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510(k) Data Aggregation

    K Number
    K093758
    Device Name
    BGM GALECTIN -3
    Manufacturer
    Date Cleared
    2010-11-17

    (345 days)

    Product Code
    Regulation Number
    862.1117
    Predicate For
    Why did this record match?
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    BGM Galectin-3 is an in vitro diagnostic device that quantitatively measures galectin-3 in serum or EDTA-plasma by enzyme-linked immunosorbant assay (ELISA) on a microtiter plate platform to be used in conjunction with clinical evaluation as an aid in assessing prognosis of patients diagnosed with chronic heart failure (HF). BGM Galectin-3 is indicated for prescription use only.

    Device Description

    BGM Galectin-3 is a microtiter plate-based sandwich enzyme-linked immunosorbant assay (ELISA) for the quantitative determination of galectin-3 levels in human serum and plasma. BGM Galectin-3 consists of a rat monoclonal anti-mouse galectin-3 antibody coated microtiter plate serving as the solid phase capture antibody and a horseradish peroxidase (HRP)-labeled mouse monoclonal anti-human galectin-3 antibody functioning as the liquid phase tracer antibody for detecting bound galectin-3.

    In the testing procedure, galectin-3 in the standard, control, or patient specimen binds to the immobilized capture antibody; after a wash step, bound galectin-3 is detected by the addition of HRP-labeled anti-galectin-3 antibody. Following a second wash step, the presence of bound galectin-3 is demonstrated by an enzymatic blue color development resulting from the addition of tetramethylbenzidene (TMB) solution as the substrate. Color development is stopped by adding sulfuric acid, changing the color to yellow. Color intensity is read at an absorbance of 450 nm using a colorimetric reader. The absorbance is proportional to the galectin-3 levels in the samples, and test results of the samples are determined using a calibration curve derived from the standards.

    BGM Galectin-3 contains the microtiter plate, reagents, assayed quality control materials and standards required to perform analyses on serum or EDTA-plasma samples.

    AI/ML Overview

    This document describes the analytical and clinical performance of the BGM Galectin-3™ assay.

    1. Table of Acceptance Criteria and Reported Device Performance:

    The document doesn't explicitly state "acceptance criteria" for all tests in a single table, but the "Summary of Performance Data" section describes various tests and their outcomes. For clinical performance, the focus is on hazard ratios and cumulative probabilities.

    Here's an integrated table derived from the provided text, using reported outcomes as evidence of meeting implicit acceptance criteria:

