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510(k) Data Aggregation

    K Number
    K203136
    Date Cleared
    2021-08-06

    (290 days)

    Product Code
    Regulation Number
    866.5600
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    NOE

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

    The Diazyme PLAC® Test for Lp-PLA2 Activity is an enzyme assay for the in vitro quantitative determination of Lp-PLA2 (lipoprotein-associated phospholipase A2) activity in EDTA plasma and serum on automated clinical chemistry analyzers. Lp-PLA2 activity is to be used in conjunction with clinical evaluation and patient risk assessment as an aid in predicting risk of coronary heart disease (CHD) in patients with no prior history of cardiovascular events.

    Device Description

    Not Found

    AI/ML Overview

    The provided text is a 510(k) clearance letter for a medical device, the Diazyme PLAC® Test for Lp-PLA2 Activity. It largely focuses on regulatory aspects and the indication for use, not detailed study data or acceptance criteria. Therefore, I cannot extract the information required to populate all sections of your request from the provided text.

    Specifically, the document does not include:

    • A table of acceptance criteria and reported device performance.
    • Sample sizes used for test sets.
    • Data provenance (country, retrospective/prospective).
    • Number of experts or their qualifications for ground truth.
    • Adjudication methods.
    • Information on MRMC studies or effect sizes.
    • Standalone performance information.
    • Type of ground truth used.
    • Sample size for training sets.
    • How ground truth for training was established.

    The only relevant information I can derive is the device name and its intended use:

    Device Name: Diazyme PLAC® Test for Lp-PLA2 Activity

    Indication for Use: "The Diazyme PLAC® Test for Lp-PLA2 Activity is an enzyme assay for the in vitro quantitative determination of Lp-PLA2 (lipoprotein-associated phospholipase A2) activity in EDTA plasma and serum on automated clinical chemistry analyzers. Lp-PLA2 activity is to be used in conjunction with clinical evaluation and patient risk assessment as an aid in predicting risk of coronary heart disease (CHD) in patients with no prior history of cardiovascular events."

    To fulfill your request for detailed acceptance criteria and study information, you would need access to the full 510(k) summary or the premarket submission itself, as this letter is merely the FDA's clearance notification.

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    K Number
    K141575
    Manufacturer
    Date Cleared
    2014-12-15

    (186 days)

    Product Code
    Regulation Number
    866.5600
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    NOE

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

    The PLAC® Test for Lp-PLA2 Activity is an enzyme assay for the in vitro quantitative determination of Lp-PLA2 (lipoprotein-associated phospholipase A2) activity in EDTA-plasma and serum on automated clinical chemistry analyzers. Lp-PLA2 activity is to be used in conjunction with clinical evaluation and patient risk assessment as an aid in predicting risk of coronary heart disease (CHD) in patients with no prior history of cardiovascular events.

    The Lp-PLA2 Activity Test Calibrators are intended to establish points of reference that are used in the determination of values in the measurement of Lp-PLA2 activity by the PLAC® Test for Lp-PLA2 Activity.

    The Lp-PLA2 Activity Test Controls are intended for use as a quality control tool to monitor the performance within the clinical range of the PLAC® Test for Lp-PLA2 Activity, an enzyme assay for the quantitative determination of Lp-PLA2 activity.

    Device Description

    The PLAC® Test for Lp-PLA2 Activity consists of the reagents, Lp-PLA2 Activity Test Calibrators and Lp-PLA2 Activity Test Controls for the measurement of Lp-PLA2 activity in EDTA-plasma or serum on automated clinical laboratory analyzers.

    Lp-PLA2, in plasma or serum, hydrolyzes the sn-2 position of the substrate, 1myristoyl-2-(4-nitrophenylsuccinyl) phosphatidylcholine, producing a colored reaction product, 4-nitrophenol. The rate of formation of 4-nitrophenol is measured spectrophotometrically for 8.5 minutes and the Lp-PLA2 activity is calculated from the rate of change in absorbance. A set of five Lp-PLA2 calibrators is used to generate a standard curve fit of change in absorbance versus Lp-PLA2 activity level in nmol/min/mL from which the sample Lp-PLA2 activity is derived.

    The PLAC® Test for Lp-PLA2 Activity also includes controls. Controls should be included in each run or in accordance with the user's laboratory's quality control policies.

