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510(k) Data Aggregation

    K Number
    K103373
    Date Cleared
    2011-02-07

    (82 days)

    Product Code
    Regulation Number
    862.3240
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    DIH

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

    System reagent for the quantitative determination of Cholinesterase activity (E.C. 3.1.1.8) in human serum and plasma on Beckman Coulter Synchron CX® Pro System(s), Synchron LX® Pro System(s) and UniCel® DxC 600/800 System(s).

    Measurements obtained by this device are used in the diagnosis and treatment of cholinesterase inhibition disorders (e.g., insecticide poisoning and succinylcholine poisoning).

    Device Description

    System reagent for the quantitative determination of Cholinesterase activity (E.C. 3.1.1.8) in human serum and plasma on Beckman Coulter Synchron CX® Pro System(s), Synchron LX® Pro System(s) and UniCel® DxC 600/800 System(s).

    A cholinesterase test system is a device intended to measure cholinesterase (an enzyme that catalyzes the hydrolysis of acetylcholine to choline) in human specimens. There are two principal types of cholinesterase in human tissues. True cholinesterase is present at nerve endings and in erythrocytes (red blood cells) but is not present in plasma. Pseudo cholinesterase is present in plasma and liver but is not present in erythrocytes. Measurements obtained by this device are used in the diagnosis and treatment of cholinesterase inhibition disorders (e.g., insecticide poisoning and succinylcholine poisoning).

    The method is based on the recommendations of the German Society for Clinical Chemisty (Deutsche Gesellschaft für Klinische Chemie, DGKCh).

    Cholinesterase catalyses the hydrolysis of butyrytthiocholine to butyrate and thiocholine. Thiocholine reduces yellow hexacyanoferrate (III) to colorless hexacvanoferrate (II). The decrease in absorbance at 410 nm is directly proportional to the cholinesterase activity in the sample.

    AI/ML Overview

    The provided document is a 510(k) summary for the SYNCHRON® Systems Cholinesterase (CHEX) Reagent, which is a device for measuring cholinesterase activity in human serum and plasma. This is an in vitro diagnostic device (IVD) and not an AI/ML powered medical device. Therefore, many of the requested categories for AI/ML device studies are not applicable.

    Here's the relevant information based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance

    The summary states that "The data in the Premarket Notification on safety and effectiveness supports a finding of substantial equivalence to chemistry test systems already in commercial distribution. Equivalence is demonstrated through method comparison, stability, linearity, and imprecision experiments." However, specific quantitative acceptance criteria or detailed performance metrics are not explicitly presented as a table in this summary. The summary highlights that key analytical characteristics are "same" as the predicate device (Olympus Cholinesterase (CHE) Assay).

    CharacteristicAcceptance Criteria (Implied by Predicate)Reported Device Performance (SYNCHRON CHEX Reagent)
    Intended UseSame as Olympus Cholinesterase (CHE) AssaySame (as predicate)
    MethodologySame as Olympus Cholinesterase (CHE) AssaySame (as predicate)
    Reagent ConstituentsSame as Olympus Cholinesterase (CHE) AssaySame (as predicate)
    Fundamental TechnologySame as Olympus Cholinesterase (CHE) AssaySame (as predicate)
    Analytic IntervalSame as Olympus Cholinesterase (CHE) AssaySame (as predicate)
    Expected ValuesSame as Olympus Cholinesterase (CHE) AssaySame (as predicate)
    SensitivitySame as Olympus Cholinesterase (CHE) AssaySame (as predicate)
    Within run precisionSame as Olympus Cholinesterase (CHE) AssaySame (as predicate)
    Total precisionSame as Olympus Cholinesterase (CHE) AssaySame (as predicate)
    LIQUID stable reagentsSame as Olympus Cholinesterase (CHE) AssaySame (as predicate)
    On board, open reagent stabilitySame as Olympus Cholinesterase (CHE) AssaySame (as predicate)
    Interfering Substances
    - Hemoglobin500 mg/dL (Predicate)1000 mg/dL (Improved from Predicate)
    - Bilirubin40 mg/dL (Predicate)60 mg/dL (Improved from Predicate)
    - Lipemia≤ 1000 mg/dL (Intralipid) (Predicate)2000 mg/dL (triglyceride) (Improved from Predicate)
    - Ascorbic Acid20 mg/dL (Predicate)30 mg/dL (Improved from Predicate)

