Search Filters

Search Results

Found 2 results

510(k) Data Aggregation

    K Number
    K981295
    Device Name
    UPRO
    Date Cleared
    1998-10-01

    (175 days)

    Product Code
    Regulation Number
    862.1635
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Urine/CSF Protein assay is used for the quantitative determination of protein in human urine or cerebrospinal fluid (CSF) on the ALCYON™ Analyzer. Identification of urinary protein is used in the diagnosis and treatment of disease conditions such as renal or heart diseases or thyroid disorders, which are characterized by proteinuria or albuminuria. CSF protein measurements are used in the diagnosis and treatment of conditions such as meningitis, brain tumors, and infections of the central nervous system.

    Device Description

    Urine/CSF Protein is an in vitro diagnostic assay for the quantitative determination of protein in human urine or cerebrospinal fluid (CSF) on the ALCYON™ Analyzer. The Urine/CSF Protein assay is a clinical chemistry assay using a turbidimetric procedure in which benzethonium chloride is used as the protein denaturing agent. Proteins present in the urine or CSF are denatured by benzethonium chloride resulting in the formation of a fine suspension which is quantitated turbidimetrically at 405 mm. The reagent has been modified to overcome the problem of high concentration (Hook) effect, where very high concentrations of protein in urine can cause an apparent zero or low reading.

    AI/ML Overview

    Here's an analysis of the provided text regarding the Abbott Urine/CSF Protein assay, framed by the requested information:

    1. Table of Acceptance Criteria and Reported Device Performance

    The submission does not explicitly list "acceptance criteria" in a typical quantitative sense (e.g., "correlation coefficient must be > 0.95"). Instead, it states that the new device is "substantially equivalent" to the predicate, and this is demonstrated by the reported performance characteristics. The acceptance is implicitly met if the reported performance is considered "acceptable correlation" and "substantially equivalent" to the predicate.

    Performance MetricAcceptance Criteria (Implicit from Predicate Equivalence)Reported Device Performance (Abbott Urine/CSF Protein)
    Urine Application
    Correlation Coefficient (vs. Predicate)Acceptable correlation (e.g., very high)0.995
    Slope (vs. Predicate)Close to 1.00.943
    Y-intercept (vs. Predicate)Close to 05.146 mg/dL
    Total %CV (Level 1 Control)Low variability (e.g., within typical assay expectations)5.1%
    Total %CV (Level 2 Control)Low variability4.5%
    Linearity RangeConsistent with clinical needs10 to 200 mg/dL
    Limit of Quantitation (Sensitivity)Consistent with clinical needs10 mg/dL
    CSF Application
    Correlation Coefficient (vs. Predicate)Acceptable correlation (e.g., very high)0.981
    Slope (vs. Predicate)Close to 1.00.995
    Y-intercept (vs. Predicate)Close to 01.184 mg/dL
    Total %CV (Level 1 Control)Low variability2.6%
    Total %CV (Level 2 Control)Low variability2.1%
    Linearity RangeConsistent with clinical needs10 to 200 mg/dL (Implied from general linearity statement, applied to CSF, although the phrasing is general)
    Limit of Quantitation (Sensitivity)Consistent with clinical needs10 mg/dL (Implied from general sensitivity statement, applied to CSF)

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

    • Sample Size: The document does not explicitly state the exact number of samples used for the method comparison study (the "test set"). It mentions "comparative performance studies" and "precision studies."
    • Data Provenance: The document does not specify the country of origin of the data. It implies the data was collected at Abbott Laboratories or a contract research organization working with them. It is a prospective study as it involves conducting new tests to compare the device against a predicate, rather than analyzing existing datasets.

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

    This is an in vitro diagnostic (IVD) assay for quantitative protein measurement. The "ground truth" is established by the reference method (the predicate device) or by established analytical techniques. It doesn't involve human expert adjudication in the same way an imaging or pathology device would. Therefore, this question is not directly applicable in a conventional sense for this type of device. The "experts" would be the laboratory personnel performing the assays and analyzing the results according to validated laboratory practices.

    4. Adjudication Method for the Test Set

    Not applicable. As noted above, this is an IVD assay where quantitative measurements from one device are compared against another, not a diagnostic interpretation requiring adjudication of reader 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 assay, not an AI-assisted diagnostic imaging or pathology system for human readers.

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

    Yes, in the context of an IVD, the "standalone" performance refers to the device's analytical performance on its own, which is what the linearity, precision, and sensitivity studies assessed. The method comparison also evaluates the device's performance against a predicate as a standalone system.

    7. The Type of Ground Truth Used (Expert Consensus, Pathology, Outcomes Data, etc.)

    The ground truth for the performance studies was:

    • Reference Method/Predicate Device: For method comparison, the Boehringer Mannheim® Urinary/CSF Protein assay on the Hitachi® 717 Analyzer served as the reference standard.
    • Known Concentrations: For linearity and sensitivity, materials with known concentrations (e.g., calibrators/standards) were used.
    • Control Materials: For precision studies, control materials with expected ranges were used.

