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510(k) Data Aggregation

    K Number
    K223637
    Manufacturer
    Date Cleared
    2023-07-21

    (228 days)

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

    Elecsys proBNP II, Elecsys proBNP II STAT

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

    Immunoassay for the in vitro quantitative determination of N-terminal pro-Brain natriuretic peptide in human serum and plasma. This assay is used as an aid in the diagnosis of individuals suspected of having heart failure. It can be used as an aid in the diagnosis of acute decompensated heart failure (ADHF) in patients presenting with signs and symptoms of ADHF to the emergency department (ED). The test is further indicated for the risk stratification of patients with acute coronary syndrome and heart failure. The test may also serve as an aid in the assessment of increased risk of cardiovascular events and mortality in patients at risk for heart failure who have stable coronary artery disease.

    Device Description

    Elecsys proBNP II and proBNP II STAT are second-generation assays by Roche Diagnostics for the in vitro quantitative determination of N-terminal pro-Brain natriuretic peptide (NT-proBNP) in human serum and plasma. The STAT and the 18 Minute assays are intended for use on the cobas e 601. The cobas e family of analyzers employs the electrochemiluminescence immunoassay "ECLIA" technology. The assays are sandwich principle methods using two monoclonal antibodies which are specifically directed against NT-proBNP. For the neutralization of free biotin in serum and plasma, Roche developed an antibody, which binds to free biotin. The antibodies are specific for free biotin and do not bind to or interact with the biotin-linker conjugates.

    AI/ML Overview

    The provided document describes the Elecsys proBNP II and Elecsys proBNP II STAT assays, which are in vitro quantitative determination tests for N-terminal pro-Brain natriuretic peptide (NT-proBNP) used as an aid in the diagnosis of heart failure, specifically acute decompensated heart failure (ADHF). The document details the analytical and clinical performance evaluations of these devices.

    Since the device is an in vitro diagnostic (IVD) test and not an AI-powered medical device for image analysis or similar, the acceptance criteria and study that proves the device meets them are focused on analytical performance (precision, sensitivity, linearity, interference) and clinical performance (diagnostic accuracy based on cut-points), rather than typical AI/ML metrics like AUC, sensitivity, specificity for image interpretation, or MRMC studies.

    Therefore, many of the requested AI/ML specific information points (e.g., number of experts to establish ground truth for test set, adjudication method, MRMC study, sample size for training set, how ground truth for training set was established) are not directly applicable in the context of this IVD device's evaluation as described.

    Here's an analysis based on the available information:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly present a single table of "acceptance criteria" alongside "reported device performance" for the clinical diagnostic accuracy in a pass/fail format. Instead, it provides detailed analytical performance results and clinical likelihood ratios for various patient subgroups. However, for analytical performance, conclusions are stated:

    Analytical Performance Acceptance Criteria and Results:

    TestAcceptance CriteriaReported Device PerformanceConclusion
    Precision (CLSI EP05-A3)Not explicitly stated as numerical criteria, but implied "met predetermined acceptance criteria."Detailed CV% and SD values across various NT-proBNP concentrations (e.g., Repeatability CV%: 1.4-2.9%, Intermediate precision CV%: 3.3-4.8%)Met
    Limit of Blank (LoB) (CLSI EP17-A2)LoB ≤ 8 pg/mL (as per labeling claim)LoB = 1.48 pg/mLMet
    Limit of Detection (LoD) (CLSI EP17-A2)LoD ≤ 10 pg/mL (as per labeling claim)LoD = 2.57 pg/mLMet
    Limit of Quantitation (LoQ) (CLSI EP17-A2)Intermediate precision of 20% CVThe lowest concentration meeting 20% CV was at 10.8 pg/mL (15.7% CV for Sample_1)The LoQ claim in labeling is 36 pg/mL, implying samples at or above this value met the 20% CV criterion.
    Linearity/Reportable Range (CLSI EP06-Ed2)"Linearity specifications were met" across the measured range.Linear regression analysis passed between 24.3 - 35902 pg/mL, meeting precision and allowed deviation specifications.Met
    Endogenous Interferences (CLSI EP07-A3)No interference up to specified concentrations for Bilirubin, Hemoglobin, Lipemia, Biotin, Rheumatoid Factor.Reported specific non-interference levels for each substance.Met

    Clinical Performance:
    For clinical performance, the criterion is generally that the device provides "adequate performance when aiding in the diagnosis of acutely decompensated heart failure" and supports a "substantial equivalent decision" to the predicate. This is demonstrated through likelihood ratios (LR+ and LR-) for the various age and gender groups. While no explicit "acceptance criteria" for these LR values are given (e.g., LR+ > X and LR-

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    K Number
    K210546
    Manufacturer
    Date Cleared
    2022-03-31

    (399 days)

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

    Elecsys proBNP II, Elecsys proBNP II STAT

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

    Immunoassay for the in vitro quantitative determination of N terminal pro Brain natriuretic peptide in human serum and plasma. This assay is used as an aid in the diagnosis of individuals suspected of having heart failure. The test is further indicated for the risk stratification of patients with acute coronary syndrome and heart failure. The test may also serve as an aid in the assessment of increased risk of cardiovascular events and mortality in patients at risk for heart failure who have stable coronary artery disease.