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

    The document does not explicitly state the sample size used for the test set or the data provenance (e.g., country of origin, retrospective or prospective). The experiments mentioned are "method comparison, stability, linearity, and imprecision experiments," which are typical for IVD devices, but the specifics are not provided in this summary.

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

    This is not applicable as the device is an IVD for quantitative measurement of an enzyme. "Ground truth" in the context of expert consensus for image interpretation or diagnosis is not relevant here. The ground truth for such a device is typically established through reference methods or highly accurate analytical techniques, not expert review.

    4. Adjudication Method for the Test Set

    Not applicable for an IVD device measuring a quantitative biomarker.

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

    Not applicable. This is an in vitro diagnostic reagent, not an AI/ML-powered device that assists human readers in interpreting medical cases.

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

    Not applicable. This is an in vitro diagnostic reagent that produces a quantitative result. Its performance is evaluated through analytical studies, not typically against human interpretation.

    7. The Type of Ground Truth Used

    For an IVD device like this, the "ground truth" for evaluating its performance would typically involve:

    • Reference methods: Using highly accurate and established analytical methods to determine the true concentration or activity of cholinesterase in samples.
    • Known concentrations: Using samples with known, spiked concentrations of cholinesterase for linearity and accuracy studies.
    • Comparative methods: Comparison against a legally marketed predicate device (as indicated by the "Comparison to Predicate(s)" section). The predicate device itself serves as a standard for comparison.

    8. The Sample Size for the Training Set

    Not applicable. This is an IVD device, not an AI/ML device that requires a training set. Its functionality is based on biochemical reactions.

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

    Not applicable.

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    K Number
    K061093
    Date Cleared
    2006-07-03

    (75 days)

    Product Code
    Regulation Number
    862.3240
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    DIH

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

    The Cholinesterase Gen.2 Test System is an in vitro test for the quantitative determination of the catalytic activity of cholinesterase (EC 3.1.1.8; acylcholine acylhydrolase) in serum and plasma. Measurements obtained by this device are used in the diagnosis and treatment of cholinesterase inhibition disorders.

    Device Description

    The Cholinesterase Gen.2 Test System is an in vitro test for the quantitative determination of the catalytic activity of cholinesterase in serum and plasma. The test is based on the butyrylthiocholine method. Cholinesterase catalyzes the hydrolysis of butyrylthiocholine to thiocoline and butyrate. Thiocholine reduces the yellow substrate hexacyanoferrate III to the almost colorless hexacyanoferrate II. The decrease in color is measured spectrophotometrically. The calibrator is the Calibrator for automated systems (C.f.a.s; and the recommended control materials are Precinorm U or Precinorm U Plus; and Precipath U or Precipath U plus.

    AI/ML Overview

    The provided text describes the Cholinesterase Gen.2 test system, a device for in vitro quantitative determination of cholinesterase catalytic activity. The submission compares this new device to a predicate device (Cholinesterase Test System, K951595) to establish substantial equivalence.

    Here's a breakdown of the requested information 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 explicit "acceptance criteria" against pre-defined performance goals for a new medical device. However, performance characteristics are presented, which implicitly serve as the basis for demonstrating equivalence.

