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510(k) Data Aggregation

    K Number
    DEN070006
    Date Cleared
    2007-06-13

    (82 days)

    Product Code
    Regulation Number
    866.3402
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    OAX

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

    The Binax NOW® Malaria Test is an in vitro immunochromatographic assay for the qualitative detection of Plasmodium antigens circulating in human venous and capillary EDTA whole blood of individuals with signs and symptoms of malarial infection. The test targets the histidine-rich protein II (HRPII) antigen specific to Plasmodium falciparum (P.f.) and a pan-malarial antigen, common to all four malaria species capable of infecting humans - P. falciparum, P. vivax (P.v.), P. ovale (P.o.), and P. malariae (P.m.). It is intended to aid in the rapid diagnosis of human malaria infections and to aid in the differential diagnosis of Plasmodium falciparum (P.f.) infections from other less virulent malarial infections. Negative results must be confirmed by thin / thick smear microscopy.

    The Binax NOW® Malaria Test is for the laboratory diagnosis of malaria in individuals with signs and symptoms consistent with malaria infection.

    Device Description

    In vitro immunochromatographic immunoassay

    The Binax NOW® Malaria Test is an immunochromatographic membrane assay that uses monoclonal antibodies to detect Plasmodium falciparum antigen and pan-malarial antigen (an antigen shared by all Plasmodium species causing human malaria) in venous and capillary whole blood specimens. These antibodies, and a control antibody, are immobilized on a membrane support as three distinct lines and are combined with a sample pad, which is impregnated with visualizing particles conjugated to control and anti-malarial antibodies, to create a test strip. This test strip is mounted in a book-shaped. hinged test device, along with wash and absorbent pads, intended to aid in the clearing of the membrane when the device is closed.

    To perform the test, whole blood is applied to the sample pad. Malarial antigen present in the sample reacts to bind the anti-malaria conjugated antibody. Reagent A is added to the bottom of the test strip and allows the antigen-conjugate complexes to migrate along the test strip, where they are captured by the immobilized antibodies, forming the Test Line(s). Immobilized control antibody captures control conjugate, forming the Control Line. Once the blood sample has migrated the length of the test strip, the device is closed, allowing Reagent A that has been added to the wash pad to clear the test strip of excess blood.

    Test results are interpreted by the presence or absence of visually detectable pink-to-purple colored lines. A positive test result, read in 15 minutes, will include the detection of both a Test Line (or Test Lines) and a Control Line. A negative test result, read in 15 minutes, will produce only a Control Line, indicating that malarial antigens were not detected in the sample. Failure of the Control Line to appear, whether the Test Line(s) is present or not, indicates an invalid result.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and the supporting study for the Binax NOW® Malaria Test, based on the provided 510(k) summary:

    Acceptance Criteria and Device Performance

    Acceptance Criteria CategorySpecific MetricAcceptance Criteria (Implied)Reported Device Performance
    Clinical Sensitivity for P. falciparum (P.f.)Overall SensitivityHigh, especially at higher parasitemia levels95.3% (531/557) Overall
    Sensitivity at > 5000 parasites/μLVery High99.7% (326/327)
    Sensitivity at 1000-5000 parasites/μLHigh99.2% (126/127)
    Sensitivity at 500-1000 parasites/μLModerate to High92.6% (25/27)
    Sensitivity at 100-500 parasites/μLModerate89.2% (33/37)
    Sensitivity at 0-100 parasites/μLLower, due to low parasite burden53.9% (21/39)
    Clinical Specificity for P. falciparum (P.f.)SpecificityHigh94.2% (3297/3500) in endemic population; 100% in low incidence population
    Clinical Sensitivity for P. vivax (P.v.)Overall SensitivityModerate to High68.9% (818/1187) (increases to 74.6% with two lines)
    Sensitivity at > 5000 parasites/μLHigh93.5% (462/494)
    Sensitivity at 1000-5000 parasites/μLModerate to High81.0% (277/342)
    Sensitivity at 500-1000 parasites/μLLower47.4% (37/78)
    Sensitivity at 100-500 parasites/μLLow23.6% (34/144)
    Sensitivity at 0-100 parasites/μLVery Low6.2% (8/129)
    Clinical Specificity for P. vivax (P.v.)SpecificityVery High99.8% (2863/2870)
    Clinical Sensitivity for P. malariae (P.m.)Overall SensitivityLower (User must establish)43.8% (7/16) (increases to 75.0% with two lines)
    Clinical Sensitivity for P. ovale (P.o.)Overall SensitivityLower (User must establish)50% (1/2)
    Clinical Sensitivity for Mixed P.f./P.v. InfectionOverall SensitivityHigh94.1% (32/34)
    Analytical SpecificityAbsence of interference from common pathogensNo cross-reactivity28 pathogenic microorganisms (bacteria, protists, viruses) tested negative
    Absence of interference from anti-malarial drugsNo interference at specified concentrations8 anti-malarial drugs tested, no interference
    Absence of interference from antibioticsNo interference at specified concentrations4 antibiotics tested, no interference
    Absence of interference from anti-inflammatory drugsNo interference at specified concentrations3 anti-inflammatory drugs tested, no interference
    Absence of interference from endogenous blood componentsNo interferenceHemoglobin, protein, bilirubin, triglycerides tested, no interference
    Absence of interference from unrelated medical conditionsHigh specificity5 false positives out of 116 specimens (from 4 rheumatoid factor, 1 HAMA)
    Precision/ReproducibilityAgreement with expected resultsHigh97% (140/144) agreement
    Limit of Detection (LOD)P.f. parasitemia levelClear threshold1001-1500 parasites per μL
    P.v. parasitemia levelClear threshold5001-5500 parasites per μL

