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510(k) Data Aggregation

    K Number
    K090282
    Device Name
    QMS LIDOCAINE
    Date Cleared
    2009-05-29

    (113 days)

    Product Code
    Regulation Number
    862.3555
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    KLR

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use
    Device Description
    AI/ML Overview
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    K Number
    K033809
    Manufacturer
    Date Cleared
    2004-02-20

    (74 days)

    Product Code
    Regulation Number
    862.3555
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    KLR

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

    The Dade Behring Dimension® Lidocaine (LIDO) Flex® reagent cartridge method on the Dimension® clinical chemistry system is for the quantitative determination of lidocaine in serum or plasma. Lidocaine measurements may be used in the diagnosis and treatment of lidocaine overdose and in therapeutic drug monitoring.

    The Dade Behring Dimension® Drug Calibrator II (DC49D) is a device intended for medical purposes for use on the Dimension® clinical chemistry system to establish points of parfonob to are used in determination of values in the measurement of substances in human specimens.

    Device Description

    Method: The Dade Behring Dimension® Lidocaine (LIDO) Flex® reagent cartridge method is an in vitro diagnostic test that consists of prepackaged reagents in a flexible plastic cartridge for use only on the Dimension® clinical chemistry system. The Dimension® LIDO Flex® reagent cartridge assay is based on a homogenous particle-enhanced turbition immunoassay (PETINIA) which uses a latex particle-lidocaine conjugate and monoclonal lidocaine specific antibody. Lidocaine present in the sample competes with lidocaine on the particles for available antibody, thereby decreasing the rate of aggregation. Hence, the rate of aggregation is inversely proportional to the concentration of lidocaine in the sample. The rate of aggregation is measured using bichromatic turbidimetric readings at 340 nm and 700 nm.

    Calibrator: The Dade Behring Drug Calibrator 11 (DC49D) is liquid, bovine serum base product, packaged as ten vials to a carton, with two vials at each of five levels; each vial contains 5.0 mL. This same product, the Dade Behring Drug Calibrator II (DC49C), was previously cleared (K032574) for calibration of its associated methods on the Dimension® clinical chemistry system. The product remains unchanged except for the additional value assignment for the Lidocaine constituent.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and the study details based on the provided text, formatted to address your specific questions:

    1. Table of Acceptance Criteria and Reported Device Performance

    The submission primarily focuses on demonstrating substantial equivalence to a predicate device. Therefore, the "acceptance criteria" are implicitly met by showing good agreement with the predicate. The performance is reported as a comparison to this predicate.

    Feature / MetricAcceptance Criteria (Implicitly met by demonstrating substantial equivalence to predicate)Reported Device Performance (Dimension® LIDO Flex® vs. aca® LIDO)
    Correlation CoefficientHigh correlation (implicitly accepted as equivalent to predicate)0.99
    SlopeClose to 1.0 (implicitly accepted as equivalent to predicate)0.985
    InterceptClose to 0 (implicitly accepted as equivalent to predicate)-0.037 ug/mL
    Intended UseIn vitro diagnostic use for quantitative determination of lidocaine in serum or plasma, used for diagnosis/treatment of overdose and therapeutic drug monitoring.Matches predicate.
    Assay RangeComparable to predicate.0.5 - 12.0 ug/mL (Predicate: 1.0 - 12.0 ug/mL) - Note: The new device has a slightly wider lower range.
    Sample Size (of assay)Comparable to predicate.6 µL (Predicate: 40 µL) - Note: The new device uses a significantly smaller sample size.
    Measurement TechnologyImmunoassay method.PETINIA (Turbidimetric rate at 340 nm and 700 nm) (Predicate: EMIT®, Colorimetric rate at 340 nm) - Note: Different but both immunoassay principles.

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

    • Test Set Sample Size: 120 (for the split-sample comparative performance).
    • Data Provenance: Not explicitly stated (e.g., country of origin). The data is from a "split-sample comparative performance" study, which by its nature is a prospective comparison of the new device against the predicate on the same samples.

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

    Not applicable. This study did not involve establishing a ground truth through expert consensus. Instead, it compared the new device's measurements directly against those of a legally marketed predicate device. The predicate device's measurements served as the comparative standard.