    Performance CharacteristicAcceptance Criteria (Implicit - from Predicate Device)Reported Device Performance (Cholinesterase Gen.2 Test System)
    Measuring Range0 - 25000 U/L200 - 14000 U/L (Extended range after postdilution: 200 - 28000 U/L)
    Lower Detection Limit4.5 U/L200 U/L
    Within-run Precision (%CV)1.0% at 1728 U/L; 0.99% at 9545 U/L0.5% at 6374 U/L; 0.6% at 6263 U/L; 0.6% at 6015 U/L
    Between-run Precision (%CV)2.2% at 1728 U/L; 1.8% at 9545 U/L (total CV)1.4% at 6374 U/L; 1.1% at 6263 U/L; 0.9% at 6015 U/L
    Method Comparison (Correlation to Predicate)(Implied acceptable correlation)y = Integra Cholinesterase Gen.2; x = Integra cholinesterase (granulate); Passing-Bablok results: y=0.970x + 128. T = 0.967; r = 0.999
    Limitations/InterferencesNo significant interference from hemolysis, icterus, lipemia; Citrate and fluoride inhibit reaction; Propanolol causes artificially low values; High albumin increases activity.No significant interference from bilirubin; No significant interference up to H index of 350, L index of 1000; Citrate and fluoride inhibit reaction; No significant interference from tested drugs; Rare cases of monoclonal gammopathy (IgM) may cause unreliable results.
    Reagent Stability (On board analyzer)8 weeks4 weeks

    Study Proving Device Meets Acceptance Criteria:

    The "study" refers to the entire submission and the performance data presented within it, which are used to show the new device is substantially equivalent to the predicate. The "Method comparison" section specifically details a direct comparison study.

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

    The sample size for the method comparison (test set) is not explicitly stated. The provenance of the data (country of origin, retrospective/prospective) is also not specified.

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

    This information is not applicable and not provided. The study compares the performance of two in vitro diagnostic devices measuring an analyte, not an interpretation of images or clinical diagnoses by human experts.

    4. Adjudication method for the test set

    This information is not applicable and not provided. The study involves quantitative measurements by automated systems, not subjective assessments requiring adjudication.

    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 information is not applicable. This is an in vitro diagnostic device for quantitative measurement, not an AI-assisted diagnostic imaging device or an interpretation task by human readers.

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

    The context is an in vitro diagnostic test system, which inherently operates as a standalone algorithm/system to produce a quantitative result. The results are then used by a human clinician for diagnosis and treatment. The performance metrics reported (precision, measuring range, detection limit, method comparison) represent the standalone performance of the Cholinesterase Gen.2 Test System.

    7. The type of ground truth used

    The "ground truth" for this type of quantitative diagnostic device is established by comparison to a reference method or a legally marketed predicate device, and through fundamental analytical validation methods.

    • For Method Comparison: The predicate device ("Integra cholinesterase (granulate)") serves as the comparative standard.
    • For Traceability/Standardization: The device is "Standardized against a reference method using a manual application of the butyrylthiocholine/hexacyanoferrate (III) method on a photometer and the published molar absorptivity of hexacyanoferrate (III)." This manual reference method acts as a form of ground truth for calibration and accuracy.

    8. The sample size for the training set

    This information is not provided. For this type of IVD, a "training set" in the machine learning sense is not typically applicable. Development involves optimizing reagents and analytical conditions, and validation involves characterizing performance.

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

    This information is not applicable as there is no mention of a "training set" in the context of an AI/ML algorithm. The "standardization" and "traceability" sections describe how the device's measurements are referenced to established analytical methodologies.

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    K Number
    K051444
    Manufacturer
    Date Cleared
    2005-06-20

    (18 days)

    Product Code
    Regulation Number
    862.3240
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    DIH

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

    The Sentinel Cholinesterase Liquid assay is used to measure cholinesterase in human specimens. There are two principal type of cholinesterase in human tissues. True cholinesterase is present at nerve endings and in erythrocytes but is not present in plasma. Pseudo cholinesterase is present in plasma and liver but is note present in erythrocytes. Measurements obtained by this device are used in the diagnosis and treatment of cholinesterase inhibition and disorders. For In Vitro diagnostics use only. CFR 862.3240

    Device Description

    Sentinel Cholinesterase Liquid is an in vitro diagnostic assay for the quantitative determination of cholinesterase in serum and plasma.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and the study proving the device meets them, based on the provided text.