    The electrochemiluminescence immunoassay "ECLIA" is intended for use on cobas e immunoassay analyzers.

    Device Description

    Elecsys proBNP II (updated assay) is a second-generation assay by Roche Diagnostics for the in vitro quantitative determination of N-terminal pro-Brain natriuretic peptide (NT-proBNP) in human serum and plasma with increased biotin tolerance. The electrochemiluminescence immunoassay "ECLIA" is intended for use on cobas e immunoassay analyzers.

    The cobas e family of analyzers employs the electrochemiluminescence immunoassay "ECLIA" technology. The assays are an 18-minute (Elecsys proBNP II) and 9 minute (Elecsys proBNP II STAT) application following a sandwich principle using two monoclonal antibodies which are specifically directed against NT-proBNP.

    AI/ML Overview

    Acceptance Criteria and Device Performance Study for Elecsys proBNP II and Elecsys proBNP II STAT Assays

    The document describes the analytical performance studies conducted for the Elecsys proBNP II and Elecsys proBNP II STAT assays, which are in vitro diagnostic devices. These assays are intended for the quantitative determination of N-terminal pro-Brain natriuretic peptide (NT-proBNP) in human serum and plasma, aiding in the diagnosis of heart failure, risk stratification, and assessment of cardiovascular event risk. The assays have been modified to include increased biotin tolerance.

    The studies aim to demonstrate that the updated assays meet predetermined acceptance criteria for various analytical parameters, ensuring their safety and effectiveness and substantial equivalence to their predicate devices.

    1. Table of Acceptance Criteria and Reported Device Performance

    The provided document doesn't explicitly list "acceptance criteria" alongside "reported device performance" in a single, dedicated table for all parameters. However, the "Conclusion" sections for each analytical study implicitly state whether the acceptance criteria were met. Based on the provided text, a table can be constructed as follows:

    Acceptance Criteria CategorySpecific MetricPredetermined Acceptance Criterion (Implicitly Met)Reported Device Performance (Elecsys proBNP II)Reported Device Performance (Elecsys proBNP II STAT)
    Analytical SensitivityLimit of Blank (LoB)≤ 8 pg/mLAll lots met ≤ 8 pg/mLAll lots met ≤ 8 pg/mL
    Limit of Detection (LoD)≤ 10 pg/mLAll lots met ≤ 10 pg/mLAll lots met ≤ 10 pg/mL
    Limit of Quantitation (LoQ) (Intermediate precision 20% CV)≤ 36 pg/mL (Inferred from reported LoQ values)32.7 - 35.7 pg/mL7.28 - 13.6 pg/mL
    PrecisionRepeatability (Within-run precision)Low CV% (Specific numerical thresholds not stated)See tables on pages 8-9 for detailed CVSee tables on pages 9-10 for detailed CV
    Intermediate Precision (Within-laboratory precision)Low CV% (Specific numerical thresholds not stated)See tables on pages 8-9 for detailed CVSee tables on pages 9-10 for detailed CV
    Inter-Instrument Variability (Inter-laboratory precision)Low CV% (Specific numerical thresholds not stated)See table on page 10 for detailed CVSee table on page 11 for detailed CV
    Linearity/Reportable RangeMeasurements across claimed measuring range are linearNot explicitly quantified, but demonstratedLinearity data on page 15Linearity data on page 15
    InterferenceBilirubin (Conjugated & Unconjugated)No interference up to 25.0 mg/dLNo interference up to 25.0 mg/dLNo interference up to 25.0 mg/dL
    HemoglobinNo interference up to 1000 mg/dLNo interference up to 1000 mg/dLNo interference up to 1000 mg/dL
    LipemiaNo interference up to 1500 mg/dLNo interference up to 1500 mg/dLNo interference up to 1500 mg/dL
    BiotinNo interference up to 3500 ng/mLNo interference up to 5000 ng/mLNo interference up to 5000 ng/mL
    Rheumatoid FactorNo interference up to 1500 IU/mLNo interference demonstratedNo interference demonstrated
    AlbuminNo interference up to 7 g/dLNo interference demonstratedNo interference demonstrated
    Cross-ReactivityAbsence of significant cross-reactivity with various substancesRecovery % close to 100% (Implied)See tables on pages 19-20See tables on pages 19-20
    Exogenous InterferenceNo interference with listed common and special therapeutic drugsNo significant interference (Implied)No interference seen with tested drugsNo interference seen with tested drugs
    Matrix ComparisonsEquivalence between Serum, Li-Heparin, and K2-EDTA plasmaSlope close to 1, Intercept close to 0, High 'r'Slope 0.990-1.01, Intercept -0.985-0.898, r≥0.998Not explicitly detailed for STAT
    Method ComparisonSubstantial equivalence to predicate deviceHigh Pearson's r, Passing-Bablok Slope close to 1, Intercept close to 0Pearson's r ≥ 0.999, Slope 0.98, Intercept -2.88Pearson's r ≥ 0.999, Slope 1.01, Intercept -1.60