    Feature / TestAcceptance Criteria (Implicit)Reported Device Performance
    Precision (Internal)Estimates of within-run, run-to-run, day-to-day and total precision met acceptance criteria.Within-run imprecision: 2.1-5.7% CV (from 6.1-72.2 ng/mL) Total imprecision: 4.2-12.0% CV (from 6.1-72.2 ng/mL)
    Precision (Clinical Labs)Results from each CLIA laboratory within acceptable limits for within-run and total imprecision.Lab A: Within-run CV% 2.9-5.0%, Total CV% 6.0-14.6% Lab B: Within-run CV% 2.3-5.4%, Total CV% 7.2-16.9% Lab C: Within-run CV% 3.0-7.3%, Total CV% 5.6-9.4%
    LinearityLinearity demonstrated across a clinically meaningful range.Demonstrated between 1.4 and 94.8 ng/mL (R-squared = 0.9985, equation y = 0.9905x - 0.41)
    Dilution ParallelismSupport for specified dilution.Supports ten-fold sample dilution only (1:10). Samples > 94.8 ng/mL should not be diluted beyond 1:10.
    High Dose Hook EffectNo significant hook effect.No high dose hook effect at galectin-3 levels up to 500 ng/mL.
    Sample Matrices EquivalenceEquivalence between serum and EDTA-plasma demonstrated.Strong correlation between matched serum and EDTA-plasma samples (R-squared = 0.96, regression y = 0.96x + 0.72)
    Detection Limit (LoB/LoD/LoQ)Defined and characterized according to CLSI EP17-A.LoB: 0.86 ng/mL LoD: 1.13 ng/mL LoQ: 1.32 ng/mL (CV 10.4%)
    Cross-ReactivityNo significant cross-reactivity with specified related substances.Mean % cross-reactivity at or below 0.3% for galectins 1, 4, 7, 8, 9, 12, collagen I and III (at 500 ng/mL).
    Interfering SubstancesNo significant interference (within +/-10%) from specified endogenous and common pharmaceutical substances.No significant interference: Conjugated Bilirubin (up to 16.8 mg/dL), Unconjugated Bilirubin (up to 40.3 mg/dL), Albumin (up to 12 g/dL), Triglycerides (up to 3000 mg/dL), Cholesterol (up to 747 mg/dL), Creatinine (up to 5 mg/dL), Purified Hemoglobin (up to 500 mg/dL), and 34 common pharmaceutical substances.
    Interfering Substances (Warning)Identify substances causing significant interference.Significant interference: Whole blood cell lysate (hemolyzed specimens contraindicated), Human anti-mouse antibodies (HAMA) (specimens with HAMA contraindicated), Rheumatoid Factor (RF > 50 IU/mL), High levels of gamma globulins (> 2.5 g/dL).
    Clinical Efficacy (Prognosis)Galectin-3 levels significantly associated with increased risk of adverse outcomes in HF patients.Hazard Ratios (Adj.) for > 17.8ng/mL (vs ≤ 17.8ng/mL): - All-cause mortality & hospitalization: 1.35-1.46 (p=0.004-0.006) - Cardiovascular mortality: 1.91-2.33 (p=0.002-<0.001) - CV mortality & HF hospitalization: 1.51-1.70 (p=0.004) - All-cause mortality: 1.84-2.06 (p=0.001-0.002) (all statistically significant).

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

    • Analytical Performance Studies (Precision, Linearity, Matrix Equivalence, Detection Limit, Cross-Reactivity, Interfering Substances): The sample sizes vary per test. For example:
      • Precision: Six (6) EDTA-plasma pools for internal precision, and three (3) EDTA-plasma pools tested at three (3) CLIA labs.
      • Matrix Equivalence: Forty-nine (49) matched serum and EDTA-plasma samples.
      • Detection Limit: Forty-eight (48) replicate measurements for LoB, and four (4) serum samples (each 16 replicates, total 64 measurements) for LoD.
      • Cross-reactivity/Interference: Multiple substances tested, typically at a single concentration, within a small set of samples. The exact number of samples for each interfering substance test is not explicitly stated beyond "purified hemoglobin (up to 500 mg/dL)" or "conjugated bilirubin (up to 16.8 mg/dL)."
    • Clinical Validation Study (Test Set):
      • Sample Size: 895 banked EDTA-plasma samples.
      • Data Provenance: From patients in the United States and Canada, representing a controlled multi-center clinical study (HF-ACTION study). This is retrospective data (banked samples).

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

    The clinical validation study uses "endpoints" (all-cause mortality, all-cause hospitalization, cardiovascular mortality, heart failure-related hospitalization) which are typically objective, adjudicated events based on patient records. The document does not specify an "expert" panel that retrospectively established a ground truth label for each patient's galectin-3 level outside of the outcomes data. The study validates the assay's ability to predict these objective outcomes.

    4. Adjudication Method for the Test Set:

    Not applicable in the context of this device. The "ground truth" for the clinical validation is based on objective clinical outcomes (mortality, hospitalization), not expert agreement on an image or diagnosis. The HF-ACTION study itself would have had protocols for determining these outcomes.

    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:

    Not applicable. This is an in vitro diagnostic (IVD) assay that measures a biomarker, not an imaging device or AI algorithm requiring human reader interpretation or assistance.

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

    The BGM Galectin-3 assay is an entirely standalone device. It quantitatively measures galectin-3 levels from patient samples. There is no human-in-the-loop component for the measurement itself; the clinician interprets the device's numerical output.