    Note: The provided text describes a submission for a chemical assay (Cholinesterase Liquid), not an AI-powered device or an image-based diagnostic. Therefore, many of the requested criteria related to AI, ground truth, expert review, MRMC studies, and training/test sets are not applicable to this type of submission and are not mentioned in the documentation. The description focuses on demonstrating substantial equivalence of a modified in-vitro diagnostic assay to a previously cleared one.


    Acceptance Criteria and Device Performance

    The acceptance criteria for this device revolve around demonstrating substantial equivalence to a predicate device for its intended use and performance characteristics, specifically after adapting it to new analyzer systems.

    Due to the nature of this submission (modification of an IVD assay to run on different analyzers), the acceptance criteria are implicitly met when the comparative performance studies show acceptable correlation.

    1. Table of Acceptance Criteria and Reported Device Performance:

    Acceptance CriterionReported Device Performance
    Intended Use Equivalence: The modified device must perform for the same intended use as the predicate device.The modified Sentinel Cholinesterase Liquid assay is used for the quantitative determination of cholinesterase in serum and plasma, which is consistent with the predicate. Measurements obtained are used in the diagnosis and treatment of cholinesterase inhibition and disorders, mirroring the predicate's use.
    Method Comparison (AEROSET System): Acceptable correlation with the predicate device (Sentinel Cholinesterase Liquid Model Number 17.019A and 17.606 assay on Hitachi 717).For the AEROSET System, the modified Sentinel Cholinesterase Liquid assay method comparison "yielded acceptable correlation with the Sentinel Cholinesterase Liquid Model Number 17.019A and 17.606 assay on Hitachi 717."
    Method Comparison (ARCHITECT c8000 System): Acceptable correlation with the modified Sentinel Cholinesterase Liquid on the AEROSET system (and by transitive property, to the predicate).For the ARCHITECT c8000 system, the modified Sentinel Cholinesterase Liquid assay method comparison "yielded acceptable with the modified Sentinel Cholinesterase Liquid on the AEROSET system." This data, along with the AEROSET comparison, demonstrates performance substantially equivalent to the cleared Sentinel Cholinesterase Liquid Model Numbers.
    Safety and Effectiveness: Modifications must not significantly change the safety and effectiveness of the device.The modifications (adaptation to Abbott AEROSET and ARCHITECT c8000 Analyzers) "did not significantly change the safety and effectiveness of the device as demonstrated in the Performance Characteristics Summary."

    Study Proving Device Meets Acceptance Criteria:

    The study was a comparative performance study aimed at demonstrating the substantial equivalence of the modified Sentinel Cholinesterase Liquid assay when run on the Abbott AEROSET® and ARCHITECT® c8000® Analyzers, compared to the previously cleared Sentinel Cholinesterase Liquid Model Number 17.019A and 17.606 assay on Hitachi 717.

    2. Sample Size Used for the Test Set and Data Provenance:
    The document does not specify the exact sample size used for the comparative performance studies (method comparison studies). It states "comparative performance studies were conducted" but does not detail the number of samples or patients included. The data provenance (e.g., country of origin, retrospective/prospective) is also not mentioned.

    3. Number of Experts Used to Establish Ground Truth and Qualifications:
    This is not applicable as the device is an in-vitro diagnostic assay for quantitative determination of cholinesterase, not an AI or image-based diagnostic requiring expert interpretation for ground truth. The "ground truth" for method comparison in an IVD context is typically the results obtained from a reference method or a legally marketed predicate device.

    4. Adjudication Method:
    This is not applicable for the reasons stated above. There is no expert adjudication process described for the performance of a quantitative chemical assay.

    5. If a Multi Reader Multi Case (MRMC) Comparative Effectiveness Study was done:
    No. This is definitively not applicable as this device is a laboratory assay, not an AI or imaging device involving human readers.