    2. Sample Sizes and Data Provenance

    • Test Set Sample Sizes:

      • Precision (Repeatability & Intermediate): 8 human serum samples and 2 controls (n=10 total) for each assay, measured in 84 determinations over 21 operating days. The exact number of individual patient samples contained within the "8 human serum samples" is not specified but appears to be 8 distinct pools/matrices.
      • Precision (Inter-Instrument): 8 native human serum sample pools and 2 quality control levels (n=10 total) for each assay, with 75 determinations per sample/QC level (due to 5 days, 3 laboratories, 25 determinations/site, 5x5=25, 3 sites x 25 = 75 total reported).
      • Analytical Sensitivity (LoB): 60 determinations of an analyte-free sample.
      • Analytical Sensitivity (LoD): 5 low-level human serum samples, with 60 determinations per reagent lot.
      • Analytical Sensitivity (LoQ): 9 native, unaltered serum samples for Elecsys proBNP II and 10 native, unaltered serum samples for Elecsys proBNP II STAT, each tested with 25 measured values.
      • Linearity/Assay Reportable Range: One high analyte human, native serum sample diluted to 11 concentrations.
      • Endogenous Interference (Bilirubin, Hemoglobin, Lipemia, Biotin, Rheumatoid Factor, Albumin): Three different analyte concentration levels (low, medium, high) in human native serum samples. Specific number of samples at each level not explicitly stated but implied to be several.
      • Cross-Reactivity: Two human native serum samples (low and high analyte levels) spiked with potential cross-reactants.
      • Exogenous Interference (Drugs): Two human native serum samples (low and high analyte concentrations).
      • Matrix Comparisons: Single donor samples drawn into Serum (reference), Li-Heparin (98 pairs), and K2-EDTA plasma (111 pairs).
      • Method Comparison: 1928 subjects for Elecsys proBNP II STAT and 1940 subjects for Elecsys proBNP II.
    • Data Provenance: The document generally refers to "human serum samples" and "native human serum samples" without specifying the country of origin. The studies are described as internal (e.g., "one internal site" for precision). There is no explicit mention of the data being retrospective or prospective, but the nature of in vitro diagnostic device performance studies (analytical validation) typically involves prospective testing of samples under controlled laboratory conditions, simulating diagnostic use.

    3. Number of Experts and Qualifications for Ground Truth

    The document does not describe the use of human experts to establish "ground truth" for the test set in the context of diagnostic interpretation (e.g., radiologists, cardiologists). This document details the analytical performance of an in vitro diagnostic assay, not an AI/imaging diagnostic device that requires expert adjudication of images. The "ground truth" in this context refers to the true analytical concentration of NT-proBNP in the samples, established through well-defined laboratory methodologies and traceable standards, or comparison to a previously cleared predicate device.

    4. Adjudication Method for the Test Set

    Not applicable. As this is an analytical validation of an in vitro diagnostic assay, there is no "adjudication method" in the sense of multiple human readers or experts resolving discrepancies in diagnostic interpretation. The methods involve quantitative analytical measurements of biochemical markers.

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

    Not applicable. This is not an imaging or AI-assisted diagnostic device that would typically undergo an MRMC study. The study focuses on the analytical performance of a laboratory immunoassay.

    6. Standalone (Algorithm Only) Performance

    Not applicable in the typical sense for medical imaging AI. The "algorithm" here is the chemical reaction and measurement process of the immunoassay itself. The analytical performance metrics (precision, sensitivity, linearity, interference, matrix comparison) are effectively the "standalone performance" of the device. The method comparison study directly compares the performance of the updated device against its predicate (older version) without human intervention in the result generation.

    7. Type of Ground Truth Used

    The ground truth used for these analytical studies is primarily measured analytical concentration, established through:

    • Reference materials: Calibrators and controls with known concentrations.
    • Spiking experiments: Adding known amounts of analyte or interfering substances to samples.
    • Dilutions: Creating samples with predictable concentrations.
    • Comparison to predicate device: The method comparison studies compare the new device's results against the results from the previously cleared Elecsys proBNP II and Elecsys proBNP II STAT (older versions) as the reference.
    • Consensus laboratory methods/standards: Studies like LoB, LoD, LoQ, and precision follow CLSI (Clinical and Laboratory Standards Institute) guidelines, which are established consensus standards for analytical validation.

    There is no mention of pathology, clinical outcomes data, or expert consensus interpretation of results as a primary ground truth in this analytical performance section.

    8. Sample Size for the Training Set

    Not applicable. This document describes the analytical validation of laboratory assays, not a machine learning model that requires a "training set" in the same sense. The assay works based on established biochemical principles (electrochemiluminescence immunoassay, ECLIA, utilizing specific antibodies) and wet-lab procedures, not on learned patterns from a large dataset. Reagent formulation and process optimization might involve internal development data, but it's not a "training set" in the AI/ML context.

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

    Not applicable, as there is no "training set" for an AI/ML model in this context. The "ground truth" for the development of the assay itself would be based on fundamental analytical chemistry principles, extensive laboratory testing, control materials, and established reference methods for quantifying NT-proBNP.

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