    AI/ML Overview

    Here's an analysis of the provided text regarding the acceptance criteria and study for the PLAC® Test for Lp-PLA2 Activity:

    The document primarily focuses on non-clinical performance testing to demonstrate substantial equivalence to a predicate device. There is limited information on clinical acceptance criteria against specific clinical endpoints derived from a prospective study. The "acceptance criteria" presented are primarily for analytical performance metrics.


    1. Table of Acceptance Criteria and Reported Device Performance

    Note: The document provides analytical performance criteria rather than clinical effectiveness criteria. The "Acceptance Criteria" column below is extracted directly from the precision tables or implied by the statements for other analytical metrics.

    Performance MetricAcceptance CriteriaReported Device Performance
    Precision (Total CV)≤8%Lot 1: Kit Control Low (2.6%), Kit Control High (2.2%), Sample 1 (2.0%), Sample 2 (2.0%), Sample 3 (2.4%), Sample 4 (1.5%)
    Lot 2: Kit Control Low (2.3%), Kit Control High (2.3%), Sample 1 (2.1%), Sample 2 (2.7%), Sample 3 (2.9%), Sample 4 (2.1%)
    Lot 3 (partial data): Kit Control High (2.3%), Sample 1 (2.2%), Sample 2 (2.2%), Sample 3 (2.4%), Sample 4 (2.1%)
    *All reported total CVs are
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    K Number
    K101853
    Manufacturer
    Date Cleared
    2011-01-03

    (186 days)

    Product Code
    Regulation Number
    866.5600
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    NOE

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

    The PLAC® Test Reagent Kit is a turbidimetric immunoassay for the quantitative determination of Lp-PLA2 (lipoprotein-associated phospholipase A2) in human plasma or serum on automated clinical chemistry analyzers, to be used in conjunction with clinical evaluation and patient risk assessment as an aid in predicting risk for coronary heart disease, and ischemic stroke associated with atherosclerosis.

    Device Description

    The PLAC® Test Reagent Kit consists of separately packaged reagents, calibrators and controls for the measurement of Lp-PLA2 in serum or plasma on automated clinical chemistry analyzers.

    PLAC® Test Reagent Kit

    • R1 Buffer solution with protein stabilizers
    • R2 Suspension of polymeric microparticles coated with mouse monoclonal antibodies specific to Lp-PLA2 (2C10 and 4B4).

    The PLAC® Test Reagent Kit is based on turbidimetric immunoassay technology utilizing two Lp-PLA3-specific monoclonal antibodies (2C10 and 4B4) coated to polymeric microparticles. A set of Lp-PLA2 calibrators is used to plot a standard curve of absorbance (y-axis) versus Lp-PLA2 concentration in ng/mL (x-axis) from which the Lp-PLA2 concentration in the test sample can be determined. The concentration of Lp-PLA, in each sample and control is then interpolated from the standard curve using a spline curve fit with appropriate calibration curve fitting software. The kit expiration date and storage conditions are indicated on the package.

    AI/ML Overview

    The provided text describes the acceptance criteria and the study that proves the device meets those criteria for the PLAC® Test Reagent Kit.

    Here's the breakdown of the requested information:

    1. Table of Acceptance Criteria and Reported Device Performance

    Methods Comparison Data

    Acceptance CriteriaReported Device Performance (PLAC® Test Reagent Kit vs. PLAC® Test ELISA Kit)
    Slope: 0.9 to 1.11.09
    Intercept: ≤ 50 ng/mL-1.7 ng/mL
    Correlation Coefficient (R): ≥ 0.900.92

    Imprecision Testing (Acceptance criteria are implied by the reported low %CVs, indicating good precision. Specific numerical acceptance criteria for %CV are not explicitly stated but are generally understood to be low for assays.)

    Sample/ControlMean Concentration Lp-PLA2 (ng/mL)Intra-assay %CV (n=40)Inter-assay %CV (n=40)Total Assay %CV (n=80)
    Serum 156.22.5%4.6%5.3%
    Serum 2250.11.0%2.7%2.9%
    Buffer Control 1191.20.7%0.9%1.4%
    Buffer Control 2370.81.0%0.7%1.6%

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

    • Sample Size for Test Set:
      • Methods Comparison: n = 742 (number of samples used for the comparison between the predicate and modified device).
      • Imprecision Testing: n = 40 for intra-assay and inter-assay, leading to a total of n = 80 for total assay %CV (per sample/control type).
    • Data Provenance: The document does not specify the country of origin of the data. It also does not explicitly state whether the data was retrospective or prospective, though method comparison and imprecision studies are typically prospective tests performed during device development and validation.

