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510(k) Data Aggregation

    K Number
    K053612
    Date Cleared
    2006-04-26

    (120 days)

    Product Code
    Regulation Number
    862.1020
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    ACP Reagent

    Classification Name 3.2 Acid phosphatase (total or prostatic) test system (21 CFR § 862.1020

    8000

    APR 2 6 2006

    Re: K053612

    Trade/Device Name: Dri-STAT® Reagent ACP Regulation Number: 21 CFR§862.1020

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

    Dri-STAT® Reagent ACP is intended for use in the in vitro diagnostic determination of total acid phosphatase and non-prostatic acid phosphatase in human serum as a User Defined Reagent (UDR) application on SYNCHRON® Systems.

    Device Description

    The Dri-STAT® Reagent ACP may be used on the family of Synchron Systems. The reagent kit contains 20 reagent bottles that needs to be manually transferred into a Beckman Coulter User-Define Cartridge. Also with 1 bottle of Acetate Buffer. The reagent kit contains a bottle of Acetate Buffer along with a sample treatment.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the Dri-STAT® ACP Reagent, based on the provided text:

    Acceptance Criteria and Device Performance

    The provided document does not explicitly state pre-defined acceptance criteria in the typical sense of threshold values (e.g., "r-value > 0.95"). Instead, it presents performance data for method comparison and imprecision. The implicit acceptance criterion is that the performance of the candidate device (Dri-STAT® ACP Reagent on Synchron Systems) is substantially equivalent to the predicate device (Dri-STAT® ACP Reagent on Cobas Fara). Substantial equivalence is demonstrated through the presented performance data.

    Performance MetricAcceptance Criteria (Implicit)Reported Device Performance (Dri-STAT® ACP Reagent on Synchron Systems)
    Method ComparisonSubstantially equivalent to predicate device (Dri-STAT® ACP on Cobas Fara)
    TACP (Synchron LX)High correlation (R) and reasonable slope/interceptSlope: 1.093, Intercept: 0.143, R: 0.994 (n=94)
    NPAP (Synchron LX)High correlation (R) and reasonable slope/interceptSlope: 1.066, Intercept: -0.197, R: 0.979 (n=47)
    TACP (Synchron CX)High correlation (R) and reasonable slope/interceptSlope: 1.075, Intercept: 0.460, R: 0.997 (n=94)
    NPAP (Synchron CX)High correlation (R) and reasonable slope/interceptSlope: 1.088, Intercept: -0.172, R: 0.994 (n=47)
    Imprecision (TACP)Low coefficient of variation (%C.V.) for controls and human pool
    Within-Run (Control 1)Not specified explicitly, but generally
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    K Number
    K023840
    Date Cleared
    2003-01-07

    (50 days)

    Product Code
    Regulation Number
    862.1020
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    : K023840

    Trade/Device Name: Acid Phosphatase Assay for the ADVIA® 1650™ Regulation Number: 21 CFR 862.1020

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

    The Bayer ADVIA 1650 Acid Phosphatase assay is an in vitro diagnostic device intended to measure total and non-prostatic acid phosphatase concentrations in human serum.
    The Bayer ADVIA 1650 Acid Phosphatase assay is an in vitro diagnostic device intended to quantitatively measure total and non-prostatic acid phosphatase concentration in human serum.

    Device Description

    The ADVIA 1650 acid phosphatase method measures total and non-prostatic acid phosphatase in serum by a colorimetric procedure published by Hillmann. Tartrate inhibits prostatic acid phosphatase, allowing for measurement of non-prostatic acid phosphatase. The prostatic acid phosphatase concentration can be manually calculated by determining the difference between total acid phosphatase and non-prostatic acid phosphatase.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the Bayer ADVIA® 1650™ Acid Phosphatase assay, based on the provided text:

    Acceptance Criteria and Device Performance

    ParameterAcceptance Criteria (Implicit)Reported Device Performance
    Imprecision (Total ACP)Sufficiently low CV to ensure reliable results (no explicit criteria stated, but expected to be within industry standards for clinical assays).Level 1 (18.39 U/L): Within-Run CV: 3.0%, Total CV: 9.2%
    Level 2 (36.98 U/L): Within-Run CV: 2.2%, Total CV: 4.0%
    Level 3 (42.23 U/L): Within-Run CV: 1.9%, Total CV: 3.8%
    Imprecision (NpACP)Sufficiently low CV to ensure reliable results (no explicit criteria stated).Level 1 (10.01 U/L): Within-Run CV: 6.2%, Total CV: 9.2%
    Level 2 (24.50 U/L): Within-Run CV: 3.4%, Total CV: 4.8%
    Level 3 (28.88 U/L): Within-Run CV: 5.1%, Total CV: 7.0%
    Correlation (NpACP)Strong correlation with predicate device (e.g., R-value > 0.95, slope near 1, intercept near 0, given the stated bias).N = 64, Regression Equation: Y = 0.82x + 1.8, Syx = 2.56, R = 0.987.
    95% CI for slope: 0.787 to 0.856
    95% CI for intercept: 0.793 to 2.811
    Correlation (Total ACP)Strong correlation with predicate device (e.g., R-value > 0.95, slope near 1, intercept near 0, given the stated bias).N = 71, Regression Equation: Y = 0.76x + 0.91, Syx = 1.95, R = 0.993.
    95% CI for slope: 0.7345 to 0.7781
    95% CI for intercept: 0.189 to 1.627
    Interfering SubstancesInsignificant interference (e.g., % change within an acceptable clinical limit, typically
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    Why did this record match?
    510k Summary Text (Full-text Search) :

    Phosphatase (ACPP) | Acid phosphatase (total or
    prostatic) test system | CKB | 862.1020

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

    The cassette COBAS INTEGRA Acid / Prostatic Phosphatase contains an in vitro diagnostic reagent system intended for use on COBAS INTEGRA for the quantitative determination of the catalytic activity of total and prostatic acid phosphatase in serum.

    The cassette Roche COBAS INTEGRA Benzodiazepines contains an in vitro diagnostic reagent system intended for use on the COBAS INTEGRA for the semi-quantitative detection of benzodiazepines in human urine using the enzyme ß-glucuronidase.

    Device Description

    The COBAS INTEGRA Analyzer and COBAS INTEGRA Reagent cassettes together provide an integrated system for in vitro diagnostic testing. The COBAS INTEGRA Analyzer utilizes three measuring principles, i.e., absorbance, fluorescence polarization and ion-selective electrodes. The analyzer has a throughput of up to 600 tests per hour with STAT samples prioritized and tested immediately. Random sample access, robotics and a user interface optimize time management and streamline workflow. The COBAS INTEGRA can store up to 68 COBAS INTEGRA Reagent Cassettes on board, 24 hours a day at 2-8°C. The COBAS INTEGRA Reagent Cassettes are compact and preparation-free with the added convenience of long term on-board stability. Barcode readers are used to identify newly loaded reagent cassettes, samples for patient identification, and rack inserts and to read calibration and control data from the cassette label. COBAS INTEGRA tests include chemistry, drugs of abuse, immunology, ion selective electrodes, therapeutic drug monitoring, and hematology reagents.

    AI/ML Overview

    The provided text describes two in vitro diagnostic reagent systems: COBAS INTEGRA Acid/Prostatic Phosphatase (ACPP) and COBAS INTEGRA Benzodiazepines with β-glucuronidase (BNZGL). The 510(k) summary focuses on demonstrating their substantial equivalence to previously marketed devices rather than establishing novel acceptance criteria or performing a comparative effectiveness study in the typical sense of AI/human reader studies.

    Here's an analysis of the provided information against your requested categories, acknowledging that some categories may not be directly applicable to this type of device and submission:

    1. A table of acceptance criteria and the reported device performance

    The document presents performance characteristics for the new devices and compares them to their predicate devices, implying these are the "acceptance criteria" for demonstrating substantial equivalence. Exact numerical acceptance criteria (e.g., "CV must be 95% confidence | 5.0 ng/mL of nordiazepam at > 95% confidence |
    | Accuracy: Positive Samples (INTEGRA vs GC/MS) | 50 (INTEGRA +)/50 (GC/MS +) ; 0 (INTEGRA -)/0 (GC/MS -) from table | 50 (INTEGRA +)/50 (GC/MS +) ; 0 (INTEGRA -)/0 (GC/MS -) from table; i.e., 100% agreement when positive |

    2. Sample sizes used for the test set and the data provenance

    • ACPP Accuracy Test Set:
      • Total Acid Phosphatase: n = 260 samples.
      • Prostatic Acid Phosphatase: n = 264 samples.
      • Data Provenance: Not explicitly stated (e.g., country of origin). The studies appear to be retrospective comparisons to predicate devices' performance claims.
    • BNZGL Accuracy Test Set:
      • Positive Samples: n = 50 samples for INTEGRABNZGL vs GC/MS comparison.
      • The table indicates accuracy for positive samples where both INTEGRA with and without β-glucuronidase, and GC/MS all show 50 positive samples and 0 negative samples. This implies 50 positive samples were tested, and perhaps an additional number of negative samples that are not detailed in this specific comparison row, but rather in "overall agreement" data that is not fully presented.
      • Data Provenance: Not explicitly stated (e.g., country of origin). Appears to be retrospective.

