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510(k) Data Aggregation

    K Number
    K070453
    Date Cleared
    2007-06-11

    (115 days)

    Product Code
    Regulation Number
    864.7320
    Reference & Predicate Devices
    Predicate For
    N/A
    Why did this record match?
    Reference Devices :

    K030740, K002706

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

    System reagent for the quantitative determination of D-Dimer in human plasma on OLYMPUS analyzers.

    Aid in detecting the presence and degree of intravascular coagulation and fibrinolysis, and in monitoring therapy for disseminated intravascular coagulation.

    Device Description

    In this Olympus procedure, the decrease in light intensity transmitted (increase in absorbance) through particles suspended in solution is as a result of complexes formed during the immunological reaction between the D-Dimer of the patient serum and the anti-human D-Dimer antibodies coated on the latex particles

    AI/ML Overview

    The Olympus D-Dimer Test System, consisting of the Olympus D-Dimer Reagent, Calibrator, and Control, is intended for the quantitative determination of D-Dimer in human plasma on Olympus analyzers. It is designed to aid in detecting the presence and degree of intravascular coagulation and fibrinolysis and in monitoring therapy for disseminated intravascular coagulation.

    Here's an analysis of the provided information regarding its acceptance criteria and supporting studies:

    1. Acceptance Criteria and Reported Device Performance

    The provided 510(k) summary compares the Olympus D-Dimer Test System with the predicate device, Roche Tina-Quant® D-Dimer Test System. The acceptance criteria are implicitly defined by demonstrating substantial equivalence to the predicate, with specific performance characteristics indicating acceptable levels.

    Performance CharacteristicAcceptance Criteria (Implied by Predicate)Reported Olympus D-Dimer Test System Performance
    Precision (Total CV%)Sample 1: 6.5%AU400/400e: 9.44%AU600/640/640e: 9.14%AU2700/5400: 8.17%
    Sample 2: 8.3%AU400/400e: 7.99%AU600/640/640e: 7.95%AU2700/5400: 4.44%
    Sample 3: 3.2%AU400/400e: 2.48%AU600/640/640e: 3.02%AU2700/5400: 2.52%
    Assay Range0.15 - 9.0 µg FEU/mL0.15 - 8.00 µg FEU/mL
    Analytical Sensitivity0.04 µg FEU/mL0.08 µg FEU/mL
    Method ComparisonIntercept: 0.06Slope: 0.87R2: 0.755Range: 0.08-4.55 µg FEU/mLIntercept: 0.079Slope: 1.010R2: 0.996Range: 0.28-7.53 µg FEU/mL
    Interfering SubstancesWithin ±10% variation:- Bilirubin up to 20 mg/dL- Hemolysis up to 500 mg/dL Hemoglobin- Rheumatoid Factor < 100 IU/mL- Heparin < 1.5 IU/mL- Lipemia up to 1500 mg/dL TriglycerideInterference less than 10%:- Bilirubin: up to 40 mg/dL- Hemolysis: up to 500 mg/dL Hemolysate- Rheumatoid Factor: up to 100 IU/mL- Heparin: up to 1.5 IU/mL- Lipemia: up to 1000 mg/dL Intralipid (AU400/400e & 600/640/640e)- Lipemia: up to 700 mg/dL Intralipid (AU2700/5400)
    Reagent On Board Stability28 Days30 days
    Calibrator Open Vial Stability1 day @ 15 -25°C1 day @ 15 - 25°C28 days @ 2 - 8°C30 days @ -20°C
    Control Open Vial Stability1 day @ 15 - 25°C14 days @ 2 - 8°C1 day @ 15 - 25°C28 days @ 2 - 8°C30 days @ -20°C
    Calibration StabilityNot Specified30 days

    2. Sample Size and Data Provenance for Test Set

    The document does not explicitly state the sample size for the test set used in performance evaluations (e.g., precision, method comparison, interfering substances). It refers generically to "samples" for precision and provides a "Range" for method comparison without indicating the number of individual patient samples.
    The data provenance (country of origin, retrospective/prospective) is not specified.

    3. Number and Qualifications of Experts for Ground Truth

    Not applicable. This device is an in vitro diagnostic (IVD) for quantitative measurement, and its performance is assessed against established analytical methods and reference standards, not against expert human interpretation of images or other diagnostic findings.