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

    This device is an in vitro diagnostic reagent kit for measuring a biomarker. The "ground truth" for such devices is typically established by reference methods or clinical outcomes. Experts are not usually involved in establishing ground truth in the same way as they would be for image-based diagnostics.

    In this case, the predicate device (PLAC® Test ELISA Kit) serves as the reference method for the methods comparison study, effectively establishing the "ground truth" against which the new device's measurements are compared.

    4. Adjudication Method for the Test Set

    Not applicable for this type of in vitro diagnostic device study. Adjudication methods are typically used in studies where human interpretation of data (e.g., medical images) is being assessed, often to resolve discrepancies between multiple readers. Here, the comparison is quantitative between two analytical methods.

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

    No, an MRMC comparative effectiveness study was not done. This type of study is relevant for evaluating the impact of AI on human reader performance, usually in diagnostic imaging. The PLAC® Test Reagent Kit is an automated quantitative immunoassay, not an AI-powered diagnostic imaging tool that assists human readers.

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

    Yes, the performance data presented (Methods Comparison and Imprecision Testing) represents the standalone performance of the PLAC® Test Reagent Kit as an automated turbidimetric immunoassay. This is an "algorithm only" in the sense that the device itself performs the quantitative measurement without direct human-in-the-loop interpretative steps during the assay run.

    7. The Type of Ground Truth Used

    The "ground truth" in this context is the measurements obtained from the legally marketed predicate device, the PLAC® Test ELISA Kit. For the imprecision studies, the ground truth is the inherent concentration of the analyte in the tested samples/controls.

    8. The Sample Size for the Training Set

    The document does not specify a separate training set. For in vitro diagnostic assays, particularly those based on established immunoassay principles, a dedicated "training set" in the machine learning sense is not typically used. The development and optimization of the assay (e.g., antibody selection, reagent formulation, calibration curve fitting algorithm) would precede the validation studies, but these development activities don't usually involve a distinct "training set" with established ground truth in the same way an AI algorithm does.

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

    As no explicit training set is mentioned for an AI/algorithm-based device, this question is not directly applicable. The "training" or optimization of such an assay involves laboratory development and analytical characterization, with the "ground truth" reflecting accurate and precise measurements of Lp-PLA2 concentration, often established using highly characterized reference materials or established laboratory methods during the assay development phase. The information provided focuses on the validation against a predicate device and within-device performance.

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    K Number
    K072599
    Manufacturer
    Date Cleared
    2007-12-20

    (97 days)

    Product Code
    Regulation Number
    866.5600
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    NOE

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

    The PLAC® Test Reagent Kit is a turbidimetric immunoassay for the quantitative determination of Lp-PLA2 (lipoprotein-associated phospholipase A2) in human plasma or serum on automated clinical chemistry analyzers, to be used in conjunction with clinical evaluation and patient risk assessment as an aid in predicting risk for coronary heart disease, and ischemic stroke associated with atherosclerosis.

    The PLAC® Test Calibrator Kit is intended to establish points of reference that are used in the determination of values in the measurement of Lp-PLA2 by the PLAC® Test Reagent Kit.

    The Lp-PLA2 Control Kit is intended for use as a quality control tool to monitor the performance within the clinical range of the PLAC® Test Reagent Kit, a turbidimetric immunoassay for the quantitative determination of Lp-PLA2.

    Device Description

    The diaDexus PLAC® Test assay consists of separately packaged reagents, calibrators and controls for the measurement of Lp-PLA2 in serum or plasma on automated clinical chemistry analyzers.

    • PLAC® Test Reagent Kit .
      • R1 Tris-based buffer solution
      • R2 Suspension of latex microparticles coated with mouse monoclonal antibodies specific to Lp-PLA2 (2C10 and 4B4).
    • PLAC® Test Calibrator Kit .
      Five level set of Lp-PLA2 calibrators made with recombinant Lp-PLA2 in a protein stabilizing buffer and used to calibrate the PLAC assay.
    • Lp-PLA2 Control Kit .
      Two level set of Lp-PLA2 controls made with recombinant Lp-PLA2 in a protein stabilizing buffer and used for quality control of the PLAC assay.