    4. Adjudication Method for the Test Set

    Not applicable. As the study is a direct comparative measurement against a predicate, there was no need for adjudication by experts.

    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 a study for an in vitro diagnostic (IVD) device (a laboratory test for measuring a substance in a sample), not an imaging or AI-assisted diagnostic device involving human readers or interpretation of medical cases.

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

    Yes, in essence. The "Dimension® Lidocaine (LIDO) Flex® reagent cartridge method" is an automated in vitro diagnostic assay. Its performance (accuracy, precision, linearity, etc.) is evaluated inherently as a standalone system. The study performed here is a "standalone" comparison of its analytical performance against another standalone analytical system (the predicate device). There is no "human-in-the-loop" component for interpretation in the context of this device.

    7. The Type of Ground Truth Used

    The "ground truth" for the test set was the measurements obtained from the predicate device, the Dade Behring aca® LIDO analytical test pack method (K833379). This is a "comparison to a legally marketed device" or "predicate device comparison" type of ground truth for demonstrating substantial equivalence.

    8. The Sample Size for the Training Set

    Not applicable. This medical device (an in vitro diagnostic assay and calibrator) does not utilize machine learning or AI models, and therefore does not have a "training set" in that context. The development of the reagent cartridge and its parameters would have involved various optimization studies, but these are not referred to as a "training set" in the sense of AI/ML.

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

    Not applicable, as there is no "training set" as defined for AI/ML models.

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    K Number
    K032334
    Date Cleared
    2004-01-12

    (167 days)

    Product Code
    Regulation Number
    862.3555
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    KLR

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

    The Roche ONLINE TDM Lidocaine assay is for the quantitative determination of lidocaine in human serum or plasma on automated clinical chemistry analyzes. Lidocaine is an antiarrhythmic agent administered intravenously by either injection or continuous infusion. It is indicated in the acute management of ventricular arritythmias such as those occurring in relation to acute myocardial infarction, or during cardiac manipulation, such as cardiac surgery. The proposed labeling indicates the Roche/Hitachi 911, 912, 917, and Modular P analyzers can be used with the Roche ONLINE Lidocaine reagent kits.

    Device Description

    The assay is a homogeneous immunoassay based on the principle of measuring changes in scattered light or absorbance which result when activated microparticles aggregate. The microparticles are coated with lidocaine and rapidly aggregate in the presence of a lidocaine antibody solution. When a sample containing lidocaine is introduced, the aggregation reaction is partially inhibited, slowing the rate of the aggregation process. Antibody bound to sample drug is no longer available to promote microparticle aggregation, and subsequent particle lattice formulation is inhibited. Thus, a classic inhibition curve with respect to lidocaine concentration is obtained, with the maximum rate of aggregation at the lowest lidocaine concentration. By monitoring the change in scattered light or absorbance, a concentration-dependent curve is obtained.

    AI/ML Overview

    Acceptance Criteria and Device Performance Study for Roche ONLINE Lidocaine Assay

    1. Table of Acceptance Criteria and Reported Device Performance

    The provided document details a comparison study between the Roche ONLINE TDM Lidocaine assay and a predicate device (Roche COBAS INTEGRA Lidocaine), as well as a comparison to an FPIA method. The acceptance criteria are implicitly derived from the comparison to these established methods, demonstrating "acceptable results" and "substantial equivalence."

    Performance CharacteristicAcceptance Criteria (Implied by Predicate Device Performance and Substantial Equivalence Goal)Reported Device Performance (Roche ONLINE TDM Lidocaine)
    Correlation to Predicate Device (Roche COBAS INTEGRA Lidocaine)Strong linear correlation to predicate device (R-value close to 1)Y = 1.019X - 0.044, R = 0.995 (N=99)
    Correlation to FPIA MethodStrong linear correlation to FPIA method (R-value close to 1)Y = 0.947X + 0.011, R = 0.991 (N=69)
    Precision (Within Run CV%)Comparable to or better than predicate deviceLevel 1: 2.7%, Level 2: 1.5%, Level 3: 1.9%
    (Predicate: Level 1: 1.92%, Level 2: 1.90%, Level 3: 2.99%)
    Precision (Total CV%)Comparable to or better than predicate deviceLevel 1: 6.0%, Level 2: 3.4%, Level 3: 3.6%
    (Predicate: Level 1: 2.30%, Level 2: 2.07%, Level 3: 3.75%)
    Lower Detection LimitAcceptable for clinical use (details not quantitatively specified in the provided text, but stated as "acceptable results")Not quantitatively specified in the provided text, but implied as acceptable.
    SpecificityAcceptable (details not quantitatively specified in the provided text)Stated as "acceptable results"
    Interfering SubstancesAcceptable (details not quantitatively specified in the provided text)Stated as "acceptable results"

    Note: The document states that "All of the evaluation studies gave acceptable results compared to the predicate device," indicating the overall acceptance criteria were met.

