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510(k) Data Aggregation

    K Number
    K153544
    Manufacturer
    Date Cleared
    2016-07-25

    (227 days)

    Product Code
    Regulation Number
    866.3980
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K073029, K081030, K092500, K110968, K132129, K11387

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use
    1. The cobas® Influenza A/B & RSV Nucleic Acid Test for Use on the cobas® Liat System (cobas® Liat Influenza A/B & RSV) is an automated multiplex real-time RT-PCR assay for the rapid in vitro qualitative detection and discrimination of influenza A virus, influenza B virus and respiratory syncytial virus (RSV) RNA in nasopharyngeal swab specimens from patients with signs and symptoms of respiratory infection in conjunction with clinical and epidemiological risk factors. The test is intended for use as an aid in the diagnosis and differentiation of influenza B, and RSV in humans and is not intended to detect influenza C.
      Negative results do not preclude influenza virus or RSV infection and should not be used as the sole basis for treatment or other patient management decisions. Conversely, positive results do not ruleout bacterial infection or co-infection with other viruses. The agent detected may not be the definite cause of disease.

    Performance characteristics for influenza A were established during the 2013-2014 and the 2014-2015 influenza seasons when influenza A/H3 and A/H1N1 pandemic were the predominant influenza A viruses in circulation. When other influenza A viruses are emerging, performance characteristics may vary.

    If infection with a novel influenza A virus is suspected based on current clinical and epidemiological screening criteria recommended by public health authorities, specimens should be collected with appropriate infection control precautions for novel virulent Influenza viruses and sent to state or local health department for testing. Viral culture should not be attempted in these cases unless a BSL 3+ facility is available to receive and culture specimens.

    1. The cobas® Influenza A/B & RSV Quality Control Kit contains External Controls for use with the cobas® Liat Influenza A/B & RSV assay. External Controls are run during the Add cobas® Liat Influenza A/B & RSV Tube Lot procedure. Additional External Controls should be tested in accordance with local, state, federal and/or accrediting organization requirements as applicable.
    Device Description

    The cobas Liat Influenza A/B & RSV Nucleic Acid Test for Use on the cobas Liat System ("cobas" Liat Influenza A/B & RSV assay") is a rapid, automated in vitro diagnostic test for the qualitative detection of influenza A, influenza B, and RSV RNA in nasopharyngeal swab (NPS) specimens eluted in viral transport media.

    The assay targets a well-conserved region of the matrix gene of influenza A (Inf A target), the non-structural protein gene of influenza B (Inf B target), and the matrix gene of RSV (RSV target). An Internal Process Control (IPC) is also included. The IPC is present to control for adequate processing of the target viruses and to monitor the presence of inhibitors in the sample preparation and RT-PCR.

    The assay utilizes a single-use disposable cobas® Liat Tube that holds the sample purification and PCR reagents, and hosts the sample preparation and PCR processes. The cobas Liat Tube uses a flexible tube as a sample vessel. It contains all required unit dose reagents pre-packed in tube segments, separated by peelable seals, in the order of reagent use.

    The cobas "Liat System automates and integrates sample purification, nucleic acid amplification, and detection of the target sequence in biological samples. The cobas Liat System performs all assay steps from clinical sample and reports assay result automatically. During the testing process. multiple sample processing actuators of the cobas " Liat System compress the cobas" Liat Tube to selectively release reagents from tube segments, move the sample from one segment to another, and control reaction volume, temperature, and time to conduct sample preparation, nucleic acid extraction, target enrichment, inhibitor removal, nucleic acid elution and real-time PCR. An embedded microprocessor controls and coordinates the actions of these sample processors to perform all required assay processes within the closed cobas Liat Tube.

    Positive and negative controls are provided in the cobas® Influenza A/B & RSV Quality Control Kit. The positive control comprises inactivated Influenza B and RSV virus in a dried format. The negative control comprises Universal Transport Media (UTM).

    To perform the cobas Liat Influenza A/B & RSV assay, an operator first collects a nasopharyngeal swab and places the swab into UTM. The operator transfers the sample into cobas " Liat Influenza A/B & RSV assay tube using a transfer pipette, and scans the tube barcode to identify the test and the sample barcode to code the sample ID with the assay run on the cobas® Liat System. The cobas® Liat Tube is then inserted into the cobas® Liat System. The system performs all the test steps and outputs interpreted results (e.g. Influenza A Detected, Influenza B Not Detected, RSV Not Detected) in ~20 minutes. A report of the interpreted results can be viewed on the cobas " Liat System's LCD screen, and printed directly through a USB or network connected printer. No reagent preparation or additional steps are required other than adding the sample to the cobas Liat Tube. Because all the reagents are contained within the cobas Liat Tube and no sample or reagent needs to be removed from the tube, crosscontamination between samples is minimized.