    The diaDexus PLAC® Test is based on turbidimetric immunoassay technology utilizing two Lp-PLA2-specific monoclonal antibodies (2C10 and 4B4) coated to latex microparticles. A set of Lp-PLA2 calibrators is used to plot a standard curve of absorbance (y-axis) versus Lp-PLA2 concentration in ng/mL (x-axis) from which the Lp-PLA2 concentration in the test sample can be determined. The concentration of LD-PLA2 in each sample and control is then interpolated from the standard curve using a spline curve fit with appropriate calibration curve fitting software. The kit expiration date and storage conditions are indicated on the package.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the diaDexus PLAC® Test Reagent Kit, based on the provided 510(k) summary:

    1. Table of Acceptance Criteria and Reported Device Performance

    ParameterAcceptance Criteria (Implied by Predicate Equivalence)Reported Device Performance
    SensitivityEquivalent to predicate (ELISA method)Minimum detection limit: 4.0 ng/mL
    PrecisionEquivalent to predicate (ELISA method)Intra-assay: 1.6 %CV to 2.4 %CV (throughout 69-450 ng/mL range)
    Total precision: 1.8 %CV to 3.2 %CV (throughout 69-450 ng/mL range)
    Linearity/Assay RangeEquivalent to predicate (ELISA method)Average recovery: 97% over a range of 96 to 472 ng/mL
    Interfering SubstancesNo appreciable interference from common substances at specified concentrationsNo appreciable interference from Bilirubin (20 mg/dL), Cholesterol (500 mg/dL), Hemoglobin (10,000 mg/dL), Triglycerides (3000 mg/dL), Total Albumin (~6500 mg/dL)
    Method Comparison (vs. Predicate)High correlation (e.g., r > 0.90) and acceptable slope (e.g., close to 1.0)Correlation coefficient (r) = 0.95; Slope = 1.02

    Note on Acceptance Criteria: For this 510(k) submission, the primary acceptance criterion is substantial equivalence to the predicate device (PLAC® Test ELISA kit, K062234). Therefore, the acceptance criteria for the new device's performance characteristics (sensitivity, precision, linearity, interference) are implicitly that they should be comparable to or within acceptable limits relative to the established performance of the predicate device. The method comparison study directly demonstrates this by comparing the new device's results to the predicate's.

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

    The document primarily describes analytical performance studies.

    • Precision study: n=80 (number of replicates for intra-assay and total precision). The data provenance is not specified (e.g., country of origin, retrospective/prospective).
    • Linearity experiments: The document mentions "linearity experiments" but does not specify the number of samples used.
    • Interfering substances study: The document identifies specific interfering substances and their concentrations but does not specify the number of samples tested for this.
    • Method Comparison study: The document states a "correlation study" was performed, comparing the new turbidimetric immunoassay to the cleared ELISA method, resulting in an r-value and slope. However, the sample size for this comparison is not explicitly stated in the provided text.
    • Data Provenance: Not explicitly stated for any of the analytical studies.

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

    N/A. This is an analytical performance study for an in vitro diagnostic test measuring a biochemical analyte (Lp-PLA2). There is no "ground truth" established by human experts in the way it would be for imaging diagnostics or clinical judgment. The ground truth for analytical accuracy is determined by established laboratory methods, standard curves, and comparison to a legally marketed predicate device.

    4. Adjudication Method for the Test Set

    N/A. As stated above, this is an analytical performance study. Adjudication by experts is not applicable here.

    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

    N/A. This device is an in vitro diagnostic (IVD) assay, not an AI-powered diagnostic system involving human readers. Therefore, an MRMC comparative effectiveness study is not applicable.

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

    Yes, a standalone analytical performance study was done. The precision, sensitivity, linearity, and interference studies demonstrate the performance of the device itself (the assay kit) without human interpretation steps beyond standard laboratory procedures for running an automated clinical chemistry analyzer. The method comparison study also evaluates the standalone performance of the new turbidimetric assay against the predicate ELISA assay.

    7. The type of ground truth used

    The ground truth for the analytical studies is based on:

    • Reference standards: Calibrators with known concentrations of recombinant Lp-PLA2 are used to establish standard curves.
    • Comparison to a legally marketed predicate device: For method comparison, the results obtained from the new device are compared to results obtained from the previously cleared PLAC® Test (ELISA method) (K062234), which serves as the reference or "ground truth" for demonstrating substantial equivalence.