    8. The Sample Size for the Training Set

    Not applicable in the typical sense of machine learning. This is a traditional in vitro diagnostic assay based on a turbidimetric chemical reaction. There isn't a "training set" of data for an algorithm as there would be for an AI/ML device. The "training" of the assay involves optimization of the reagent formulation and reaction conditions, which is a chemical and engineering process, not a data-driven algorithm training.

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

    Not applicable. As mentioned, there isn't a "training set" in the AI/ML context. The optimization of the assay's chemical parameters (reagent formulation, reaction conditions) would be based on fundamental chemical principles and empirical experimentation to achieve desired analytical performance characteristics. The "ground truth" for this optimization would be accurate measurements from established analytical methods during development to ensure the new reagent performs as expected.

    Ask a Question

    Ask a specific question about this device

    K Number
    K981682
    Device Name
    UPRO
    Date Cleared
    1998-09-21

    (131 days)

    Product Code
    Regulation Number
    862.1635
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Urine/CSF Protein assay is used for the quantitative determination of protein in human urine or cerebrospinal fluid (CSF) on the AEROSET System. Identification of urinary protein is used in the diagnosis and treatment of disease conditions such as renal or heart diseases or thyroid disorders, which are characterized by proteinuria or albuminuria.

    Device Description

    Urine/CSF Protein is an in vitro diagnostic assay for the quantitative determination of protein in human urine or cerebrospinal fluid (CSF). The Urine/CSF Protein assay is a clinical chemistry assay using a turbidimetric procedure in which benzethonium chloride is used as the protein denaturing agent. Proteins present in the urine or CSF are denatured by benzethonium chloride resulting in the formation of a fine suspension which is quantitated turbidimetrically at 405 nm. The reagent has been modified to overcome the problem of high concentration (Hook) effect, where very high concentrations of protein in urine can cause an apparent zero or low reading.

    AI/ML Overview

    Here's a summary of the acceptance criteria and study details for the Urine/CSF Protein assay, based on the provided 510(k) summary:

    1. Table of Acceptance Criteria and Reported Device Performance:

    Acceptance Criteria CategorySpecific Acceptance Criteria (Implied)Reported Device Performance (UPro on AEROSET)
    Method Comparison (Correlation)Acceptable correlation with predicate device (Boehringer Mannheim Urinary/CSF Protein on Hitachi 717 Analyzer). Implicitly, this means high correlation coefficients and slopes close to 1 with Y-intercepts close to 0.Urine Application: Correlation Coefficient = 0.992, Slope = 1.065, Y-intercept = -0.264 mg/dLCSF Application: Correlation Coefficient = 0.9965, Slope = 0.985, Y-intercept = 5.762 mg/dL
    PrecisionAcceptable within-run, between-run, and between-day precision for control materials. Implicitly, low %CV values.Urine Application (Total %CV): Level 1/Panel 201 = 4.8%, Level 2/Panel 202 = 2.5%CSF Application (Total %CV): Level 1/Panel 301 = 2.4%, Level 2/Panel 302 = 1.5%
    LinearityLinearity over a clinically relevant range.Linear up to 200 mg/dL
    Limit of Quantitation (Sensitivity)Clinically acceptable limit for detection and quantification.4.8 mg/dL

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

    • The document does not explicitly state the sample size (number of patient samples) used for the method comparison or precision studies.
    • The data provenance is not specified (e.g., country of origin, retrospective or prospective). It is implied to be clinical samples since it refers to "human urine or cerebrospinal fluid."

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

    • This is not applicable as the study involves a comparative performance analysis against a legally marketed predicate device (Boehringer Mannheim Urinary/CSF Protein assay on the Hitachi 717 Analyzer), not a diagnostic device requiring expert interpretation for ground truth establishment. The "ground truth" is effectively the results obtained from the predicate device.

    4. Adjudication Method for the Test Set:

    • Not applicable, as this is a performance comparison of an in vitro diagnostic assay against a predicate device, not a study involving expert interpretation or adjudication.

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

    • No, an MRMC study was not done. This device is an in vitro diagnostic assay, not an imaging or interpretive device that would typically involve human readers.

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

    • Yes, the performance characteristics (method comparison, precision, linearity, sensitivity) are presented as standalone performance of the UPro assay on the AEROSET system. There is no human interaction described in the performance evaluation of the device itself.

    7. The Type of Ground Truth Used:

    • The "ground truth" for evaluating the UPro assay was established by comparison to a legally marketed predicate device, the Boehringer Mannheim Urinary/CSF Protein assay on the Hitachi 717 Analyzer. The performance of the predicate device serves as the reference standard.

    8. The Sample Size for the Training Set:

    • The document does not provide information about a training set. As an in vitro diagnostic assay, the "training" would typically refer to the development and optimization of the reagent and assay protocol, rather than a machine learning training set with a specific sample size.

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

    • Not applicable in the context of this traditional in vitro diagnostic assay. The ground truth for development and optimization would have been based on established analytical chemistry principles and potentially reference methods, but this type of detail is not typically included in a 510(k) summary.
    Ask a Question

    Ask a specific question about this device

    Page 1 of 1