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510(k) Data Aggregation

    K Number
    K223679
    Device Name
    Access AMH
    Date Cleared
    2023-02-03

    (57 days)

    Product Code
    Regulation Number
    862.1092
    Reference & Predicate Devices
    Why did this record match?
    Device Name :

    Access AMH

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

    The Access AMH assay is a paramagnetic particle chemiluminescent immunoassay for the quantitative determination of anti-Müllerian hormone (AMH) levels in human serum and lithium heparin plasma using the Access Immunoassay Systems as an aid in the assessment of ovarian reserve in women presenting to fertility clinics. This system is intended to distinguish between women presenting with AFC (antral follicle count) values > 15 (high ovarian reserve) and women with AFC values ≤ 15 (normal or diminished ovarian reserve). The Access AMH is intended to be used in conjunction with other clinical and laboratory findings such as antral follicle count, before starting therapy. The Access AMH is not intended to be used for monitoring of women undergoing controlled ovarian stimulation in an Assisted Reproduction Technology program.

    Device Description

    The Access Anti-Mullerian Hormone Assay, Access Anti-Mullerian Hormone Calibrators, and the Access Immunoassay analyzers comprise the Dxl 9000 Access Immunoassay System for the quantitative determination of Anti-Mullerian Hormone levels in human serum and lithium heparin plasma using the Dxl 9000 Access Immunoassay system.

    AI/ML Overview

    The provided text describes the performance of the Access AMH assay on the Dxl 9000 Access Immunoassay Analyzer, comparing it to a predicate device (Access AMH assay on Access 2 Immunoassay System).

    Here's an analysis of the acceptance criteria and study data:


    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly present a single table outlining acceptance criteria for all aspects, but rather describes them within the "Summary of Studies" section. Based on the text, here's a reconstructed table:

    Test ParameterAcceptance CriteriaReported Device Performance (Access AMH on Dxl 9000)Result
    Method ComparisonNot explicitly stated (implied to be comparable)Slope: 1.02 (95% CI: 1.00 - 1.03)
    Intercept: 0.011 (95% CI: -0.013 - 0.067)
    Correlation Coefficient (R): 1.00Comparable to predicate device; estimated bias at reference limits hasn't changed appreciably.
    ImprecisionWithin-laboratory (total) %CV for AMH concentrations > 0.16 ng/mLWithin-laboratory (total) %CV ranged from 2.2% to 5.4% for AMH concentrations > 0.16 ng/mL.
    Maximum Total Error (TE) of 16% (meets acceptance criteria)Meets acceptance criteria for total error and bias.
    LinearityLinear throughout the analytical measuring interval.Linear on the Dxl 9000 Immunoassay System throughout the analytical measuring interval (0.08 - 24 ng/mL (0.57 - 171 pmol/L)).Meets acceptance criterion.
    Limit of Blank (LoB)≤ 0.01 ng/mLDetermined to be 0.001 ng/mL.Meets acceptance criterion.
    Limit of Detection (LoD)≤ 0.02 ng/mLEstimated to be 0.002 ng/mL.Meets acceptance criterion.
    Limit of Quantitation (LoQ)≤ 0.08 ng/mL (0.57 pmol/L) for 20% within-laboratory (total) CVThe 20% CV LoQ estimate is 0.003 ng/mL (0.02 pmol/L).
    The LoQ at 20% within-laboratory (total) CV estimate is ≤ 0.08 ng/mL (0.57 pmol/L).Meets acceptance criterion.
    ReproducibilitySD ≤ 0.042 ng/mL for values ≤ 0.16 ng/mL
    CV ≤ 13.0% for values > 0.16 ng/mLThe study (data not explicitly presented in detail beyond the conclusion) shows that the Access AMH assay meets design input requirements for reproducibility on Dxl 9000 with an SD ≤ 0.042 ng/mL for values ≤ 0.16 ng/mL and CV ≤ 13.0% for values > 0.16 ng/mL.Meets design input requirements.

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

    • Method Comparison:
      • Sample Size: N = 126
      • Data Provenance: Not specified (e.g., country of origin, retrospective/prospective). The "Concentration Range" is specified as "Access 2 values," suggesting that these are samples previously run on the predicate device.
    • Imprecision:
      • Sample Size: 88 for each of the 9 samples tested (total 9 x 88 = 792 individual measurements).
      • Data Provenance: Not specified.
    • Linearity, LoB, LoD, LoQ, Reproducibility:
      • Sample Size: Not explicitly stated for these individual studies, beyond the "N" values in the imprecision table.
      • Data Provenance: Not specified.

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

    The document describes performance characteristics of an in vitro diagnostic (IVD) assay quantifying AMH levels. Ground truth in this context typically refers to the true concentration of AMH in a sample, often established by a reference method or highly accurate assay.

    • The text does not mention the use of human experts (e.g., radiologists) or their qualifications to establish ground truth for the analytical performance studies (method comparison, imprecision, linearity, LoB, LoD, LoQ, reproducibility).
    • For these types of IVD studies, the "ground truth" is often established by comparing the device's results to a recognized reference method or the established predicate device, or by using validated calibrators and controls with known analyte concentrations.

    4. Adjudication Method for the Test Set

    Given that this is an in vitro diagnostic device assessing analytical performance rather than diagnostic imaging interpretation, an adjudication method (like 2+1 or 3+1) is not applicable and therefore not mentioned. The evaluation relies on quantitative measurements against analytical criteria or a comparative method.


    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, an MRMC comparative effectiveness study was not done.
    • This device is an in vitro diagnostic test for Anti-Müllerian hormone (AMH) levels, not an AI-assisted diagnostic imaging or interpretation tool for human readers. Therefore, the concept of improving human reader performance with AI assistance is not relevant to this submission.