    8. The sample size for the training set

    N/A. This is a conventional immunoassay kit, not a machine learning or AI-based device that requires a "training set" in the context of algorithm development. The "training set" concept is typically relevant for AI models.

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

    N/A. As this is not an AI/ML device, there is no training set or associated ground truth establishment process in that context. The "ground truth" for developing the assay itself would be based on biochemical characterization of the analyte (Lp-PLA2), purified recombinant Lp-PLA2, and monoclonal antibodies, as mentioned in the "Characterization of Rare Reagents" section.

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    K Number
    K062234
    Manufacturer
    Date Cleared
    2006-09-11

    (40 days)

    Product Code
    Regulation Number
    866.5600
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    NOE

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

    The diaDexus PLAC® test is an enzyme immunoassay for the quantitative determination of Lp-PLA2 (lipoprotein-associated phospholipase A2) in human plasma and serum, to be used in conjunction with clinical evaluation and patient risk assessment as an aid in predicting risk for coronary heart disease, and ischemic stroke associated with atherosclerosis.

    Device Description

    The diaDexus PLAC® test kit contains Lp-PLA2 calibrators, monoclonal anti-Lp-PLA2 (4B4) antibody conjugated to horseradish peroxidase, monoclonal anti-Lp-PLA2 (2C10) antibody-coated microwell strips with a stripwell frame, various buffers and related reagents, and a package insert. Each stripwell can be used for performing only one set of tests (i.e. single use). One plate may accommodate up to 40 clinical samples when assayed in duplicate. The kit expiration date and storage conditions are indicated on the package.

    The diaDexus PLAC® test is based on the standard principle of a sandwich enzyme immunoassay using two specific monoclonal antibodies. A set of LD-PLA2 calibrators is used to plot a standard curve of absorbance (y-axis) versus Lp-PLA2 concentration in ng/mL (x-axis) from which the Lp-PLA2 concentration in the test sample can be determined. The concentration of Lp-PLA2 in each sample and control is then interpolated from the standard curve using a point-to-point curve fit with appropriate calibration curve fitting software.

    AI/ML Overview

    Here's an analysis of the provided text, focusing on the acceptance criteria and the study proving the device meets them:

    1. Table of Acceptance Criteria and Reported Device Performance:

    Performance CharacteristicAcceptance Criteria (Implied by reported value)Reported Device Performance
    Analytical Sensitivity (Detection Limit)A low detection limit to accurately measure Lp-PLA22.4 ng/mL
    Linearity/Assay RangeA specified range for accurate quantitative determination120 - 782 ng/mL
    Interfering SubstancesNo appreciable interference from common substances at specified concentrationsNo appreciable interference from:
    • Total Albumin ~6500 mg/dL
    • Bilirubin 20 mg/dL
    • Cholesterol 500 mg/dL
    • Hemoglobin 1250 mg/dL
    • Triglycerides 3000 mg/dL |
      | Intra-assay Precision (n=80) | Low percentage of coefficient of variation (%CV) for within-assay consistency | 4.3 %CV to 6.3 %CV |
      | Total Precision (n=80) | Low percentage of coefficient of variation (%CV) for overall consistency | 5.7 %CV to 11.0 %CV |
      | Correlation with Cleared PLAC Test (r value) | High correlation (r value close to 1) with the predicate device | 0.91 |
      | Correlation with Cleared PLAC Test (slope) | Slope close to 1 for close agreement with the predicate device | 1.02 |

    Explanation of "Implied by reported value": The document explicitly states the "Reported Device Performance" but does not set a separate, distinct "Acceptance Criteria" for each analytical metric. Instead, the reported values are presented as the device's performance, implying that these values met the internal and regulatory expectations for the assay's function. For instance, the detection limit of 2.4 ng/mL is the accepted performance for this characteristic. The correlation values of 0.91 for r and 1.02 for slope demonstrate good correlation, implicitly meeting the acceptance criteria for equivalence.

