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510(k) Data Aggregation

    K Number
    K012943
    Manufacturer
    Date Cleared
    2002-01-18

    (140 days)

    Product Code
    Regulation Number
    862.1155
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    NAL

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

    The FasTraQ Automated Analyzer in coniunction with the PrePaQ Total hCG Cartridge is intended for use as an aid in the early detection of pregnancy where rapid, quantitative results in the emergency department or where other rapid diagnostics are required. The assay is to be used with patient whole blood samples.

    The Quantech PrePaQ Total hCG Test Cartridge is intended for use with the FasTraQ Automated Analyzer to provide rapid, quantitative measurement of human chorionic gonadotropin (hCG) in whole blood for the determination of pregnancy. The Analyzer and hCG Cartridge combine ease of use and rapid turnaround time with laboratory-quality performance and reliability. The FasTraQ System is designed for use by non-laboratory medical professionals in emergency departments, STAT or central laboratories.

    Device Description

    The PrePaQ Cartridge in coniunction with the FasTraQ Automated Analyer is use to quantitate hCG in whole blood using surface plasmon resonance (SPR). The Quantech PrePaQ Total ß-hCG assay is based on the principle of two site, or sandwich immunoassay in combination with SPR surface mass measurement. Each PrePaQ cartridge contains a solid phase ß-hCG monoclonal antibody immobilized onto a gold surface. An anti-alpha hCG polyclonal antibody conjugated to alkaline phosphatase is attached to the antigen to form the sandwich. An enhancing solution is used to further increase the mass on the surface.

    AI/ML Overview

    The provided text describes the Quantech FasTraQ Automated Analyzer and PrePaQ Total hCG Test Cartridge, intended for rapid, quantitative measurement of human chorionic gonadotropin (hCG) in whole blood for pregnancy determination. The device's performance is compared to predicate devices like the Bayer Centaur and Abbott AxSym.

    Here's an analysis of the acceptance criteria and the study that proves the device meets them, based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly state formal "acceptance criteria" with numerical thresholds for regulatory approval. Instead, it presents various performance characteristics and implicitly compares them to predicate devices or established laboratory standards to demonstrate "substantial equivalence." The "acceptance criteria" are implied by the performance of the predicate devices and general expectations for clinical laboratory assays.

    Performance CharacteristicImplicit Acceptance Criteria (Inferred)Reported Device Performance (Quantech PrePaQ Total ß-hCG Assay)
    Dilution Linearity/ParallelismAcceptable linearity across the measuring range, indicating the assay accurately measures increasing concentrations of analyte.Average percent of expected was 111%. (Implies good linearity as it's close to 100%, though specific range for "acceptable" isn't given).
    RecoveryAcceptable percentage of analyte recovered, demonstrating accuracy of measurement.After correcting for endogenous hCG, the average recovery was 105%. (Generally considered good recovery).
    Analytical Sensitivity (Limit of Detection)Detect hCG at clinically relevant low concentrations. (Predicate device Centaur's 2.8 mIU/mL provides an indirect benchmark for comparison in clinical range, though analytical sensitivity isn't directly compared here).Calculated analytical sensitivity: 2.5 mIU/mL. (This is a low detection limit, suggesting good sensitivity).
    Precision (INTERASSAY)Acceptable variability (low % C.V.) across different runs and days, reflecting reliability and reproducibility.Mean hCG concentrations (with % C.V.): 57.1 (10.6%), 216.9 (8.1%), and 553.8 (5.9%) mIU/mL for low, medium, and high pools, respectively.
    Precision (TOTAL IMPRECISION)Acceptable overall variability, accounting for all sources of variation.Mean hCG concentrations (with % C.V.): 57.2 (13.6%), 216.9 (12.8%), and 553.7 (9.0%) mIU/mL for low, medium, and high pools, respectively. (These CVs are acceptable for quantitative immunoassays, especially at lower concentrations).
    Interfering SubstancesNo significant interference from common physiological substances at elevated levels.Percent recovery of hCG was determined to be acceptable in all three solutions (hemoglobin, bilirubin, triglycerides at 10x highest expected physiological concentration); no interference noted. (Indicates robustness against common interferences).
    Hook EffectNo erroneously low results for very high analyte concentrations.No high dose hook effect observed up to at least 100,000 mIU/mL. (Critical for clinical safety, as falsely low results could lead to misdiagnosis).
    Normal Range (Negative Pregnancy)Performance at and below the accepted value for determination of pregnancy (greater than 25 mIU/ml) should be similar to predicate device, with no false positives in healthy individuals.95% normal range: 8.2 mIU/mL (Quantech) vs. 2.8 mIU/mL (Centaur). No false positive results in apparently healthy individuals. 100% agreement with predicate device (Centaur) in this range. (Demonstrates acceptable performance for negative pregnancy determination and agreement with predicate).
    Patient Sample CorrelationHigh correlation with established, commercially available methods (predicate devices).Internal paired sample comparison with Bayer Centaur (predicate device): correlation coefficient of 0.97 (slope = 0.67, intercept = 1.47). External paired sample comparison with Abbott AxSym: correlation coefficient of 0.93 (slope = 0.89, intercept = -1.7992). (High correlation coefficients demonstrate strong agreement with existing, approved methods, supporting substantial equivalence).