    6. If a standalone (algorithm only without human-in-the loop performance) was done:
    The device itself is standalone in the sense that it is a quantitative assay performed by an analyzer. Its performance is evaluated intrinsically through comparison to a predicate, not in interaction with a human "in the loop" in a diagnostic workflow like an AI algorithm might be. So, yes, the performance assessed is of the assay independent of immediate human interpretative input in a diagnostic decision-making context.

    7. The Type of Ground Truth Used:
    For the comparative performance studies, the "ground truth" was established by the results obtained from the legally marketed predicate device, Sentinel Cholinesterase Liquid Model Number 17.019A and 17.606 assay on Hitachi 717, and also by the AEROSET system's results being used as a comparator for the ARCHITECT c8000 system. This is a common approach for demonstrating substantial equivalence of IVD modifications.

    8. The Sample Size for the Training Set:
    Not applicable. This device is a chemical assay, not a machine learning algorithm that requires a "training set." The development of the assay itself would have involved method optimization and validation, but not in the context of a "training set" for an AI model.

    9. How the Ground Truth for the Training Set Was Established:
    Not applicable. See point 8.

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    K Number
    K030045
    Date Cleared
    2003-02-21

    (46 days)

    Product Code
    Regulation Number
    862.3240
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    DIH

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

    Reagent for the determination of cholinesterase concentrations in human serum and plasma using the Olympus family of clinical chemistry analyzers.

    Measurement of serum cholinesterase has been used to assess liver function and to investigate the variants of cholinesterase enzyme. It is also useful in predicting susceptibility to prolonged apnea after the administration of succinylcholine and in monitoring excessive exposure to organophosphorus insecticides.

    Device Description

    Not Found

    AI/ML Overview

    Please provide the full study report or 510(k) submission for the Olympus Cholinesterase Reagent (K030045).

    The provided text is an FDA clearance letter and an "Indications for Use Statement." These documents confirm that the device has been cleared for market and state its intended use, but they do not contain the detailed study information or acceptance criteria needed to answer your questions.

    Specifically, the clearance letter states: "We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices..." This indicates that the device's performance was compared to a predicate device, but the details of that comparison, including acceptance criteria and the study design, are not present in these documents.

    To answer your questions accurately, I would need a document like the "510(k) Premarket Notification" itself, or a detailed study report that describes the validation studies performed for the Olympus Cholinesterase Reagent.

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    K Number
    K023992
    Date Cleared
    2003-02-12

    (72 days)

    Product Code
    Regulation Number
    862.3240
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    DIH

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

    The WIENER LAB. Colinesterasa AA test system is a quantitative in vitro diagnostic device intended to be used in the quantitative determination of cholinesterase (an enzyme that catalyzes the hydrolysis of acetylcholine to choline) in human specimens, on both manual and automated systems. There are two principal types of cholinesterase in human tissues. True cholinesterase is present at nerve endings and in erythrocytes (red blood cells) but is not present in plasma. Pseudo cholinesterase is present in plasma and liver but is not present in erythrocytes. Measurements obtained by this device are used in the diagnosis and treatment of cholinesterase inhibition disorders (e.g., insecticide poisoning and succinylcholine poisoning).

    Device Description

    Kinetic Method. The principle is based on the following reaction system: Cholinesterase Butyrylthiocholine + H2O -> Thiocholine + Butyrate Thiocholine + DTNB -> 2-Nitro-5-Mercapto-benzoate The cholinesterase activity is determined by measuring the rate of absorbance change at 405 nm. DTNB: 5,5'-Dithiobis-2-Nitrobenzoic Acid. ChE: serum or plasma cholinesterase.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the "Wiener lab. Colinesterasa AA" device, based on the provided text:

    Device: Wiener lab. Colinesterasa AA (Cholinesterase test system)
    Predicate Device: SIGMA DIAGNOSTICS Cholinesterase (BTC) (Cat. 421-10)

    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria are not explicitly stated as separate targets, but rather are implied by direct comparison to the predicate device. The study's goal was to demonstrate "substantial equivalence" to the predicate, meaning the performance of the Wiener lab. Colinesterasa AA device should be comparable to or better than the SIGMA DIAGNOSTICS Cholinesterase (BTC) system.