    7. The Type of Ground Truth Used:

    • Analytical Studies: The ground truth is based on reference materials, known concentrations, and established methods for assessing analytical performance (e.g., CLSI guidelines).
    • Clinical Validation Study: The ground truth for the clinical validation of the assay's prognostic aid claims is outcomes data, specifically:
      • All-cause mortality
      • All-cause hospitalization
      • Cardiovascular mortality
      • Heart failure-related hospitalization

    8. The Sample Size for the Training Set:

    The document describes two main groups of samples related to clinical performance:

    • Reference Range Determination (healthy population): 1,099 banked plasma samples from apparently healthy subjects. This set was used to establish the expected values for galectin-3 in a normal population.
    • Cutoff Value Derivation (HF patients): 582 individuals with HF. This set was used to establish the initial cutoff values for risk stratification (≤ 17.8 ng/mL, 17.8-25.9 ng/mL, > 25.9 ng/mL).

    These two sets effectively serve as the "training" or "derivation" sets for the clinical interpretation of the assay.

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

    • Reference Range: Established from 1,099 apparently healthy subjects. "Healthy" implies the absence of known heart disease. The exact methods for confirming "healthy" status are not detailed but would typically involve medical history, physical examination, and possibly other diagnostic tests.
    • Cutoff Value Derivation: Derived from 582 individuals with HF. The document implies these cutoffs were determined by analyzing the association between galectin-3 levels and adverse outcomes within this derivation cohort. The specific methodology for deriving these cutoffs (e.g., statistical methods like ROC curve analysis or survival analysis) is not explicitly detailed in this summary, but they are subsequently validated in a separate, larger cohort. "HF" diagnosis would be established by clinical criteria, but the specific validation method for that diagnosis is not given.
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    K Number
    K031038
    Date Cleared
    2003-06-23

    (83 days)

    Product Code
    Regulation Number
    862.1117
    Reference & Predicate Devices
    Predicate For
    Why did this record match?
    Reference Devices :

    K003475

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

    For in vitro diagnostic use in the quantitative determination of Btype Natriuretic Peptide (BNP) in human plasma using the ADVIA Centaur® System. This assay is indicated for the measurement of plasma BNP as an aid in the diagnosis of heart failure. This assay is not intended for use on any other system.

    Device Description

    The ADVIA® Centaur® BNP assay is a fully automated two-site sandwich immunoassay using direct chemiluminescent technology, which uses constant amounts of two monoclonal antibodies. The first antibody, in the Lite Reagent, is an acridinium ester labeled monoclonal mouse anti-human BNP F(ab')> fragment specific to the ring structure of BNP. The second antibody, in the Solid Phase, is a biotinylated monoclonal mouse anti-human antibody specific to the C-terminal portion of BNP, which is coupled to streptavidin magnetic particles. Patient sample (calibrator or control materials) is incubated for 5 minutes at 37°C with the Lite Reagent that contains the tracer antibody conjugate. Subsequently, Solid Phase reagent is added and incubated for 2.5 minutes at 37°C. An immuno-complex is formed between the BNP in the sample and the two antibody conjugates. Following incubation, the unbound antibody conjugates are washed away. The chemiluminescence of the immuno-complex signal is measured in a luminometer. Samples with low BNP levels will have a minimum amount of bound AE label, while samples with high levels of BNP will have maximum label complex bound. Thus, a direct relationship exists between the amount of BNP present in the patient sample and the amount of relative light units (RLUs) detected by the system.

    AI/ML Overview

    The Bayer Diagnostics ADVIA Centaur BNP Assay is an in vitro immunoassay designed for the quantitative determination of B-type Natriuretic Peptide (BNP) in human plasma, to be used as an aid in the diagnosis of heart failure.

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

    The provided text describes comparative performance against a predicate device and clinical agreement, rather than explicit pre-defined acceptance criteria with pass/fail thresholds. However, based on the comparative effectiveness study, we can infer the desired performance characteristics.