    4. Adjudication Method for Test Set

    Not applicable. Clinical test performance is determined by a quantitative measurement against a comparative method.

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

    Not applicable. This is an in vitro diagnostic device for quantitative chemical analysis, not a medical imaging or diagnostic aid that involves human reader interpretation.

    6. Standalone (Algorithm Only) Performance

    Yes, the performance characteristics (Precision, Assay Range, Analytical Sensitivity, Method Comparison, Interfering Substances, Stability) represent the standalone performance of the Olympus D-Dimer Test System, as measured on Olympus analyzers, without human intervention in the result generation beyond operating the instrument.

    7. Type of Ground Truth Used

    The ground truth for evaluating the Olympus D-Dimer Test System implicitly relies on:

    • A commercially available assay (predicate device, Roche Tina-Quant® D-Dimer) for method comparison. This assay itself would have been validated against a traceable standard.
    • In-house Master Calibrator: The Olympus D-Dimer Test System is traceable to an in-house Master Calibrator.
    • Defined concentrations/levels: For precision studies, specific "samples" (likely control materials or spiked plasma) are used with known D-Dimer concentrations. For interfering substances, known concentrations of bilirubin, hemoglobin, rheumatoid factor, heparin, and lipids are added to samples.

    8. Sample Size for the Training Set

    Not applicable. This is an analytical immunoassay, not a machine learning model that requires a "training set" in the conventional sense of AI/ML algorithms. The development and optimization of the reagent and assay would involve various experimental and testing phases, but these are not referred to as training sets.

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

    Not applicable, as there is no "training set" in the context of an AI/ML algorithm. The calibration of the device is performed using a 6-point calibration curve, which is described as being traceable to an in-house Master Calibrator and aligned with another commercially available test system. This establishes the analytical accuracy of the measurements.

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    K Number
    K062203
    Date Cleared
    2007-03-14

    (225 days)

    Product Code
    Regulation Number
    864.7320
    Reference & Predicate Devices
    Predicate For
    Why did this record match?
    Reference Devices :

    K030740, K040822

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

    For the in vitro quantitative determination of fibrin degradation products including D-Dimer and X-oligomers. In conjunction with a non-high clinical probability assessment, a normal (< 0.5 µg FEU/ml) result excludes deep vein thrombosis (DVT) and pulmonary embolism (PE) with high sensitivity.

    Device Description

    The Tina-Quant® D-Dimer test system is an immunoturbidimetric assay for the in vitro quantitative determination of fibrin degradation products including D-Dimer and X-oligomers. Latex particles of uniform size are coated with monoclonal antibodies (F(ab')2 fragments) to the D-Dimer epitope. The antigen/antibody complexes produced by the addition of samples containing D-dimer lead to an increase in the turbidity of the test reactants, which can be determined turbidimetrically. The calibrator is D-Dimer calibrator and the recommended control material is D-dimer Control I/II.

    AI/ML Overview

    Here's an analysis of the provided text regarding the Tina-Quant D-Dimer Test System, focusing on acceptance criteria and supporting studies:

    1. Table of Acceptance Criteria and Reported Device Performance

    Acceptance Criteria (Set by the study)Reported Device Performance (Tina-Quant D-Dimer)Device Meets Criteria?
    DVT Exclusion
    Sensitivity ≥ X% (not explicitly stated as an AC in the text, but inferred from high sensitivity claim)99.3%Yes (based on stated high sensitivity)
    Negative Predictive Value (NPV) ≥ Y% (not explicitly stated as an AC in the text, but inferred from high sensitivity claim)99.4%Yes (based on stated high sensitivity)
    Failure Rate ≤ Z% (not explicitly stated as an AC in the text, but inferred from high sensitivity claim)0.6%Yes (based on stated high sensitivity)
    PE Exclusion
    Sensitivity ≥ A% (not explicitly stated as an AC in the text, but inferred from high sensitivity claim)100%Yes (based on stated high sensitivity)
    Negative Predictive Value (NPV) ≥ B% (not explicitly stated as an AC in the text, but inferred from high sensitivity claim)100%Yes (based on stated high sensitivity)
    Failure Rate ≤ C% (not explicitly stated as an AC in the text, but inferred from high sensitivity claim)0%Yes (based on stated high sensitivity)

    Important Note: The provided text describes the results of the studies but does not explicitly state predefined acceptance criteria (e.g., "The device must achieve a sensitivity of at least 95%"). The phrase "excludes deep vein thrombosis (DVT) and pulmonary embolism (PE) with high sensitivity" implies that the reported values (99.3%, 99.4%, 0.6% for DVT and 100%, 100%, 0% for PE) met the internal criteria for "high sensitivity."

