation that involves human-in-the-loop interaction in the same way as, for example, an AI-powered diagnostic imaging tool. The "performance" refers to the analytical accuracy, precision, and range of the automated system itself.

    7. Type of Ground Truth Used

    • Method Comparison: The predicate device's results (Access Folate assay on Access 2 Instrument) served as the comparator for showing substantial equivalence.
    • Linearity, Imprecision, LoB/LoD/LoQ: The "true" concentrations of control materials and samples, as determined by highly controlled experimental conditions and accepted statistical methods (e.g., CLSI guidelines), serve as the basis for evaluating performance against pre-defined analytical criteria.

    8. Sample Size for the Training Set

    The document does not provide information about a "training set." This type of IVD, an immunoassay, is typically developed and characterized through analytical verification and validation studies rather than machine learning training sets. While there is an "algorithm" (the immunoassay process), it's based on chemical reactions and detection, not a learned model from a large dataset. Therefore, the concept of a training set as used in AI/ML is not directly applicable here.

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

    Not applicable, as a training set, in the machine learning sense, is not described for this device.

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    K Number
    K955434
    Date Cleared
    1996-01-29

    (119 days)

    Product Code
    Regulation Number
    862.1295
    Reference & Predicate Devices
    N/A
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use
    Device Description
    AI/ML Overview
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