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

    • Yes, the provided studies describe standalone performance of the assay.
    • The Access AMH assay is an automated chemiluminescent immunoassay run on an analyzer (Dxl 9000 Access Immunoassay Analyzer). The performance metrics (method comparison, imprecision, linearity, LoB, LoD, LoQ, reproducibility) are inherently standalone, reflecting the analytical capabilities of the device itself without direct human interaction in the measurement process (beyond operating the instrument and collecting/inputting samples).

    7. The Type of Ground Truth Used (expert consensus, pathology, outcomes data, etc.)

    • For the analytical performance studies (method comparison, imprecision, linearity, LoB, LoD, LoQ, reproducibility), the ground truth is implicitly defined by:
      • Reference method/Predicate device comparison: For the method comparison study, the "Access 2 values" (from the predicate device) serve as the reference point for comparison.
      • Known concentrations: For imprecision, linearity, LoB, LoD, LoQ studies, ground truth is established using samples (e.g., controls, calibrators, spiked samples) with known or carefully characterized AMH concentrations. This is a common practice in IVD analytical validation.
    • It is not based on expert consensus, pathology, or outcomes data, as these are typically used for clinical diagnostic accuracy studies or imaging interpretation.

    8. The Sample Size for the Training Set

    The document describes performance validation studies, not development studies involving a training set in the context of machine learning.

    • Therefore, the concept of a "training set" in this context is not applicable as this is an immunoassay, not an AI/ML algorithm that requires training data.

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

    As mentioned above, the concept of a "training set" is not applicable. Therefore, there is no discussion of how ground truth for a training set was established.

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    K Number
    K170524
    Device Name
    Access AMH
    Date Cleared
    2017-11-13

    (264 days)

    Product Code
    Regulation Number
    862.1092
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Device Name :

    Access AMH

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

    The Access AMH assay is a paramagnetic particle chemiluminescent immunoassay for the quantitative determination of anti-Müllerian hormone (AMH) levels in human serum and lithium heparin plasma using the Access Immunoassay Systems as an aid in the assessment of ovarian reserve in women presenting to fertility clinics. This system is intended to distinguish between women presenting with AFC (antral follicle count) values > 15 (high ovarian reserve) and women with AFC values ≤ 15 (normal or diminished ovarian reserve). The Access AMH is intended to be used in conjunction with other clinical and laboratory findings such as antral follicle count, before starting fertility therapy. The Access AMH is not intended to be used for monitoring of women undergoing controlled ovarian stimulation in an Assisted Reproduction Technology program.

    Device Description

    The Access AMH assay, Access AMH Calibrators, Access AMH QC, along with the Access 2 Immunoassay System analyzer comprise the Access Immunoassay System for the quantitative determination of anti-Müllerian hormone (AMH) levels in human serum and plasma.

    AI/ML Overview

    This document describes the Beckman Coulter Access AMH assay, a paramagnetic particle chemiluminescent immunoassay for the quantitative determination of anti-Müllerian hormone (AMH) levels. It is intended as an aid in assessing ovarian reserve in women presenting to fertility clinics to distinguish between women with AFC (antral follicle count) values > 15 (high ovarian reserve) and women with AFC values ≤ 15 (normal or diminished ovarian reserve). The document outlines various analytical and clinical studies to demonstrate the device's performance.

    Here's an analysis of the provided information, structured according to your request:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document doesn't explicitly state "acceptance criteria" for each parameter, but it implies performance goals based on its design and comparisons. I will present the stated design goals/expectations as acceptance criteria and the reported performance.

    Acceptance Criteria (Design Goal / Expectation)Reported Device Performance
    Limit of Blank (LoB): ≤ 0.01 ng/mL (0.07 pmol/L)LoB: 0.0040 ng/mL (0.029 pmol/L)
    Limit of Detection (LoD): ≤ 0.02 ng/mL (0.14 pmol/L)LoD: 0.0098 ng/mL (0.07 pmol/L)
    Imprecision: Total imprecision ≤ 10% CV for concentrations ≥ 0.16 ng/mL; Total SD ≤ 0.032 ng/mL at concentrations 0.16 ng/mL, and ≤ 0.04 ng/mL for samples ≤ 0.16 ng/mLMaximum deviation from linearity of 4.8% for samples > 0.16 ng/mL. (Statement implies also met for samples ≤ 0.16 ng/mL)
    Analytical Specificity: No significant interference (exceeding 10% shift in dose) from listed substances at indicated concentrationsNo significant interference observed for tested substances at indicated concentrations.
    Cross-reactivity: No significant cross-reactivity (exceeding 5% cross reactivity) from listed substances at indicated concentrationsNo significant cross-reactivity observed for tested substances at indicated concentrations.
    Matrix Comparison: Slope equal to 1.00 ± 0.10 for different sample types (Lithium Heparin vs. Serum No Gel, Lithium Heparin vs. Serum Gel, Serum Gel vs. Serum No Gel)Slopes: 1.03 (Lithium Heparin vs. Serum No Gel), 1.05 (Lithium Heparin vs. Serum Gel), 0.99 (Serum Gel vs. Serum No Gel). All within ± 0.10 of 1.00.
    Method Comparison (vs. commercially available immunoassay): Strong correlationIntercept = 0.04 ng/mL, Slope = 1.03 (1.01 – 1.06), Correlation Coefficient (r) = 0.99
    Clinical Study (correlation of AMH to AFC): Correlation between AMH values and AFC results (r)r = 0.77, p 15 vs. ≤ 15

    2. Sample sizes used for the test set and the data provenance

    • Clinical Study Test Set:
      • Sample Size: 164 women.
      • Data Provenance: Prospective, multi-center, conducted at 13 geographically diverse sites in the US.
      • Inclusion Criteria: ≥ 21 and
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