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

    • Test Set (comparison to predicate device): N = 99
    • Test Set (comparison to FPIA method): N = 69
    • Data Provenance: Not explicitly stated regarding country of origin or specific demographic details. The studies were conducted by Roche Diagnostics Corporation in Indianapolis, IN, suggesting the data is likely from the United States. The studies are described as "evaluation studies," implying they were specifically conducted for the premarket notification and are thus prospective in nature, as they assess the performance of the new device.

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

    This type of in vitro diagnostic device (immunoassay for drug concentration) does not typically rely on "experts" in the same way an imaging or diagnostic AI system would. The "ground truth" for drug concentration in serum or plasma is established by validated analytical methods. In this case, the predicate device (Roche COBAS INTEGRA Lidocaine Assay) and an FPIA method (Fluorescence Polarization Immunoassay, a common method for therapeutic drug monitoring) served as the reference or "ground truth" for comparison. Therefore, no external "experts" were used to establish ground truth in this context; rather, established and validated analytical techniques served this role.

    4. Adjudication Method for the Test Set

    Not applicable. As described above, the "ground truth" was established by reference analytical methods, not by human interpretation or consensus that would require adjudication.

    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study was Done

    No, an MRMC comparative effectiveness study was not done. This study is for an in vitro diagnostic assay, which measures a quantitative analyte concentration, not an imaging or interpretive diagnostic task that would typically involve multiple 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 Roche ONLINE TDM Lidocaine assay. This is an automated immunoassay designed to provide a quantitative result without direct human interpretation of the assay's output for each measurement. Human involvement is limited to sample loading, instrument operation, and result review, but the assay itself generates the lidocaine concentration.

    7. The Type of Ground Truth Used

    The ground truth used was analytical reference methods:

    • The Roche COBAS INTEGRA Lidocaine Assay (the predicate device)
    • An FPIA (Fluorescence Polarization Immunoassay) method

    These methods are well-established and validated for determining lidocaine concentrations in biological samples.

    8. The Sample Size for the Training Set

    The document does not explicitly mention a "training set" for the Roche ONLINE TDM Lidocaine assay in the context of machine learning. As an immunoassay, the device's performance is based on its chemical and optical principles, not on being "trained" on a dataset in the way an AI algorithm would be. The development and optimization of the assay reagents and parameters would have occurred during the assay's R&D phase, but this is distinct from "training a model."

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

    Not applicable, as there is no "training set" in the machine learning sense for this immunoassay device. The performance characteristics were evaluated against established analytical reference methods.

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    K Number
    K973102
    Date Cleared
    1997-09-12

    (24 days)

    Product Code
    Regulation Number
    862.3555
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    KLR

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

    This homogeneous lidocaine enzyme immunoassay is intended to be used for quantitative determination of lidocaine in human serum or plasma. Monitoring serum or plasma lidocaine concentration is the most effective means of improving the drug efficacy and minimizing the risk of toxicity for patients under lidocaine treatment for certain cardiac arrhythmias.

    Device Description

    Not Found

    AI/ML Overview

    The provided text is a 510(k) clearance letter from the FDA for a Lidocaine Enzyme Immunoassay. It determines the device is substantially equivalent to previously marketed devices. However, it does not contain specific details about acceptance criteria, device performance, or a study proving that the device meets acceptance criteria.

    Such information would typically be found in the 510(k) submission itself, or in supplementary documents that describe the studies conducted to demonstrate substantial equivalence. The clearance letter only states that the FDA reviewed the submission and determined substantial equivalence based on the indications for use.

    Therefore, I cannot provide the requested information from the given text. A 510(k) clearance letter acknowledges the review and decision, but does not usually include the detailed study results or acceptance criteria.

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