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

    • Sample Size for Analytical Performance Tests:
      • Analytical Sensitivity (Detection Limit): 16 replicates of the 0 ng/mL Lp-PLA2 calibrator were used.
      • Precision (Intra-assay and Total): n=80 for each precision study.
      • Interfering Substances: The exact number of samples for each interfering substance test is not explicitly stated, but the tested concentrations are provided.
    • Sample Size for Correlation Study: Not explicitly stated, though it refers to "the modified PLAC test compared to the cleared PLAC test."
    • Data Provenance: The document does not specify the country of origin for the data. The data appears to be prospective for the analytical studies (precision, sensitivity, linearity, interference) as these are part of the device's original characterization. For the correlation study, it compares the current (modified) device to a previously cleared device, suggesting the data for the modified device was prospectively generated for this comparison.

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

    • Not Applicable. This document describes an in vitro diagnostic (IVD) assay for quantitative determination of a biomarker (Lp-PLA2). The "ground truth" for such devices is established by the accuracy of the assay's measurement against known concentrations (calibrators, controls) and its performance characteristics (precision, linearity, sensitivity, interference). It does not involve expert readers establishing ground truth for diagnostic interpretation of images or clinical cases using the device.

    4. Adjudication Method (for the test set):

    • Not Applicable. As this is an IVD assay measuring a biomarker, there is no expert adjudication method for the analytical performance tests. The "ground truth" for analytical performance relies on accurate measurement technologies, calibrated standards, and statistical methods such as calculating %CV or correlation coefficients.

    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 IVD device, not an AI-assisted diagnostic tool that aids human readers in interpreting clinical cases. Therefore, no MRMC study, human reader improvement analysis, or AI assistance effect size is relevant or presented.

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

    • Yes, a standalone performance study was done. The entire "Performance Characteristics - Analytical" section describes the standalone performance of the diaDexus PLAC® test. This includes analytical sensitivity, linearity/assay range, interfering substances, and precision. The "Correlation" section also compares the standalone performance of the modified PLAC test to the cleared PLAC test. The device's function is to quantitatively determine Lp-PLA2 levels, which is a standalone measurement without human-in-the-loop diagnostic interpretation in the assay process itself.

    7. The Type of Ground Truth Used:

    • The ground truth used for the analytical performance studies (sensitivity, linearity, precision) is based on calibrated standards and controls with known concentrations of Lp-PLA2.
      • For analytical sensitivity, the ground truth is the 0 ng/mL Lp-PLA2 calibrator.
      • For linearity/assay range, the ground truth is established by the known concentrations of calibrators used to plot the standard curve.
      • For interfering substances, the ground truth is the known concentration of Lp-PLA2 in samples spiked with interfering substances compared to control samples.
      • For precision, the ground truth is the expected value of the control samples or patient samples being repeatedly measured.
      • For correlation, the ground truth for comparison is the performance of the legally cleared predicate device (K050523).

    8. The Sample Size for the Training Set:

    • Not explicitly stated; likely not applicable in the conventional sense of machine learning training sets. This document describes a traditional enzyme immunoassay (EIA), not a machine learning or AI-based diagnostic algorithm that requires a "training set" of data to learn patterns. The "training" in this context refers to the development and refinement of the assay's reagents and protocol to accurately measure Lp-PLA2. The calibrators and controls are used for routine calibration and quality control, not as a training set for an algorithm.

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

    • Not Applicable in the conventional sense. As explained above, this is not an AI/ML device. The "ground truth" for developing and validating the assay relies on:
      • Purified recombinant Lp-PLA2 (DDX-RA) characterized for consistency with literature (molecular weight, etc.). This serves as the "true" antigen.
      • Monoclonal anti-Lp-PLA2 antibodies characterized for purity and reactivity to quantitatively and specifically bind the Lp-PLA2 antigen.
      • Known concentrations of Lp-PLA2 calibrators prepared to establish the standard curve.
      • Quality control materials with defined concentrations to monitor assay performance.
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    K Number
    K050523
    Manufacturer
    Date Cleared
    2005-06-15

    (105 days)

    Product Code
    Regulation Number
    866.5600
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    NOE

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

    The diaDexus PLAC™ test is an enzyme immunoassay for the quantitative determination of Lp-PLA2 (lipoprotein-associated phospholipase A2) in human plasma, to be used in conjunction with clinical evaluation and patient risk assessment as an aid in predicting risk for coronary heart disease, and ischemic stroke associated with atherosclerosis.

