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510(k) Data Aggregation

    K Number
    K183088
    Date Cleared
    2019-08-02

    (269 days)

    Product Code
    Regulation Number
    864.7250
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The ADVIA Centaur® Erythropoietin (EPO) assay is for in the quantitative measurement of exythropoitin in pediatric and adult human serum or plasma (K2-EDTA, lithium heparin) using the ADVIA Centaur XP system. Measurement of erythropoietin is used as an aid in the diagnosis of anemias and polycythemias.

    Device Description

    The ADVIA Centaur EPO assay is a fully automated, one-step sandwich immunoassay using direct chemiluminescent technology. The assay utilizes an acridinium-ester-labeled monoclonal mouse anti-EPO antibody in the Lite Reagent. The Solid Phase consists of mouse anti-EPO monoclonal antibody-coated paramagnetic microparticles.

    AI/ML Overview

    Here's an analysis of the provided text to extract the acceptance criteria and study details for the ADVIA Centaur Erythropoietin (EPO) assay:

    1. Table of Acceptance Criteria and Reported Device Performance

    This table compiles information primarily from the "Summary of Non-Clinical Performance" and "Summary of Clinical Performance" sections.

    Acceptance Criterion (Implicit)Reported Device Performance (ADVIA Centaur EPO assay)
    Linearity (range over which results are proportional to actual concentration)Linear from 0.83–750.00 mIU/mL.
    Dilution Recovery (accuracy after dilution)Observed percent recovery for individual samples ranged from 76 - 111% when diluted 1:10.
    Measuring Interval (reportable range)0.83 - 750.00 mIU/mL.
    Limit of Blank (LoB)0.46 mIU/mL.
    Limit of Detection (LoD) (lowest concentration detectable with 95% probability)0.75 mIU/mL.
    Limit of Quantitation (LoQ) (lowest concentration detectable at total error of 30%)0.83 mIU/mL. (Results below LoQ should be reported as < 0.83 mIU/mL).
    High Dose Hook Effect (no paradoxical decrease at high concentrations)Patient samples with EPO levels as high as 114,500 mIU/mL will assay greater than 750.00 mIU/mL (i.e., no high-dose hook effect within the measuring interval).
    Cross-reactivity (minimal interference from related substances and normal plasma proteins)Showed minimal cross-reactivity with normal human alpha-2-macroglobulin, transferrin (iron-saturated and non-saturated), rh Thrombopoietin, alpha-1-antitrypsin, alpha- and beta-globulins, Gamma Globulins, and alpha-1-acid glycoprotein. Cross-reactivity with Epoetin alfa and Dabepoetin alfa was also quantified (e.g., Epoetin alfa at 250 mIU/mL showed 27.13% cross-reactivity, Dabepoetin alfa at 2075 mIU/mL showed 7.14% cross-reactivity).
    Interference (minimal effect from common endogenous and exogenous interfering substances)Designed to be ≤ 10% change in EPO values at approximately 4-6 mIU/mL and 25-35 mIU/mL. Insignificant effect from hemolyzed samples (up to 500 mg/dL hemoglobin), icteric (up to 60 mg/dL unconjugated bilirubin, 40 mg/dL conjugated bilirubin), and lipemic (up to 3000 mg/dL Intralipid). No significant interference from Acetaminophen, Acetylsalicylic acid, Biotin, Cholesterol, EPO Soluble Receptor, Heparin, Human Gamma Globulins, Ibuprofen, Multivitamin, Protein Albumin (human), Rheumatoid Factor, Silwet L720, Total Protein, and Triglycerides at specified concentrations (e.g., Acetaminophen >18 mg/dL caused >10% change at 4-6 mIU/mL EPO; Albumin >6.8 g/dL caused >10% change at 4-6 mIU/mL EPO; EPO soluble receptor >31.25 ng/dL caused >10% change at 4-6 mIU/mL EPO; Human gamma globulins (IgG) 6.7 g/dL caused >10% change at 25-35 mIU/mL EPO).
    Precision (reproducibility and repeatability)Coefficients of Variation (CV%) for Repeatability (Within-Run) ranged from 1.6% to 4.8%. CV% for Within-Lab (Total) ranged from 2.6% to 8.4% across 7 samples with EPO concentrations from 1.69 to 579.41 mIU/mL.
    Specimen Collection Comparison (equivalence across different tube types)Correlation coefficient (r) ≥ 0.95, a slope of 0.90-1.10, and an intercept ± 1.00 mIU/mL for alternate tube types (y) versus human serum (x). Demonstrated r values of 0.99-1.00, slopes of 0.97-1.02 and intercepts of -0.33 to -0.20 for K2-EDTA, Lithium Heparin, Sodium Heparin, Plasma Separator Tube, and Serum Separator Tube compared to human serum.
    Method Comparison (Agreement with a legally marketed predicate device)Passing-Bablok regression: ADVIA Centaur EPO (y) = 0.99 (x) + 0.81 mIU/mL (intercept), r = 0.99 (1st study). ADVIA Centaur EPO (y) = 1.07 (x) + 0.00 mIU/mL (intercept), r = 1.00 (2nd study). ADVIA Centaur EPO (y) = 1.01 (x) + 0.36 mIU/mL (intercept), r = 0.99 (3rd multi-site study).
    Expected Values (establishment of reference ranges for adult and pediatric populations)Established 95% Reference Range for combined adult male and female: 5.44 - 26.25 mIU/mL. Established pediatric ranges for Male Child (2-12): 4.13-25.52 mIU/mL; Male Adolescent (13-21): 4.15-26.15 mIU/mL; Female Child (2-12): 4.94-24.47 mIU/mL; Female Adolescent (13-21): 4.07-40.30 mIU/mL.
    Standardization (traceability to international standards)Traceable to WHO 2nd International Reference Preparation for Erythropoietin (human, urinary derived); NIBSC code: 67/343, and WHO 3rd International Standard for Erythropoietin, recombinant, for bioassay; NIBSC code: 11/170.
    Substantial Equivalence (Overall conclusion based on studies showing similar performance to predicate)The ADVIA Centaur EPO assay demonstrated substantially equivalent performance to the Beckman Coulter Access EPO assay.