    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts

    This information is not provided in the document. For in vitro diagnostic devices, ground truth for quantitative measurements (like acid phosphatase levels) typically comes from reference methods or established laboratory procedures, not from human experts adjudicating images or other subjective interpretations. For benzodiazepine detection, GC/MS is treated as the reference ground truth, which is an analytical method.

    4. Adjudication method (e.g., 2+1, 3+1, none) for the test set

    Not Applicable for these types of in vitro diagnostic tests, which rely on quantitative measurements compared to reference methods (e.g., GC/MS) or predicate biochemical assays. There is no human adjudication process described.

    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 document describes in vitro diagnostic assays, not AI-powered medical image analysis tools or other devices that involve human readers/interpreters. Therefore, no MRMC study or AI assistance effect size is discussed.

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

    This refers to the performance of the device without human intervention. In the context of these IVD devices, the stated performance characteristics (e.g., precision, accuracy, sensitivity, assay range) are the standalone performance of the reagent system on the COBAS INTEGRA Analyzer. There is no human-in-the-loop component for the analytical part of these tests.

    7. The type of ground truth used (expert consensus, pathology, outcomes data, etc.)

    • COBAS INTEGRA Acid/Prostatic Phosphatase:
      • Ground truth for accuracy was established by comparison to the predicate device, "Roche Reagent for Acid Phosphatase" (K831834). This is a method comparison study where the predicate acts as the reference or "ground truth."
    • COBAS INTEGRA Benzodiazepines with β-glucuronidase:
      • Ground truth for accuracy was established by comparison to Gas Chromatography/Mass Spectrometry (GC/MS) (as indicated in the "Accuracy Positive Samples" table for the predicate device, which is then compared for the new device). GC/MS is a widely accepted confirmatory method for drug detection and serves as the gold standard ground truth in this context.

    8. The sample size for the training set

    The document does not explicitly identify or specify a "training set" in the context of machine learning. For these diagnostic assays, the development and optimization of the reagent formulation and instrument parameters are analogous to "training" in a broader sense, but there's no data given for this phase. The presented performance data are from validation/verification studies, which would be considered test sets.

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

    As there is no explicitly defined "training set" in the machine learning sense, this question is not applicable. The ground truth for the performance evaluations (test sets) is described in point 7.

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    K Number
    K980757
    Date Cleared
    1998-04-21

    (53 days)

    Regulation Number
    862.1170
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    Analyzer, enzyme, for clinical use) | I |
    | 862.1020

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

    The ILab 600 is an automated, random access clinical chemistry analyzer which uses analytical techniques (photometry and potentiometry) for the in vitro quantitation of analytes found in physiological fluids such as serum, plasma, urine and cerebrospinal fluid. The results of the measurements are used as medical diagnostic tools.

    Device Description

    The ILab 600 is an automated, random access clinical chemistry analyzer which uses analytical techniques (photometry and potentiometry) for the in virro quantitation of analytes found in physiological fluids such as serum, plasma, urine and cerebrospinal fluid. The results of the measurements are used as medical diagnostic tools.

    AI/ML Overview

    The ILab 600 Clinical Chemistry System is an automated, random access clinical chemistry analyzer that quantifies analytes in physiological fluids using photometry and potentiometry. The device was found substantially equivalent to the ILab 900/1800 Clinical Chemistry System (K932467, K943595) and IL Test assays (K943366, K952646, K943367, K952647).

    1. Acceptance Criteria and Reported Device Performance

    The acceptance criteria for the ILab 600 are implicit in its claim of substantial equivalence to the predicate device, the ILab 900. This means the performance of the ILab 600 must be "statistically similar" to that of the ILab 900 across various analytes and sample types (serum, urine, cerebrospinal fluid).

    The reported device performance is demonstrated through method comparison studies and precision studies.