    Device Description

    The diaDexus PLAC™ test kit contains Lp-PLA2 calibrators, monoclonal anti-Lp-PLA2 (4B4) antibody conjugated to horseradish peroxidase, monoclonal anti-Lp-PLA2 (2C10) antibodycoated microwell strips with a stripwell frame, various buffers and related reagents, and a package insert. Each stripwell can be used for performing only one set of tests (i.e. single use). One plate may accommodate up to 40 clinical samples when assayed in duplicate. The kit expiration date and storage conditions are indicated on the package.

    The diaDexus PLAC™ test is based on the standard principle of a sandwich enzyme immunoassay using two specific monoclonal antibodies. A set of Lp-PLA2 calibrators is used to plot a standard curve of absorbance (y-axis) versus Lp-PLA2 concentration in ng/mL (x-axis) from which the Lp-PLA2 concentration in the test sample can be determined. The concentration of Lp-PLA2 in each sample and control is then interpolated from the standard curve using a point-to-point curve fit with appropriate calibration curve fitting software.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and the study details for the diaDexus PLAC™ Test, based on the provided text:

    Acceptance Criteria and Device Performance

    Acceptance CriteriaReported Device Performance
    Analytical Sensitivity (Detection Limit)1.3 ng/mL
    Linearity/Assay Range90 – 897 ng/mL
    Intra-assay Precision (n=80)4.3 %CV (throughout assay range)
    Inter-assay Precision (n=20)6.3 %CV to 8.7 %CV (throughout assay range)
    Interfering SubstancesNo appreciable interference from:
    • Hemoglobin (500 mg/dL)
    • Triglycerides (3,000 mg/dL)
    • Cholesterol (500 mg/dL)
    • Bilirubin (20 mg/dL)
    • Albumin (6.2 g/dL)
    • Aspirin (50 mg/dL)
    • Tylenol® (20 mg/dL)
    • Vitamin C (50 mg/dL)
    • Benadryl® (50 mg/dL)
    • Orinase (100 mg/dL)
    • Pravachol® (446 µg/dL) |

    Study Information

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

    • Test Set Sample Size: 956 banked EDTA-plasma samples.
      • 194 cases (subsequently suffered an ischemic stroke)
      • 762 controls (stroke-free at time of censor)
    • Data Provenance:
      • Country of Origin: United States.
      • Type: Retrospective (banked samples from a large, multi-center, observational epidemiology study sponsored by the National Institutes of Health's National Heart, Lung, and Blood Institute - the ARIC study).

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

    • The document states that "stroke... was defined by the ARIC investigators." It does not specify the number of experts or their specific qualifications beyond "qualified experts" generally overseeing the study.

    4. Adjudication Method for the Test Set:

    • The document does not specify a formal adjudication method (e.g., 2+1, 3+1). The ground truth for stroke events was "defined by the ARIC investigators," implying established diagnostic criteria within that study.

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

    • No, an MRMC comparative effectiveness study involving human readers with and without AI assistance was not performed. This study focuses on the standalone performance of the diagnostic test (Lp-PLA2 levels) as a predictor.

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

    • Yes, a standalone performance study was done. The clinical study evaluated the association of Lp-PLA2 levels (measured by the test) with the risk of ischemic stroke, independently of human interpretation of the test results for individual patient diagnosis. The test itself is an enzyme immunoassay, providing a quantitative value.

    7. The Type of Ground Truth Used:

    • Outcomes Data: The ground truth was based on documented clinical outcomes: whether participants subsequently suffered an ischemic stroke as defined by the ARIC investigators.

    8. The Sample Size for the Training Set:

    • The document does not specify a separate training set size for the clinical study. The 956 samples appear to be the "test set" used to evaluate the association between Lp-PLA2 levels and stroke outcomes. For the analytical characterization, various sample sizes (e.g., n=80 for intra-assay precision, n=20 for inter-assay precision) were used for establishing performance characteristics like precision, linearity, and sensitivity, but these are for analytical validation rather than a "training set" in the machine learning sense.

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

    • As a distinct "training set" is not explicitly mentioned for the clinical validation of the predictive capability in the context of the provided text, information on how its ground truth was established is not available. The "ground truth" for the main clinical study (which could be considered a "test set" for the prediction model) was established by the ARIC investigators' definition of ischemic stroke as an outcome.
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    K Number
    K040101
    Manufacturer
    Date Cleared
    2004-02-05

    (16 days)

    Product Code
    Regulation Number
    866.5600
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    NOE

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

    The diaDexus PLAC™ test is an enzyme immunoassay for the quantitative determination of Lp-PLA2 (lipoprotein - associated phospholipase A2) in human plasma, to be used in conjunction with clinical evaluation and patient risk assessment as an aid in predicting risk for coronary heart disease.

