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510(k) Data Aggregation

    K Number
    K213917
    Device Name
    QStat Cartridge
    Manufacturer
    Date Cleared
    2022-11-29

    (349 days)

    Product Code
    Regulation Number
    864.5430
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The QStat® Cartridge is a multi-channel cartridge that provides semi-quantitative indications of the coagulation and clot lysis state of a 3.2% citrated venous whole blood sample using the Quantra® Hemostasis Analyzer. The QStat Cartridge includes tests to assess coagulation via the intrinsic pathways and includes a test with tranexamic acid to evaluate clot lysis characteristics.

    The QStat Cartridge is intended for in vitro diagnostic use by trained professionals at the point-of-care and in clinical laboratories to evaluate the viscoelastic properties of whole blood by means of the following functional parameters: Clot Time (CT), Clot Stiffness (CS), Fibrinogen Contribution to Clot Stiffness (FCS), Platelet Contribution to Clot Stiffness (PCS), and Clot Stability to Lysis (CSL).

    The QStat Cartridge is indicated for the evaluation of blood coagulation and clot lysis in patients age 18 years and older to assess possible hypocoagulable conditions in trauma and liver transplantation procedures.

    Results obtained with the OStat Cartridge should not be the sole basis for patient diagnosis.

    For prescription use only.

    Device Description

    The QStat Cartridge is a single-use, multi-channel (n=4) disposable plastic cartridge used with the Quantra Hemostasis Analyzer to assess a patient's coagulation and clot lysis (possible hypocoagulable and hypercoagulable conditions) in a hospital setting (point of care or laboratory) during trauma and liver transplantation procedures. The QStat Cartridge consists of four independent channels that can be tested simultaneously with Sonic Estimation of Elasticity via Resonance (SEER) Sonorheometry.

    Each QStat Cartridge is pre-filled with reagents individually sealed in an airtight pouch. After a QStat Cartridge is removed from its primary packaging, it is inserted into the instrument dock. A venous whole blood sample, collected in a 3.2% sodium citrate anticoagulant blood collection tube (minimum volume 2.7 mL), is attached directly to the cartridge and the test is initiated using the touch screen interface on the Quantra Hemostasis Analyzer. The cartridge is the only component of the Quantra system that is in direct contact with blood. The fluidic system within the instrument draws the sample into the cartridge where it is warmed to 37℃, aliquoted, introduced and mixed with the lyophilized reagents, and analyzed. When the test is complete, the cartridge is released from the dock to be disposed of in an appropriate biosafety sharps container.

    Each channel of the cartridge contains prefilled lyophilized reagents in the form of beads that enable differential testing without the need for any reagent preparation or pipetting before testing. The assay provides the following information for each patient sample: Clot Time (CT), Clot Stiffness (CS), Fibrinogen Contribution to Clot Stiffness (FCS), Platelet Contribution to Clot Stiffness (PCS) and Clot Stability to Lysis (CSL).

    AI/ML Overview

    Here's an analysis of the provided text, extracting the requested information about acceptance criteria and the study proving device performance for the QStat® Cartridge:


    Acceptance Criteria and Device Performance for QStat® Cartridge

    1. Table of Acceptance Criteria and Reported Device Performance

    Parameter / Study TypeAcceptance CriteriaReported Device Performance
    Precision/Reproducibility
    Single Site Precision (QSL1)Within-laboratory precision (total) CV% for CT, CS, FCS parameters ≤ 9.5%CT: 3.5% CV, CS: 5.6% CV, FCS: 9.5% CV
    Single Site Precision (QSL2)Within-laboratory precision (total) CV% for CT, CS, FCS parameters ≤ 9.3%CT: 6.1% CV, CS: 9.3% CV, FCS: 9.0% CV
    Single Site Precision (Fibrinolysis-positive controls)Total %CV for CT, CS, FCS below 5.8%. Total %CV for CSL below 7.1% OR total SD for CSL below 10.2%CT, CS, FCS: ≤ 5.8% CV CSL: 7.1% CV and 10.2% SD
    Multi-Site Reproducibility (CSL, Normal Sample)Total imprecision of CSL parameter < 7% CV1.39% CV
    Multi-Site Reproducibility (CSL, tPA spiked to CSL threshold)Total imprecision of CSL parameter < 7% CV6.44% CV
    Whole Blood Repeatability (CT, CS, FCS, PCS)Total %CV below 15%All sample types: < 15% CV
    Whole Blood Repeatability (CSL)Total %CV below 15% OR SD below 12%All sample types: < 15% CV or < 12% SD (some exceptions with higher CV but still met SD criteria, e.g., 60 U/mL tPA: 26.1% CV but 11.8 SD was likely acceptable based on "OR" criteria)
    Method Comparison with Predicate Device (ROTEM delta)
    CT vs INTEM CT CorrelationPearson correlation coefficient (95% CI)0.89 (0.87, 0.91)
    CS vs EXTEM A20 CorrelationPearson correlation coefficient (95% CI)0.92 (0.91, 0.93)
    FCS vs FIBTEM A20 CorrelationPearson correlation coefficient (95% CI)0.89 (0.87, 0.91)
    CSL vs EXTEM ML Clinical Agreement (Overall)Overall agreement ≥ 90%0.93 (0.90, 0.95), or 92.6%
    CSL vs EXTEM ML Clinical Agreement (Lysis-Positive Subcategory)Agreement ≥ 80%0.90 (0.82, 0.95), or 90.2%
    CSL vs EXTEM ML Clinical Agreement (Lysis-Negative Subcategory)Agreement ≥ 90%0.93 (0.90, 0.95), or 93.2%
    Interference StudySubstances show no significant interferenceHighest concentrations tested without significant interference are listed in the table (e.g., Lipid: 1335 mg/dL, Hemoglobin: 0.2 g/dL, etc.)
    Short Draw / Discard TubeNo effect on results / no incomplete fillingUse of discard tube may affect results. Short draw (less than 80% fill) may affect results or cause incomplete filling.
    Reader Study (Interpretation of Results)>95% of questions pertaining to each display answered correctly>95% correctly answered for all five QStat parameters