    Method Comparison Studies (ILab 600 vs. ILab 900):

    IL TestUnitsnRangeSlope (IL600 vs. IL900)Interceptr (Correlation Coefficient)
    Serum Samples
    Acid Phosp., Non-ProstaticU/L970.3-27.60.8670.380.986
    Acid Phosp., TotalU/L940.4-33.40.9570.1970.996
    Albuming/dL982.9-5.51.047-0.1830.985
    Alkaline PhosphataseU/L10824-6231.0525.940.999
    ALT/GPTU/L1092-25571.006-1.40.999
    AmylaseU/L11025-3771.0400.10.997
    AST/GOTU/L11514-23771.0650.10.998
    Bilirubin, Directmg/dL1000.03-15.190.989-0.0290.999
    Bilirubin, Totalmg/dL990.02-26.520.9550.0340.999
    Calciummg/dL986.5-15.61.040-0.0280.990
    Cholesterolmg/dL11740-9441.0052.3340.997
    CholinesteraseU/L1072166-126921.002195.40.990
    CK/CPKU/L10318-37590.9336.720.998
    CK-MBU/L1100.6-237.21.003-1.40.997
    Creatininemg/dL990.8-7.11.0290.1470.998
    Glucose Hexokinasemg/dL11360-4571.0170.3580.997
    Glucose Oxidasemg/dL13751-3930.9447.920.997
    γ-GTU/L1224-4971.0521.20.999
    Ironµg/dL9710-2531.0402.370.998
    LD-L/LDH-LU/L9545-4040.9973.560.992
    LipaseU/L648-27190.972-1.70.999
    Magnesiummg/dL1031.60-8.240.9880.010.994
    Phosphorusmg/dL1002.5-11.30.9760.060.998
    TCO2mmol/L10210-361.079-1.430.987
    Total Proteing/dL984.6-8.80.9660.160.992
    Triglyceridesmg/dL9637-10390.9781.4140.999
    Urea Nitrogenmg/dL1197.0-68.01.007-0.0150.998
    Uric Acidmg/dL991.9-15.90.9630.110.995
    ISE Chloridemmol/L9036.8-143.21.028-1.390.998
    ISE Potassiummmol/L792.0-7.31.013-0.040.999
    ISE Sodiummmol/L9062.4-157.41.0111.390.999
    Urine Samples
    AmylaseU/L6526-60680.953-210.999
    Calciummg/dL7020-920.923-0.070.995
    Creatininemg/dL5949-2631.0654.20.992
    Glucose Hexokinasemg/dL954-6901.0272.550.996
    Glucose Oxidasemg/dL800-8010.9494.290.997
    Phosphorusmg/dL6036-1610.953-2.30.980
    Urea Nitrogenmg/dL58200-16491.06013.70.992
    Uric Acidmg/dL709-910.9891.840.997
    ISE Chloridemmol/L5073-2491.042-5.740.998
    ISE Potassiummmol/L4919-851.083-1.30.999
    ISE Sodiummmol/L4973-1941.0005.360.999
    Cerebrospinal Fluid Samples
    Glucose Oxidasemg/dL2040-2260.932-0.1171.000

    Precision Studies (ILab 600):

    • Serum Samples: Two levels of serum samples (three for Cholesterol) were tested in triplicate twice a day for 10 days (n=60 total). The Total %CV for most analytes was generally low, indicating good precision. For example:
      • Albumin: Level 1 (1.79%), Level 2 (1.08%)
      • ALT/GPT: Level 1 (1.26%), Level 2 (0.99%)
      • Cholesterol: Level 1 (2.11%), Level 2 (1.35%), Level 3 (1.37%)
      • ISE Sodium: Level 1 (0.94%), Level 2 (0.67%)
    • Urine Samples: Two levels of urine samples were tested in triplicate twice a day for 10 days (n=60 total). Similar to serum, Total %CV remained low:
      • Amylase: Level 1 (2.56%), Level 2 (2.02%)
      • Creatinine: Level 1 (2.11%), Level 2 (1.73%)
      • ISE Sodium: Level 1 (1.13%), Level 2 (0.65%)
    • Cerebrospinal Fluid Samples: Two levels of CSF samples were tested using IL Test Glucose Oxidase in triplicate twice a day for 5 days (n=30 total).
      • Glucose Oxidase: Level 1 (1.49%), Level 2 (0.98%)

    The studies conclude that the ILab 600 and ILab 900 are "statistically similar" for the tests evaluated. The precision studies demonstrate acceptable levels of reproducibility based on the reported Coefficient of Variation (%CV) values for within-run, among-run, among-day, and total precision. No specific numerical thresholds for acceptance criteria were explicitly stated, but the robust statistical similarity and low %CV values imply the device meets the necessary performance standards for clinical use.