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

    • DVT Exclusion Study:
      • Sample Size: 812 outpatients with suspected DVT.
      • Data Provenance: Multicenter management study. The country of origin is not specified but is likely within regions where such clinical studies are conducted (e.g., North America, Europe) given the 510(k) submission to the FDA. The study is prospective in nature as patients were followed up for 3 months for development of DVT.
    • PE Exclusion Study:
      • Sample Size: 168 outpatients with suspected PE.
      • Data Provenance: Management study. The country of origin is not specified. The study is prospective in nature as patients were followed up for 3 months for development of PE.

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

    The text does not provide information on the number of experts or their qualifications for establishing the ground truth for the DVT and PE diagnoses. The ground truth (development of DVT or PE) was determined by "further diagnostic testing" (for patients not excluded by D-Dimer and Wells score) and clinical follow-up over 3 months. This typically involves established medical diagnostic procedures and clinical outcomes, implicitly involving medical professionals, but specific details about expert panels are absent.

    4. Adjudication Method for the Test Set

    The text does not describe an explicit adjudication method (e.g., 2+1, 3+1 for discrepancies) for establishing the ground truth diagnoses of DVT or PE. The studies followed a management strategy:

    • Patients with a non-high Wells score and a normal D-Dimer were not subjected to further diagnostic testing but were followed clinically for 3 months.
    • Patients who did not meet these exclusion criteria presumably received standard diagnostic workups for DVT/PE which would establish the ground truth.

    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study Was Done, and the Effect Size

    No, a Multi-Reader Multi-Case (MRMC) comparative effectiveness study was not performed. The studies described are management studies evaluating the performance of the Tina-Quant D-Dimer test in conjunction with clinical probability assessment (Wells score) for excluding DVT and PE, rather than comparing human reader performance with and without AI assistance. The device itself is an in vitro diagnostic (IVD) test, not an AI imaging or diagnostic algorithm designed to assist human readers.

    6. If a Standalone (Algorithm Only Without Human-in-the-Loop Performance) Was Done

    Yes, in a sense, the performance metrics reported (sensitivity, NPV, failure rate) reflect the standalone diagnostic utility of the D-Dimer test when used in conjunction with a clinical probability assessment. The "algorithm" here is the combined clinical probability assessment (Wells score) + D-Dimer cutoff. The reported outcomes (e.g., "Only one of 176 such patients developed DVT") are based on the result of this combined diagnostic strategy, where a particular result (non-high PTP + normal D-Dimer) leads to no further testing and a subsequent clinical follow-up. While there's a human in the loop for the Wells score assessment, the test itself has a standalone numerical result.

    7. The Type of Ground Truth Used

    The ground truth used was outcomes data / clinical diagnosis, specifically:

    • For patients who were not excluded by the D-Dimer + Wells score, the ground truth for DVT/PE would likely be established by conventional diagnostic imaging (e.g., ultrasound for DVT, CTPA for PE).
    • For the patients who were excluded (non-high PTP + normal D-Dimer), the ground truth was established by absence of clinical events (DVT/PE) during a 3-month follow-up period. The "failure rate" indicates how many of these excluded patients did develop the condition. This indicates that a combination of clinical outcomes and potentially further diagnostic testing was used for the entire study cohort.

    8. Sample Size for the Training Set

    The text does not provide information on a training set sample size. This is an in vitro diagnostic (IVD) device, which typically undergoes analytical validation (precision, accuracy, measuring range, etc.) and then clinical validation (as described here). The clinical studies presented are for validation/testing, not for training a machine learning model.

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

    As no training set is described for a machine learning context, this question is not applicable based on the provided text. The device is an immunoturbidimetric assay, not an AI/ML diagnostic.

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