    Performance CharacteristicAcceptance Criteria (Implied - comparable to predicate)Reported Device Performance (Wiener lab. Colinesterasa AA)Predicate Device Performance (SIGMA DIAGNOSTICS Cholinesterase (BTC))
    Intended UseQuantitative, kinetic determination of cholinesterase activity in serum/plasmaQuantitative in vitro diagnostic for cholinesterase in human specimens (manual & automated)Quantitative, kinetic determination of cholinesterase activity in serum
    Test PrincipleKinetic method, absorbance change at 405 nmKinetic method, absorbance change at 405 nmKinetic method, absorbance change at 405 nm
    Wavelength of Reading405 nm405 nm405 nm
    LinearityComparable to 13000 U/l or better17000 U/l13000 U/l for a Sample/Reagent Ratio 1:300
    Within-run precision (Normal Level Serum)Comparable to 2.0% CV or betterCV = 1.41%CV = 2.0%
    Within-run precision (High Level Serum)Comparable to 1.8% CV or betterCV = 0.97%CV = 1.8%
    Total precision (Normal Level Serum)Comparable to 4.2% CV or betterCV = 2.00%CV = 4.2%
    Total precision (High Level Serum)Comparable to 2.6% CV or betterCV = 1.97%CV = 2.6%
    Expected ValuesProvide relevant reference rangesChildren, men & women >40: 5500-13400 U/l (37°C); Women 16-39 (non-pregnant, non-OC): 4400-11700 U/l (37°C); Women 18-41 (pregnant or OC): 3800-9500 U/l (37°C)3200-7700 U/l at 30°C

    Note on Acceptance Criteria: The document explicitly states the objective is to demonstrate "substantial equivalence" to the predicate device. Therefore, the "acceptance criteria" are implied to be achieving comparable or improved performance across the listed metrics. The reported device performance generally demonstrates better performance (e.g., higher linearity, lower CVs for precision) than the predicate device, which supports the claim of substantial equivalence.

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

    The document does not explicitly state the sample size for the test set used to generate the reported performance data (linearity, precision, expected values).

    The data provenance is not explicitly stated. However, given that "Wiener Laboratorios S.A.I.C." is located in Rosario, Argentina, it is reasonable to infer that the studies were likely conducted in Argentina or involved samples from that region. The study type (retrospective or prospective) is not mentioned.

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

    This information is not applicable to this type of in vitro diagnostic device for chemical analysis. Ground truth for enzyme activity measurements is established through the analytical performance of the device (e.g., linearity, precision, accuracy against known standards or validated methods), not through expert consensus on qualitative interpretation. The "ground truth" here is the actual cholinesterase activity in the samples, measured by the device and compared for consistency and accuracy.

    4. Adjudication Method for the Test Set

    Adjudication methods (e.g., 2+1, 3+1) are typically used for qualitative or interpretive assessments (e.g., diagnostic imaging, pathology slides) where there might be inter-reader variability. This is not applicable to the quantitative measurement of an enzyme activity by an in vitro diagnostic device.

    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 is not applicable. The device is an in vitro diagnostic for quantitative chemical analysis, not an AI-powered diagnostic imaging or qualitative assessment tool that involves human readers or AI assistance.

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

    This is not applicable in the context of an "algorithm only" device as typically understood for AI or image analysis. The "Wiener lab. Colinesterasa AA" system is a chemical reagent-based assay. Its performance is inherent to the chemical reactions and subsequent spectrophotometric measurement, whether operated manually or on an automated system. Its operation is analogous to a standalone diagnostic test in that the result is directly generated by the system, requiring human intervention primarily for sample handling, instrument setup, and interpretation of the numerical result against reference ranges.