    Performance CharacteristicImplicit Acceptance Criteria (Inferred)Reported Device Performance (ADVIA Centaur® BNP Immunoassay)
    Analytical AgreementHigh agreement with predicate device (Biosite Triage® BNP Test) at the 100 pg/mL decision threshold.94.7% (177/187) with a 95% Confidence Interval of 90.4% to 97.4%.
    Clinical AgreementHigh overall agreement with clinical diagnosis (HF vs. non-HF) at the 100 pg/mL decision threshold.87.2% (163/187) with a 95% Confidence Interval of 81.5% to 91.6%. The predicate device showed 86.1% clinical agreement.
    SensitivityHigh sensitivity for detecting heart failure at the 100 pg/mL decision threshold.87.4% (146/167) with a 95% Confidence Interval of 81.4% to 92.0%. This is identical to the predicate device's sensitivity.
    SpecificityGood specificity for not misidentifying non-heart failure patients as heart failure at the 100 pg/mL decision threshold.85.0% (17/20) with a 95% Confidence Interval of 62.1% to 96.8%. This is higher than the predicate device's specificity of 75.0%.
    PrecisionComparable or better precision than the predicate device.Within-run: 1.8 - 4.3 %CV from 29.4 - 1736.0 pg/mL. Total: 2.3 - 4.7 %CV from 29.4 - 1736.0 pg/mL. (Predicate: Average within-day 9.4 - 15.2 %CV; Average total 10.1 - 16.2 %CV). The ADVIA Centaur shows significantly better precision.
    Analytical SensitivityLow detection limit.<2 pg/mL (Predicate: 5 pg/mL). The ADVIA Centaur has a lower detection limit.
    Measuring RangeBroad measuring range to cover clinically relevant levels.<2.0 - 5000 pg/mL (Predicate: 5 - 5000 pg/mL). The ADVIA Centaur covers a similar range with a lower minimum detection.
    InterferenceNo significant interference from common substances/drugs.For the ADVIA Centaur, no interference was observed from: hemoglobin up to 1000 mg/dL, triglycerides up to 800 mg/dL, cholesterol up to 1000 mg/dL, urea up to 200 mg/dL, creatinine up to 2.5 mg/dL, unconjugated bilirubin up to 25 mg/dL, conjugated bilirubin up to 25 mg/dL, human IgG up to 5.3 g/dL, and 55 commonly used pharmaceutical drugs.

    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 Test Set: 187 patients. This includes 167 patients with heart failure (HF; clinical diagnoses of Class I – IV) and 20 individuals without heart failure (non-HF).
    • Data Provenance: Not explicitly stated whether the data was retrospective or prospective, nor the country of origin. It was collected from "2 clinical trial sites."

    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 test set was clinical diagnoses of heart failure ("clinical diagnoses of Class I – IV"). The number and qualifications of experts involved in establishing these clinical diagnoses are not specified in the provided text.

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

    The text does not mention any specific adjudication method for establishing the clinical diagnoses (ground truth). It simply refers to "clinical diagnoses."

    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 multi-reader multi-case (MRMC) comparative effectiveness study was not done. This study is for an in vitro diagnostic (IVD) assay, not an AI-assisted diagnostic tool that would typically involve human readers.

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

    Yes, this study represents the standalone performance of the ADVIA Centaur BNP assay. It is an automated immunoassay where the algorithm (the assay and instrument system) determines the BNP levels without human interpretation of raw data beyond operating the instrument and collecting the results. The "performance characteristics" and "analytical/clinical agreement" tables directly reflect the standalone performance of the device.

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

    The ground truth used for evaluating clinical agreement was clinical status (clinical diagnosis of heart failure vs. non-heart failure). For analytical comparison, the ground truth was the results from the predicate device.

    8. The sample size for the training set

    The text does not provide information about a separate training set or its sample size. This document describes the performance evaluation of a device, not the development or training of a machine learning model.

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

    As there is no mention of a training set, the method for establishing its ground truth is not applicable/not provided.

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