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

    • Dilution Linearity/Parallelism: "Whole blood samples were separately spiked with intact hCG and serially diluted." The exact number of samples is not specified, but it refers to "samples" in plural.
    • Recovery: Not specified, but likely the same samples as for linearity or similar spiked samples.
    • Analytical Sensitivity: "Multiple duplicates of whole blood zero samples were assayed." The exact number is not specified.
    • Precision: "Three pools in triplicate on different days" for interassay precision.
    • Interfering Substances: "A whole blood pools" spiked with interfering substances.
    • Hook Effect: "Samples well beyond the standard curve range." Number not specified.
    • Normal Range: "Apparently healthy individuals." The number is not specified.
    • Patient Sample Correlation: "Human samples with values distributed throughout the quantitative range of the Quantech hCG assay." The number is not specified.

    Data Provenance: The document generally refers to "whole blood samples" and "human samples." There is no specific mention of the country of origin. The studies appear to be prospective in nature, as they involve testing the Quantech device's performance under various conditions.

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

    The document does not mention the use of experts to establish a "ground truth" in the context of diagnostic interpretation. For quantitative assays like hCG, the "ground truth" for validation is typically the reference method (e.g., predicate device assays) or known concentrations of analytes (e.g., spiked samples, traceable calibrators). The studies rely on quantitative measurements and statistical comparisons rather than expert interpretation of images or clinical cases.

    4. Adjudication Method for the Test Set

    Not applicable. As this is a quantitative clinical laboratory assay, there is no "adjudication method" in the sense of reconciling differences in expert interpretations for a test set. The performance is assessed through statistical comparisons to predicate devices or known values.

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

    No, an MRMC study was not done. MRMC studies are typically performed for devices that involve human interpretation of medical images or data (e.g., radiologists reading scans). This device is an automated in vitro diagnostic assay, and its performance is evaluated objectively by comparing its quantitative output to other assays or known concentrations, not by assessing human reader improvement with or without AI assistance.

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

    Yes, the studies described are standalone performance evaluations of the Quantech FasTraQ Automated Analyzer and PrePaQ Total hCG Assay. The data presented ("Dilution Linearity," "Recovery," "Analytical Sensitivity," "Precision," "Interfering Substances," "Hook Effect," "Normal Range," "Patient Sample Correlation") all refer to the intrinsic analytical performance of the device itself, without human intervention in the result generation or initial interpretation directly impacting the reported performance metrics. The intended use allows for "non-laboratory medical professionals," suggesting ease of use, but the analytical performance described is independent of the user's interpretive skill.

    7. The Type of Ground Truth Used

    The "ground truth" in this context is established by:

    • Known concentrations: For studies like dilution linearity, recovery, analytical sensitivity, and hook effect, the "ground truth" is typically the known amount of hCG added or expected in the samples. Calibrators and controls with certified concentrations would also serve as a form of ground truth.
    • Predicate device results: For the patient sample correlation and comparison of normal range, the results obtained from the Bayer Centaur (predicate device) and Abbott AxSym serve as the comparative "ground truth" to demonstrate substantial equivalence.
    • Clinical consensus/established values: The "accepted value for determination of pregnancy (greater than 25 mIU/ml)" serves as a clinical ground truth benchmark.