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

    • Linearity: Not specified, but involved three high EPO samples mixed with low EPO human serum.
    • Dilution Recovery: 10 samples (containing high EPO levels: 618.63-986.07 mIU/mL).
    • Detection Capability (LoD): 323 determinations using 10 low-level samples.
    • Cross-reactivity: Not explicitly stated as a "sample size," but involved numerous cross-reactants (e.g., various plasma proteins, epoetin alfa, darbepoetin alfa).
    • Interference: Not explicitly stated as a specific "sample size" for each interferent, but involved various substances tested at different concentrations.
    • Precision: 7 pooled serum samples. For each sample, there were 80 observations (replicates of 2, in 2 runs/day, over 20 days).
    • Specimen Collection Comparison: 65 samples (serum EPO values ranging from 4.39 - 707.81 mIU/mL).
    • Method Comparison:
      • Study 1: 216 human serum samples (range: 3.29 – 691.60 mIU/mL).
      • Study 2: 100 human serum samples from US population (range: 4.45 - 407.74 mIU/mL).
      • Study 3 (Multi-site): 327 human serum samples (range: 3.55 - 596.81 mIU/mL), with ≥ 100 samples per site.
    • Expected Values (Adult): 251 apparently healthy subjects (128 males, 123 females), older than 21 years of age.
    • Expected Values (Pediatric): 266 apparently healthy children (2 to <13 years) and adolescents (13 to <22 years).