    Study Information

    1. Sample size used for the test set and the data provenance:

      • Clinical Efficacy (Endemic Population): 4,122 whole blood specimens collected from patients in regions considered endemic for malaria. Prospective study conducted in 2001 outside the U.S.
      • Clinical Specificity (Low Incidence Population): 100 whole blood specimens from febrile patients. Prospective study conducted in the eastern US in 2006-2007.
      • Precision/Reproducibility: Not explicitly stated as "test set," but involved a panel of blind coded specimens (negative, LOD, low positive for P.f. and P.v.).
      • Analytical Specificity (Microorganisms/Drugs/Components): Number of samples varied per test (e.g., 28 microorganisms, various drug concentrations, 116 specimens for unrelated medical conditions). Provenance not specified but likely lab-generated or commercial controls.
    2. Number of experts used to establish the ground truth for the test set and the qualifications of those experts:

      • The primary ground truth for clinical studies was Giemsa malaria microscopy.
      • The document does not specify the number of individual experts who performed the microscopy or their specific qualifications (e.g., "microscopist with X years of experience"). It implies standard laboratory practices for identifying malaria parasites via microscopy.
    3. Adjudication method for the test set:

      • The document does not explicitly state an adjudication method for conflicting microscopy results. It simply states "Microscopy was considered positive only when asexual malaria forms were detected." For the Binax NOW® results, interpretation was based on visually detectable pink-to-purple lines, and invalid results were noted if the control line didn't appear.
    4. 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, a multi-reader multi-case (MRMC) comparative effectiveness study was not done. This device is an in vitro diagnostic (IVD) test, not an AI-powered diagnostic for image interpretation involving human readers. Therefore, there's no mention of "AI assistance" or "human reader improvement." The comparison was between the device (Binax NOW®) and traditional microscopy (human interpretation).
    5. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done:

      • Yes, a standalone performance study was done. The Binax NOW® test is a lateral flow immunochromatographic assay. Its performance against the ground truth (microscopy) represents its standalone capability as an "algorithm only" in the sense that the test strip itself produces the result, interpreted visually ("visually detectable pink-to-purple colored lines"). There's no human intervention in processing or algorithm output, only in the visual interpretation of the final lines.
    6. The type of ground truth used:

      • For the clinical performance studies, the ground truth was expert microscopy (Giemsa malaria microscopy). Specifically, "Microscopy was considered positive only when asexual malaria forms were detected."
      • For analytical specificity regarding microorganisms, the ground truth was the known presence/concentration of those microorganisms.
    7. The sample size for the training set:

      • The document does not mention a training set in the context of machine learning or AI. This is an immunoassay, which does not typically involve training sets in the same way an AI model would. Assay development for immunoassays involves reagent optimization and validation, not a "training set" of patient data for an algorithm.
    8. How the ground truth for the training set was established:

      • As there is no mention of a training set for an AI/ML algorithm, this question is not applicable.
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