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

    • Clinical Performance Study (Method Comparison):
      • Sample Size: 289 adult subjects.
      • Data Provenance: Multi-center prospective observational study conducted at thirteen clinical sites in the US.
      • Sample Types: Involved blood samples from subjects undergoing liver transplant surgery, experiencing major trauma, and 5 normal subjects from whom contrived samples were prepared (6.7% of total samples were contrived by spiking blood from normal volunteers).
    • Precision/Reproducibility Studies:
      • Single Site: QSL1 (N=80), QSL2 (N=80) for each parameter.
      • Multi-Site: 60 data points per parameter per sample type (unspiked, tPA spiked to CSL threshold, tPA spiked below CSL threshold) across all sites.
      • Whole Blood Repeatability: Varied per study, but generally involved multiple native and contrived samples (total of 16 sample types) and 12 results obtained from each sample type for variance analysis.
      • Data Provenance: Internal HemoSonics studies and external clinical sites within the US.
    • Interference Study: "A total of n=13 native and contrived whole blood samples were evaluated for sample stability". Specific sample sizes for each interferent in screening and dose-response studies are not explicitly stated but are described as "n" or "multiple levels", "one or two levels", etc. The study utilized normal whole blood and hypocoagulable whole blood.
    • Reference Range Study:
      • Sample Size: 155 healthy men and women volunteers (≥18 years of age).
      • Data Provenance: Multi-center, prospective, observational study across four (4) external sites in the United States.
    • Reader Study:
      • Sample Size: 10 readers.
      • Data Provenance: Conducted with potential users who regularly assess blood coagulation status in critical care settings.

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

    The document does not explicitly state the number of experts used to establish a ground truth in the traditional sense (e.g., for image labeling). Instead, the "ground truth" or reference for comparison in the method comparison study was the results from the predicate device, ROTEM Delta Thromboelastometry System, which is itself a commercially available and cleared device for similar measurements.

    For the Reader Study, the "ground truth" was the correct interpretation of the QStat results displays as determined by the device's design and intended use, rather than an expert panel judging unknown cases.

    4. Adjudication Method for the Test Set

    Not applicable in the typical sense of expert adjudication of a test set, as the comparison was primarily against a predicate device (ROTEM delta) or against pre-defined control values and reference ranges.

    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 MRMC comparative effectiveness study was performed or described in the provided text for comparing AI assistance to human readers. The Reader Study mentioned (Section P.1) was a usability study to assess interpretation of the device's results displays by potential users, not a comparative effectiveness study of AI impact on reader performance.

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

    Yes, the primary performance studies listed under "Analytical Performance" (Precision/Reproducibility, Linearity, Stability, Detection Limit, Analytical Specificity) and "Comparison Studies" (Method Comparison with predicate device, Reference Range) all represent standalone performance of the QStat® Cartridge and Quantra Hemostasis Analyzer system without human intervention in the result generation process itself. The system provides semi-quantitative measurements directly.

    7. The Type of Ground Truth Used (expert consensus, pathology, outcomes data, etc.)

    • Method Comparison Study: The predicate device (ROTEM delta) served as the comparative "truth" for evaluating linearity and clinical agreement of the QStat parameters. This is a common approach for establishing substantial equivalence for new diagnostic devices.
    • Precision/Reproducibility Studies: Pre-defined control materials (QSL1, QSL2) and contrived samples (spiked with tPA, fibrinogen, DOACs) with expected values/characteristics served as the reference.
    • Interference Studies: Pre-determined concentrations of known interferents and their expected effects/non-effects.
    • Reference Range Study: Healthy volunteers (n=155) were used to establish normal reference intervals.

    8. The Sample Size for the Training Set

    The document does not provide details of a specific "training set" size. As this is a diagnostic device that measures viscoelastic properties rather than an AI/ML algorithm that predicts outcomes, the concept of a separate "training set" for model development, distinct from analytical and clinical validation data, is not directly applicable or explicitly detailed in this 510(k) summary. The data presented primarily relates to the analytical and clinical validation of the device.

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

    As explained under point 8, the document does not discuss a specific "training set" in the context of an AI/ML model. The QStat Cartridge uses "Sonic Estimation of Elasticity via Resonance (SEER) Sonorheometry" to quantify shear modulus, which is a physics-based measurement, not a machine learning prediction. Therefore, the establishment of "ground truth for the training set" is not relevant for this type of device according to the provided text.

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