    Data Provenance:
    The document does not explicitly state the country of origin for all data sets, but mentions:

    • Method Comparison Study 2: "100 human serum samples from US population".
    • Method Comparison Study 3: "3 sites, 2 within Europe and 1 within the US".
    • Most studies imply retrospective (samples collected before the study) or prospective (samples collected during the study for specific evaluation), but this is not consistently specified for each study. For establishing expected values, samples were collected prospectively following specific criteria (e.g., healthy subjects, specific age ranges, exclusion criteria).

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

    • This device is an in vitro diagnostic assay that measures erythropoietin levels. The "ground truth" for such assays typically comes from the actual concentration of the analyte in the biological sample, often confirmed by a reference method or standardized preparations.
    • The document describes traceability to World Health Organization (WHO) International Reference Preparations and Standards (NIBSC codes 67/343 and 11/170). These international standards are established through collaborative studies involving multiple expert laboratories and scientists, but the immediate "ground truth" for the test samples in this submission would be their assigned values based on these standards or the results from the predicate device.
    • No "experts" in the sense of radiologists or other clinicians interpreting images or assessments are directly involved in establishing the ground truth for individual test samples for this type of device. The ground truth is biochemical measurement.

    4. Adjudication Method for the Test Set

    • Not applicable. This is a quantitative diagnostic assay. "Adjudication" typically refers to resolving discrepancies between multiple human readers in diagnostic imaging or clinical assessment studies. For an immunoassay, the "ground truth" is a measured concentration.

    5. If a Multi Reader Multi Case (MRMC) Comparative Effectiveness Study Was Done, and the Effect Size of How Much Human Readers Improve with AI vs Without AI Assistance

    • Not applicable. This is an immunoassay, not an AI-assisted diagnostic imaging or clinical decision support device involving human readers.

    6. If a Standalone (i.e. algorithm only without human-in-the-loop performance) Was Done

    • Yes, the performance studies described (Linearity, Dilution Recovery, Measuring Interval, Detection Capability, High Dose Hook, Cross-reactivity, Interference, Precision, Specimen Collection Comparison, Method Comparison, Expected Values) represent the standalone performance of the ADVIA Centaur Erythropoietin (EPO) assay itself, meaning the algorithm/instrument's measurement capabilities without direct human interpretation of the final measurement result for diagnostic purposes. The device directly produces a quantitative EPO value.

    7. The Type of Ground Truth Used

    • Reference materials/standards: The assay is traceable to WHO International Reference Preparations/Standards for Erythropoietin.
    • Predicate device comparison: For method comparison studies, the results from the legally marketed predicate device (Beckman Coulter Access EPO Assay) serve as a comparative "ground truth" to demonstrate substantial equivalence.
    • Expert consensus (indirectly): The establishment of reference intervals (expected values) involved defining "healthy" populations based on standard medical criteria, which would implicitly rely on shared medical understanding and the consensus of medical professionals. The CLSI protocols referenced (e.g., EP28-A3) also represent a form of expert consensus on how to establish such values.
    • Biochemical measurement: The fundamental ground truth is the actual concentration of EPO in the samples, determined through rigorous biochemical methods and validated against international standards.

    8. The Sample Size for the Training Set

    • For an immunoassay like this, there isn't a "training set" in the machine learning sense. The device is not learning from data in the same way an AI algorithm would. Instead, the assay's reagents, calibration curves, and analytical procedures are developed and optimized through extensive R&D and internal validation studies. The studies described in the 510(k) are primarily for verification and validation (V&V) of the final device's performance characteristics. Therefore, a specific "training set sample size" as might be provided for an AI/ML device is not applicable or provided.

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

    • As above, the concept of a "training set" and its "ground truth" in the context of machine learning is not directly applicable to an immunoassay. The development of the assay involves extensive characterization of reagents, optimization of reaction conditions, and establishment of calibration curves using purified EPO standards of known concentrations, which are themselves traceable to international standards. The "ground truth" during this development phase would be the known concentrations of these standards.
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