    8. The Sample Size for the Training Set

    The document does not mention a "training set" or "training data" in the context of the device's development. This is typical for traditional in vitro diagnostic devices based on established immunoassay principles, where "training" (in the machine learning sense) is not directly applicable. The device's parameters and algorithms (e.g., for data acquisition and reduction) would be developed and validated through internal R&D processes, not through a 'training set' of patient data in the way a machine learning algorithm would be.

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

    Not applicable, as a "training set" in the machine learning sense is not described or implied for this traditional in vitro diagnostic device.

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    K Number
    K990258
    Manufacturer
    Date Cleared
    1999-12-21

    (328 days)

    Product Code
    Regulation Number
    862.1155
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    NAL

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

    The Quantech Total β-hCG Assay is intended to be used, as aid in the early detection of pregnancy.
    The Quantech Total β-hCG Assay is intended to be used for the quantitative determination of human chorionic gonadotropin in EDTA-stabilized plasma, for the early detection of pregnancy.

    Device Description

    The Quantech Total ß-hCG assay is based on the principle of two site, or sandwich immunoassay in combination with surface plasmon resonance (SPR) surface mass measurement. Each test module contains a solid phase anti-ß-hCG monoclonal antibody immobilized onto a gold surface. An anti-hCG polyclonal antibody, used to enhance the specific detection by SPR is introduced sequentially.

    AI/ML Overview

    Here's an analysis of the acceptance criteria and study details for the Quantech Total β-hCG Assay based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance

    The submission primarily focuses on demonstrating substantial equivalence to a predicate device rather than setting explicit, numerical acceptance criteria for each performance metric. However, we can infer the implied acceptance criteria based on the comparison to the predicate and general expectations for in vitro diagnostic devices.

    Performance MetricAcceptance Criteria (Inferred)Reported Device Performance
    Dilution Linearity/ParallelismPercent of expected should be close to 100% (indicating linearity and accuracy across dilutions).The average percent of expected was 101%.
    RecoveryPercent recovery of added analyte should be close to 100% (indicating accurate measurement of known concentrations).After correcting for endogenous β-hCG content, the average recovery was 104%.
    Analytical SensitivityDetectable minimum quantity of β-hCG should be sufficiently low for early pregnancy detection and comparable to predicate.The calculated analytical sensitivity is 8.8 mIU/mL.
    Precision (INTRAASSAY)Coefficient of Variation (% C.V.) should be within acceptable limits for a quantitative assay, generally lower for higher concentrations.For 38.7 mIU/mL: 15.8% C.V.
    For 132 mIU/mL: 12.8% C.V.
    For 617 mIU/mL: 4.5% C.V.
    Precision (INTERASSAY)Coefficient of Variation (% C.V.) should be within acceptable limits, demonstrating reproducibility over time.For 41.3 mIU/mL: 13.0% C.V.
    For 156 mIU/mL: 11.4% C.V.
    For 746 mIU/mL: 7.0% C.V.
    Total ImprecisionOverall variability (% C.V.) across multiple runs and days should be acceptable.For 41.3 mIU/mL: 18.5% C.V.
    For 156 mIU/mL: 14.8% C.V.
    For 746 mIU/mL: 9.4% C.V.
    Interfering SubstancesNo significant interference from common physiological substances. Percent recovery should be acceptable.Percent recovery of β-hCG was determined to be acceptable in all three solutions (hemoglobin, bilirubin, triglycerides) based on overlapping expected ranges. No interference noted.
    Hook EffectNo erroneous low results for greatly elevated samples.No high dose hook effect was observed up to at least 100,000 mIU/mL.
    Normal RangePerformance similar to predicate at/below 25 mIU/mL cut-off. No false positives in healthy non-pregnant individuals. Agreement with published expected values.Performs similarly to predicate. Mean of normals below detection limit of both assays. No false positive results. 100% agreement with predicate device in healthy, non-pregnant individuals.
    Patient Sample CorrelationHigh correlation coefficient with a commercially available method (predicate or similar standard). Results linearly related over a broad range.Correlation coefficient of 0.98 (slope = 0.86, y-intercept = 7.2 mIU/mL) when compared to a commercially available fluorogenic ELISA.
    Substantial EquivalenceDemonstrated essential equivalence to the predicate device (Abbott AxSYM® Total β-hCG assay) in technological characteristics and performance."The Quantech Total ß-hCG Assay provides results which are internally accurate, unaffected by ordinary variation of sample matrix and equivalent to the results obtained using the approved device in a valid laboratory setting."
    "Both clinically-based studies... demonstrated essential equivalence between the two devices..."