    The results are interpreted by the cobas Liat System software from measured fluorescent signals and real time curve recognition algorithm. All possible final test results are described below.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study details for the cobas® Liat Influenza A/B & RSV Nucleic Acid Test, based on the provided document:

    1. Table of Acceptance Criteria & Reported Device Performance

    The document doesn't explicitly lay out "acceptance criteria" in a single, aggregated table with pass/fail marks. Instead, it presents performance data for various analytical and clinical studies. For the clinical studies, it provides percentage agreements and confidence intervals. The "acceptance criteria" can be inferred from the reported performance, implying that these values were considered acceptable by the FDA for substantial equivalence.

    Here's a table summarizing the key performance metrics from the study. For acceptance criteria, we'll assume that the reported performance figures met the internal thresholds set by the manufacturer and deemed sufficient by the FDA for 510(k) clearance.

    Inferred Acceptance Criteria / Reported Performance for cobas® Liat Influenza A/B & RSV Assay

    Category / MetricInferred Acceptance Criteria (e.g., "≥ X%")Reported Device Performance (with 95% CI where available)
    Analytical Performance
    Reproducibility
    Influenza A - Agreement w/ expected result (Negative)Highly Accurate (e.g., 100%)91/91 (100.0%) [96.0% - 100.0%]
    Influenza A - Agreement w/ expected result (High Negative)Highly Accurate (e.g., ≥95%)88/90 (97.8%) [92.3% - 99.4%]
    Influenza A - Agreement w/ expected result (Low Positive)Highly Accurate (e.g., 100%)90/90 (100.0%) [95.9% - 100.0%]
    Influenza A - Agreement w/ expected result (Moderate Positive)Highly Accurate (e.g., 100%)90/90 (100.0%) [95.9% - 100.0%]
    Influenza A - Total AgreementHighly Accurate (e.g., ≥99%)900/902 (99.8%) [99.2% - 99.9%]
    Influenza B - Agreement w/ expected result (Negative)Highly Accurate (e.g., 100%)91/91 (100.0%) [96.0% - 100.0%]
    Influenza B - Agreement w/ expected result (High Negative)Highly Accurate (e.g., ≥95%)90/91 (98.9%) [94.0% - 99.8%]
    Influenza B - Agreement w/ expected result (Low Positive)Highly Accurate (e.g., 100%)89/89 (100.0%) [95.9% - 100.0%]
    Influenza B - Agreement w/ expected result (Moderate Positive)Highly Accurate (e.g., 100%)90/90 (100.0%) [95.9% - 100.0%]
    Influenza B - Total AgreementHighly Accurate (e.g., ≥99%)901/902 (99.9%) [99.4% - 100.0%]
    RSV - Agreement w/ expected result (Negative)Highly Accurate (e.g., 100%)91/91 (100.0%) [96.0% - 100.0%]
    RSV - Agreement w/ expected result (High Negative)Highly Accurate (e.g., 100%)90/90 (100.0%) [95.9% - 100.0%]
    RSV - Agreement w/ expected result (Low Positive)Highly Accurate (e.g., ≥95%)90/91 (98.9%) [94.0% - 99.8%]
    RSV - Agreement w/ expected result (Moderate Positive)Highly Accurate (e.g., 100%)90/90 (100.0%) [95.9% - 100.0%]
    RSV - Total AgreementHighly Accurate (e.g., ≥99%)901/902 (99.9%) [99.4% - 100.0%]
    Limit of Detection (LOD)Lowest detectable concentration ≥95% of timeInfluenza A: 2.0 × 10^-2 - 2.0 × 10^-3 TCID50/mL
    Influenza B: 2.0 × 10^-3 - 4.0 × 10^-3 TCID50/mL
    RSV: 4.0 × 10^-1 TCID50/mL
    Analytical Specificity (Reactivity)100% detection of tested strainsDetected all 28 Influenza A, 15 Influenza B, and 7 RSV strains tested.
    Analytical Specificity (Cross-reactivity)0% cross-reactivity with non-target microorganismsNo cross-reactivity observed with 35 microorganisms and human genomic DNA.
    InterferenceNo interferenceNo interference observed with tested microorganisms and substances at specified concentrations.
    Carry-over/Cross-contamination0% contamination rate0% carry-over/cross-contamination observed.
    Fresh vs. Frozen Samples100% agreement100% agreement with expected results.
    Clinical Performance (vs. Comparator Test)
    Prospective Specimens
    Inf A - Positive AgreementHigh (e.g., ≥95%)98.3% (95.1% - 99.4%)
    Inf A - Negative AgreementHigh (e.g., ≥95%)96.0% (94.7% - 97.0%)
    Inf B - Positive AgreementHigh (e.g., ≥90%)95.2% (84.2% - 98.7%)
    Inf B - Negative AgreementHigh (e.g., ≥98%)99.4% (98.8% - 99.7%)
    RSV - Positive AgreementHigh (e.g., ≥95%)97.0% (91.5% - 99.0%)
    RSV - Negative AgreementHigh (e.g., ≥98%)98.7% (97.9% - 99.2%)
    Retrospective Specimens
    Inf A - Positive AgreementHigh (e.g., ≥95%)98.7% (93.0% - 99.8%)
    Inf A - Negative AgreementHigh (e.g., ≥98%)99.1% (96.7% - 99.7%)
    Inf B - Positive AgreementHigh (e.g., ≥95%)99.0% (94.4% - 99.8%)
    Inf B - Negative AgreementHigh (e.g., ≥98%)99.5% (97.1% - 99.9%)
    RSV - Positive AgreementHigh (e.g., ≥95%)98.8% (93.6% - 99.8%)
    RSV - Negative AgreementHigh (e.g., ≥95%)96.6% (93.2% - 98.4%)