    Device Description

    Not Found

    AI/ML Overview

    This is a 510(k) premarket notification for an in vitro diagnostic device, the diaDexus PLAC™ test, which is an enzyme immunoassay. The information provided in the document focuses on the regulatory aspects of the device's clearance and does not contain the details requested about acceptance criteria, study methodologies, sample sizes, ground truth establishment, or expert involvement for a clinical study proving device performance.

    The document states that the FDA has determined the device is "substantially equivalent" to legally marketed predicate devices. This determination typically relies on demonstrating that the new device has the same intended use and technological characteristics as a predicate device, or if there are differences, that those differences do not raise new questions of safety and effectiveness.

    Therefore, I cannot provide the requested information based on the provided text. The document is a regulatory clearance letter, not a clinical study report.

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    K Number
    K030477
    Manufacturer
    Date Cleared
    2003-07-18

    (155 days)

    Product Code
    Regulation Number
    866.5600
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    NOE

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

    The diaDexus PLAC™ test is an enzyme immunoassay for the quantitative determination of Lp-PLA2 (lipoprotein-associated phospholipase A2) in human plasma, to be used in conjunction with clinical evaluation and patient risk assessment as an aid in predicting risk for coronary heart disease.

    Device Description

    The diaDexus PLAC™ test is based on the principle of a sandwich enzyme immunoassay using two specific monoclonal antibodies. The assay system utilizes monoclonal anti-Lo-PLA2 antibody (2C10) for solid phase immobilization on the microtiter stripwells. The test sample is first diluted with the sample diluent and incubated at 2-8°C for 60 minutes. The diluted test sample is then allowed to react with the immobilized monoclonal antibody at 2-8°C for 90 minutes. The wells are washed with distilled water to remove any unbound antigen. A second monoclonal anti-Lo-PLA2 antibody (4B4) labeled with the enzyme horseradish peroxidase (HRP) is then added and reacted with the immobilized antigen at 2-8℃ for 60 minutes, resulting in the Lp-PLA2 molecules being captured between the solid phase and the enzyme-labeled antibodies. The wells are washed with distilled water to remove unbound labeled antibodies. The substrate, tetramethylbenzidine (TMB). is then added and incubated at 2-8°C for 20 minutes resulting in the development of a blue color. Color development is stopped with the addition of Stop Solution (1N HCl), changing the color to yellow. The absorbance of the enzymatic turnover of the substrate is determined spectrophotometrically at 450 nm using a standard microplate reader and is directly proportional to the concentration of Lp-PLA2 present. A set of Lp-PLA2 calibrators is used to plot a standard curve of absorbance (v-axis) versus Lp-PLA2 concentration in ng/mL (x-axis) from which the Lp-PLA2 concentration in the test sample can be interpolated. The standard curve is constructed using a point-to-point curve fit manually or by using appropriate calibration curve fitting software.

    AI/ML Overview

    Here's an analysis of the diaDexus PLAC™ Test based on the provided text, addressing your specific questions:


    Acceptance Criteria and Device Performance Study for diaDexus PLAC™ Test

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly state pre-defined acceptance criteria for the analytical performance characteristics. Instead, it presents the results of these performance tests as factual observations. For the clinical performance, the acceptance criteria are implicitly defined by demonstrating a statistically significant association between Lp-PLA2 and CHD risk across different models.

    CharacteristicAcceptance Criteria (Implied)Reported Device Performance
    Analytical Performance
    Analytical Sensitivity (Detection Limit)A low detection limit suitable for intended use.1.2 ng/mL
    Linearity (Dilution)Percent recovery close to 100%.Average recovery of 104% (range 133-1310 ng/mL)
    Linearity (Dilution)Percent recovery close to 100%.Average recovery of 104% (range 79-982 ng/mL)
    Antigen RecoveryMean recovery close to 100% (with an acceptable range).Mean recovery of 109% (range 97-119%)
    Interfering SubstancesNo appreciable interference from common endogenous substances.No appreciable interference for hemoglobin, triglycerides, cholesterol, bilirubin, and albumin at specified levels.
    Precision (Intra-assay)Low Coefficient of Variation (CV).
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