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

    • Dilution Linearity/Parallelism: Plasma samples "separately spiked with hCG and serially diluted" - specific number of samples not given.
    • Recovery: Not specified, but involved "test results as the percentage of added analyte."
    • Analytical Sensitivity: "Multiple replicates of zero samples (male plasma)" - specific number not given.
    • Precision (INTRAASSAY): Three pools, 10 different biosensors.
    • Precision (INTERASSAY): Three pools, tested in triplicate on different days - specific number of days not given.
    • Interfering Substances: A plasma pool of hCG spiked with 3 different substances (hemoglobin, bilirubin, triglycerides).
    • Hook Effect: "Samples well beyond the standard curve range" - specific number not given.
    • Normal Range: "Apparently healthy, non-pregnant individuals" - specific number not given.
    • Patient Sample Correlation: "Human samples with values distributed throughout the quantitative range of the Quantech Total β-hCG Assay" - specific number not given.

    Data Provenance: The document does not explicitly state the country of origin for the data or whether it was retrospective or prospective. Given the context of a 510(k) submission, the data would typically be generated by the manufacturer for the purpose of the submission, likely in a controlled laboratory setting. Clinical samples are typically prospective, but the document does not confirm this.

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

    This type of in vitro diagnostic device (an immunoassay) does not typically rely on human expert interpretation for establishing ground truth in the same way an imaging AI device would. The "ground truth" for the test set is established through:

    • Known concentrations: For linearity, recovery, analytical sensitivity, precision, and hook effect, the ground truth is the precisely known concentration of hCG in spiked samples or reference materials.
    • Clinical status (pregnancy/non-pregnancy): For the normal range study, the ground truth is the clinically determined non-pregnant status of individuals.
    • Predicate device results: For validation and comparison, the results from the legally marketed predicate device (AxSYM® Total β-hCG assay) or another commercially available method (fluorogenic ELISA) serve as the comparative ground truth.

    Therefore, the concept of "experts" to establish ground truth in the traditional sense of medical image interpretation is not directly applicable here. The accuracy of measurements relies on established biochemical and analytical methods.

    4. Adjudication Method for the Test Set

    Not applicable. As described above, the ground truth for this type of assay is objective measurement or clinical status, not subjective interpretation requiring adjudication of expert opinions.

    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 in vitro diagnostic device (an immunoassay), not an AI-powered diagnostic system that assists human readers/interpreters. There is no human-in-the-loop component for reading assay results in the context of diagnostic interpretation that would warrant an MRMC study.

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

    Yes, implicitly. The performance data presented (linearity, recovery, sensitivity, precision, interference, hook effect, normal range, patient correlation) reflects the standalone performance of the Quantech Total β-hCG Assay itself, without human intervention in the result generation or initial interpretation. The device's output is a quantitative value of β-hCG concentration.

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

    The ground truth used for this device is a combination of:

    • Reference standard concentrations: For analytical performance metrics like linearity, recovery, sensitivity, precision, interference, and hook effect, the ground truth is established by precisely prepared samples with known concentrations of hCG.
    • Clinical status: For the normal range study, the ground truth is the confirmed non-pregnant status of the individuals.
    • Predicate device performance/established clinical methods: For comparison and validation (patient sample correlation, normal range comparison), the results obtained from a legally marketed device (AxSYM® Total β-hCG assay) or another "commercially available method (fluorogenic ELISA)" serve as the established reference or comparative ground truth.

    8. The Sample Size for the Training Set

    Not applicable. This document describes a traditional immunoassay, not a machine learning or AI-based device that requires a "training set." The device is built on established biochemical principles and analytical methods, not learned from data in a training phase.

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

    Not applicable, as there is no "training set" for this type of device.

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