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

    • Clinical Test Set Sample Size:

      • Prospective Specimens: 1,350 nasopharyngeal swab (NPS) specimens.
      • Retrospective Specimens: 292 nasopharyngeal swab (NPS) specimens.
      • Total Clinical Samples: 1,642 specimens.
    • Analytical Test Set Sample Size (Reproducibility): Approximately 900 runs (10 panel members × 3 replicates × 2 operators × 5 days × 3 sites).

    • Data Provenance:

      • Country of Origin: United States (US). Prospective specimens were collected during the 2013-2014 and 2014-2015 flu seasons.
      • Retrospective/Prospective: The study included both prospective and retrospective clinical specimens. Prospective specimens were collected from patients with signs and symptoms of respiratory infection and tested at 12 CLIA waived healthcare facilities. Retrospective specimens were obtained from two reference laboratories and distributed to 3 of the 12 CLIA waived sites for testing.

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

    The document states that the cobas Liat Influenza A/B & RSV assay results were compared against an "FDA-cleared laboratory-based multiplexed real-time reverse transcriptase PCR (RT-PCR) test (comparator test)."

    • Number of Experts: Not explicitly stated as "experts" for ground truth adjudication in the traditional sense, as it relies on a comparator laboratory test. However, the interpretation of the comparator PCR results would implicitly rely on qualified laboratory personnel.
    • Qualifications of Experts: Not detailed. It's inferred that the personnel performing and interpreting the comparator FDA-cleared RT-PCR tests were qualified laboratory technologists/scientists. For discordant results in prospective samples, PCR/sequencing was used as a tie-breaker. This would also imply qualified laboratory personnel.

    4. Adjudication Method for the Test Set

    • For the primary comparison, the cobas Liat assay results were compared directly against the FDA-cleared laboratory-based multiplexed real-time RT-PCR test (comparator test).
    • For discordant results between the cobas Liat and the comparator test in the prospective specimens (specifically, when Liat was positive and comparator negative), PCR/sequencing was used as a "tie-breaker" or confirmatory method. For Influenza A, 41 such specimens were tested, with 18 confirmed positive and 23 negative by PCR/sequencing. For Inf B, 6 such specimens were tested, with 5 confirmed positive and 1 negative. For RSV, 15 such specimens were tested, with 3 confirmed positive and 12 negative.
    • For retrospective specimens with discordant results (Liat positive, comparator negative), a similar PCR/sequencing method was used, though with fewer details on the number of confirmed cases (e.g., 1 Inf A sample was negative by PCR/sequencing, all 6 RSV samples were positive).

    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

    This document describes the performance of an in vitro diagnostic (IVD) nucleic acid amplification test (NAAT), not an AI-assisted imaging device or a decision support system with human readers. Therefore, an MRMC comparative effectiveness study involving human readers and AI assistance is not applicable to this device.

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

    The cobas® Liat system is an automated diagnostic system (sample-to-answer) that performs nucleic acid purification, amplification, and detection, and provides an automated interpretation of the results. The results are reported as "Detected" or "Not Detected" for each virus by the instrument's software. As such, the performance data presented (e.g., clinical sensitivity and specificity) intrinsically represent the "standalone" performance of the algorithm/system, as human interpretation of complex signals (like in radiology) is minimized or absent in the final result determination. The operators (nurses and technologists) are responsible for sample collection, loading, and initiating the test, but the interpretation is automated.

    7. The Type of Ground Truth Used

    The primary ground truth for the clinical validation was an FDA-cleared laboratory-based multiplexed real-time RT-PCR test (comparator test). For discordant results, PCR/sequencing was used as a confirmatory method to establish a more definitive ground truth.

    8. The Sample Size for the Training Set

    The document does not specify a separate "training set" in the context of machine learning or AI models. This device is a molecular diagnostic assay (RT-PCR) with predefined chemical reactions and detection logic. Its "development" would involve optimizing reagents, primer/probe design, and reaction conditions, rather than training an algorithm on a distinct dataset. The performance characteristics described are from validation studies, not from a "training" phase.

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

    Given that this is an RT-PCR assay and not an AI/ML device that requires a "training set" with ground truth in the AI context, this question is not applicable. The "ground truth" for developing such an assay would come from extensive analytical characterization against known viral positive and negative samples, including quantified viral loads, verified by traditional virological methods (e.g., cell culture infectivity assays, reference PCR methods).

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