    7. The Type of Ground Truth Used

    The ground truth used for performance validation (linearity, precision, expected values) would typically be:

    • For Linearity: Known concentrations of cholinesterase, or samples whose concentrations have been established by a gold-standard reference method.
    • For Precision: Repeated measurements on control materials or patient samples where consistent readings are expected.
    • For Expected Values: Data collected from a statistically significant healthy population (reference ranges) as well as patient populations with known cholinesterase inhibition disorders. The provided "Expected values" table serves as a reference range established through clinical studies.

    8. The Sample Size for the Training Set

    This is not applicable as the device is a chemical reagent-based analytical system, not a machine learning model that requires a "training set" in the conventional sense. The "training" for such a system involves formulation optimization and calibration, which doesn't typically involve a "training set" of patient data as understood in AI/ML.

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

    This is not applicable for the reasons stated in point 8.

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    K Number
    K013750
    Date Cleared
    2002-01-18

    (66 days)

    Product Code
    Regulation Number
    862.3240
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    DIH

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

    The ADVIA 1650 Cholinesterase in vitro diagnostic procedure is intended to measure cholinesterase in human I he ADVANT 1050 Onlinesser any and 650 system. Such measurement is used in the diagnosis and treatment Scruit and pashia on the Dayer AD Previous liver diseases such as cirrhosis and acute and chronic hepatitis.

    Device Description

    The Cholinesterase in vitro diagnostic procedure is intended to measure cholinesterase enzyme activity in human serum, plasma (lithium heparin) on the Bayer ADVIA® 1650 Such measurement is used in the diagnosis and treatment of organophosphorus System. poisoning and certain liver diseases such as cirrhosis, acute and chronic hepatitis.

    AI/ML Overview

    Here's an analysis of the provided text, focusing on the acceptance criteria and study details for the Bayer ADVIA® 1650 System's Cholinesterase method:

    1. Table of Acceptance Criteria and Reported Device Performance

    Performance MetricAcceptance Criteria (Implied by Predicate)Reported Device Performance (ADVIA 1650)
    Imprecision
    Level 1 CV (U/L)Predicate: 4.3% (at 4350 U/L)1.1% (at 4235.86 U/L)
    Level 2 CV (U/L)Predicate: 4.0% (at 6310 U/L)0.9% (at 6978.97 U/L)
    Level 3 CV (U/L)Not available for predicate1.1% (at 12318.49 U/L)
    Correlation
    Serum (r)Implied high correlation (predicate K913198, K912217)0.994 (Y=1.325X+228.69)
    Plasma vs Serum (r)Implied high correlation0.984 (Y=0.973X+130.33)
    InterferenceImplied minimal interference
    Bilirubin (unconjugated, 25 mg/dL)Implied acceptable % change-0.70%
    Bilirubin (conjugated, 25 mg/dL)Implied acceptable % change+0.95%
    Hemoglobin (520 mg/dL)Implied acceptable % change+0.44%
    Lipids (Intralipid, 520 mg/dL)Implied acceptable % change-0.13%
    Analytical RangeImplied similar to predicate1,500 - 30,000 U/L

    Note on Acceptance Criteria: The document does not explicitly state numerical acceptance criteria for each metric. Instead, the demonstration of "substantial equivalence" to the predicate device (Kodak Vitros 250/ Cholinesterase) implies that the performance of the new device (ADVIA 1650 Cholinesterase) should be comparable to or better than the predicate. For imprecision, the ADVIA 1650 clearly shows lower CVs, indicating better precision than the predicate. For correlation and interference, the results are presented as positive data points supporting equivalence.

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

    • Imprecision: Not explicitly stated as "test set," but the data suggests it's from a study.
      • Three levels were tested for the ADVIA 1650 Cholinesterase. The sample size for each level to calculate the CV is not specified (e.g., number of replicates).
      • Two levels were reported for the Kodak Vitros 250 Cholinesterase. The sample size for each level to calculate the CV is not specified.
    • Correlation:
      • Serum: N = 58
      • Plasma vs Serum: N = 40
    • Interfering Substances: Not explicitly stated as "test set," but for each interfering substance, "control" and "test sample" values are provided, implying at least two measurements for each. The overall number of samples (e.g., healthy or spiked) for this study is not detailed.
    • Data Provenance: Not explicitly stated (e.g., country of origin, retrospective/prospective). However, given it's an in vitro diagnostic device for human serum/plasma, the samples would be human biological specimens. The study was conducted by Bayer Diagnostics, a multinational company.