    2. Sample Sizes and Data Provenance

    • Test Set (Method Comparison):

      • Serum Samples: Sample sizes ranged from a minimum of 64 (Lipase) to a maximum of 137 (Glucose Oxidase).
      • Urine Samples: Sample sizes ranged from 49 (ISE Potassium and Sodium) to 95 (Glucose Hexokinase).
      • Cerebrospinal Fluid Samples: Sample size was 20 (Glucose Oxidase).
      • Data Provenance: The document does not specify the country of origin of the data or whether it was retrospective or prospective.
    • Test Set (Precision Studies):

      • Serum Samples: n=60 for most analytes (triplicate measurements, twice a day, for 10 days). Cholesterol used n=60 across three levels.
      • Urine Samples: n=60 for all analytes (triplicate measurements, twice a day, for 10 days).
      • Cerebrospinal Fluid Samples: n=30 for Glucose Oxidase (triplicate measurements, twice a day, for 5 days).
      • Data Provenance: The document does not specify the country of origin of the data or whether it was retrospective or prospective.

    3. Number of Experts and Qualifications for Ground Truth

    The document pertains to the performance characteristics of a clinical chemistry analyzer, which measures quantitative values of analytes. The "ground truth" in this context refers to the actual concentration of the analytes in the samples. Clinical chemistry analyzer performance is typically evaluated by comparing results to a reference method (in this case, the predicate device ILab 900) or by using certified reference materials with known concentrations. Therefore, expert interpretation or consensus, as might be used in image-based diagnostic AI, is not applicable here. No mention of human experts defining "ground truth" is provided or expected.

    4. Adjudication Method

    Not applicable. As described in point 3, this is a quantitative measurement device, not an interpretation task requiring adjudication of expert opinions.

    5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study

    Not applicable. The device is a clinical chemistry analyzer, not an AI system assisting human readers in diagnostic interpretation. The study evaluates the analyzer's performance directly against a predicate device and for precision, not the human reader's effectiveness with or without AI.

    6. Standalone Performance Study

    Yes, standalone performance was done.

    • Method Comparison Studies: The performance of the ILab 600 was compared directly to that of the ILab 900 (predicate device). This is a standalone comparison of the new device against an established one.
    • Precision Studies: The precision of the ILab 600 was evaluated independently, measuring its reproducibility across different runs and days. This is also a standalone performance evaluation of the device itself.

    7. Type of Ground Truth Used

    The ground truth used for these studies is the quantitative analytical result obtained from the predicate device (ILab 900) for method comparison studies, and the inherent, measured concentration within the biological samples for precision studies. This is a form of reference method comparison or analytical accuracy assessment, rather than pathology, expert consensus, or outcomes data, which are typically associated with qualitative or interpretative diagnostics. For precision, the ground truth is implicitly the true, stable concentration in the control/patient samples being repeatedly measured.

    8. Sample Size for the Training Set

    Not applicable. The ILab 600 is a clinical chemistry analyzer, which operates based on established chemical and photometric/potentiometric principles and internal calibration curves. It is not an AI/ML device that requires a "training set" in the sense of supervised learning. Its analytical methods are pre-programmed and validated, not learned from data in the way a machine learning algorithm would be.

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

    Not applicable, as there is no "training set" for this type of device. The device's operational parameters and calibration are established through engineering design and standard laboratory calibration procedures, not through a data-driven training process.

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    K Number
    K964756
    Manufacturer
    Date Cleared
    1997-04-23

    (147 days)

    Product Code
    Regulation Number
    862.1020
    Reference & Predicate Devices
    N/A
    Why did this record match?
    510k Summary Text (Full-text Search) :

    .

    • Common name: PAP test kit ●
    • Classification name: CFR 862.1020 Acid phosphatase (total or prostatic
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    Not Found

    Device Description

    This method uses anti-human PAP mouse monoclonal antibodies to inhibit PAP activity which results in much higher specificity than is obtained with tartaric acid inhibition method. With this test kit, the PAP is completely eliminated from ACP in calculating the level of PAP. High sensitivity composite substrate 2,6-doichloro-4-acetylphenyl phosphate (DCAP-P) is used, making it simple and fast to use with general purpose automated analyzers.

    AI/ML Overview

    The provided text is a 510(k) summary for a Prostatic Acid Phosphatase Reagent Test, focusing on its equivalence to existing methods and the scientific background of PAP testing. It does not contain information about acceptance criteria, device performance studies, sample sizes, expert qualifications, or ground truth establishment relevant to the requested questions about a modern AI/ML medical device submission.

    Therefore, I cannot provide the requested table and details based on the given input text. The input discusses a traditional in-vitro diagnostic (IVD) assay from 1997, not an AI/ML-based device that would typically involve the types of studies and criteria mentioned in the prompt (e.g., test sets, training sets, human readers, adjudication, MRMC studies).

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