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

    This information is not provided in the document. For in vitro diagnostic tests like Cholinesterase, the "ground truth" is typically established by the reference method or comparison method itself, rather than expert interpretation of results. The Cholinesterase activity is a measurable analyte, and the focus is on the accuracy, precision, and correlation of the new device's measurement against a validated comparator, not subjective expert assessment.

    4. Adjudication Method for the Test Set

    This information is not applicable and therefore not provided. Adjudication methods (e.g., 2+1, 3+1) are typically used in studies involving subjective interpretation of medical images or clinical outcomes where there might be disagreement among reviewers, requiring a consensus or tie-breaker. For an in vitro diagnostic test measuring a specific analyte concentration, the "ground truth" or reference is the quantitative value from a comparison system.

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

    No, a multi-reader multi-case (MRMC) comparative effectiveness study was not done. This type of study is relevant for imaging devices or diagnostics that depend on human interpretation, where the goal is to assess how a device (often AI-assisted) impacts the diagnostic performance of multiple readers across various cases. The Cholinesterase assay is a quantitative laboratory test, not an imaging or interpretive diagnostic.

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

    Yes, this entire study represents a standalone (algorithm only) performance assessment. The ADVIA 1650 Cholinesterase system is an automated in vitro diagnostic device. The performance metrics (imprecision, correlation, interference, analytical range) presented are the direct output and performance characteristics of the instrument and its associated reagents, without human interpretive involvement in the measurement itself. The "algorithm" here refers to the chemical reactions and photometric measurements performed by the ADVIA 1650 system.

    7. The Type of Ground Truth Used

    The ground truth used for performance evaluation was the comparison to a legally marketed predicate device/method: the Kodak Vitros 250/ Cholinesterase.

    • For correlation studies, the measurements obtained from the Kodak Vitros 250 were effectively treated as the reference or "ground truth" against which the ADVIA 1650 results were compared.
    • For imprecision, the inherent variability of the predicate served as a benchmark for what's acceptable.
    • For interference, the "control" sample (without interferent) served as the baseline to assess the effect of the interfering substance.

    8. The Sample Size for the Training Set

    The document does not explicitly mention a separate "training set" for the ADVIA 1650 Cholinesterase method. This is understandable because the device is a chemical assay system, not an AI/ML algorithm that typically requires a distinct training phase on data.

    If there were any internal development or optimization studies done during the method's development by Bayer, those would have used various samples, but they are not detailed in this 510(k) summary, which focuses on validation data against a predicate.

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

    Since a "training set" in the context of AI/ML is not discussed, the method for establishing "ground truth" for a training set is not applicable and not provided. The development of the Cholinesterase reagent and instrument parameters would be based on established biochemical principles and extensive internal R&D, rather than a data-driven training process with externally established ground truth labels common in AI/ML.

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    K Number
    K002792
    Manufacturer
    Date Cleared
    2000-11-08

    (62 days)

    Product Code
    Regulation Number
    862.3240
    Reference & Predicate Devices
    N/A
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    Product Code :

    DIH

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use
    Device Description
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    K Number
    K001344
    Device Name
    ADVIA IMS
    Manufacturer
    Date Cleared
    2000-06-26

    (60 days)

    Product Code
    Regulation Number
    862.3240
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    DIH

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
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    Device Description
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    K Number
    K961656
    Manufacturer
    Date Cleared
    1996-11-26

    (210 days)

    Product Code
    Regulation Number
    862.3240
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    DIH

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
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    Device Description
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    K Number
    K943367
    Date Cleared
    1996-02-05

    (572 days)

    Product Code
    Regulation Number
    862.3240
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Product Code :

    DIH

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
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    Device Description
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