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510(k) Data Aggregation

    K Number
    K232600
    Date Cleared
    2023-11-22

    (86 days)

    Product Code
    Regulation Number
    864.5220
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    ClearLLab Reagents Classification Name: Flow Cytometric Test System for Hematopoietic Neoplasms (21 CFR 864.7010
    |
    | ClearLLab 10C Reagent System | K183592 | 03/21/2019 | Class II | 864.7010

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

    The DxFLEX Flow Cytometer is intended for use as an in vitro diagnostic device for immunophenotyping using up to ten fluorescent detection channels using three lasers (488 nm, 638 nm and 405 nm) and two light scatter detection channels. It is intended for use with in vitro diagnostic (IVD) assays and software that are indicated for use with the instrument.

    The ClearLab 10C Panels are intended for in vitro diagnostic use for qualitative identification of cell populations by multiparameter immunophenotyping on the Navios, Navios EX and DxFLEX flow cytometers. These reagents are used as an aid in the differential diagnosis of hematologically abnormal patients having, or suspected of having, the following hematopoietic neoplasms: chronic leukemia, acute leukemia, non-Hodgkin lymphoma, myelodysplastic syndrome (MDS), and/or myeloproliferative neoplasms (MPN). The reagents can be used with peripheral whole blood (collected in K2EDTA, Acid Citrate Dextrose (ACD) or Heparin), bone marrow (collected in K2EDTA, ACD or Heparin) and lymph node specimens. Interpretation of the results should be confirmed by a pathologist or equivalent professional in conjunction with other clinical and laboratory findings.

    These reagents provide multiparameter, qualitative results for the surface antigens listed below:

    • ClearLLab 10C B Cell Tube: Kappa, Lambda, CD10, CD5, CD200, CD34, CD38, CD20, CD19, CD45
    • ClearLLab 10C T Cell Tube: TCRy6, CD4, CD2, CD56, CD5, CD34, CD3, CD8, CD7, CD45
    • ClearLLab 10C M1 Cell Tube: CD16, CD7, CD10, CD13, CD64, CD34, CD14, HLA-DR, CD11b, CD45
    • ClearLLab 10C M2 Cell Tube: CD15, CD123, CD117, CD13, CD33, CD34, CD38, HLA-DR, CD19, CD45
    Device Description

    The ClearLLab 10C Reagent System is currently cleared on the Navios EX Flow cytometer under K183592. Beckman Coulter has developed the DxFLEX Flow Cytometer, a next generation flow cytometer that offers enhanced performance in terms of optics and electronics, as well as more convenient installation and operation. The indications for use of the ClearLLab 10C Reagent System will be expanded to include its use on the DxFLEX Flow Cytometer. Furthermore, the indications for use will be clearly stated on labeling. The intended use of the ClearLLab 10C Reagent System will not be modified.

    ClearLLab 10C Reagent System components that are included with use on the DxFLEX Flow Cytometer:

    • DxFLEX Flow Cytometer [3 laser/10 color configuration] [New]
    • DxFLEX Daily OC Fluorospheres [New]
    • ClearLLab 10C Panels [B, T, M1 and M2] [Modification to Existing]
    • ClearLLab Compensation Kit [Modification to Existing]
    • ClearLLab Compensation Beads [Modification to Existing]
    • ClearLLab Control Cells, normal and abnormal [Modification to Existing]
    • Kaluza C data analysis software [Existing]
    • IOTest 3 Fixative Solution [Existing]
    • IOTest 3 Lysing Solution [Existing]

    The ClearLLab 10C Reagent System is run on Beckman Coulter's DxFLEX Flow Cytometer (3 Laser/10 Color configuration]. The DxFLEX Flow Cytometer includes the hardware and CytExpert for DxFLEX software. It requires off-line manual sample processing and use of the accompanying lysing reagent. As part of the ClearLLab 10C Reagent System, to allow proper utilization of this applications for the DxFLEX flow cytometers include ten fluorescent detection channels (FL1-FL10) and three laser configurations (blue, red and violet).

    As with the workflow on the predicate system, LMD data analysis is performed manually using the Kaluza C Analysis Software. This Analysis Software package is supplied separately from the DxFLEX and must be installed on an independent computer workstation for off-line analysis of listmode files generated on the flow cytometer with the associated reagents and cytometer system software package, including Control Cell QC data and sample data analysis. The CvtExpert for DxFLEX software is NOT be recommended for analysis use with this application (Note that OC data DxFLEX Daily OC Fluorospheres and Compensation products will continue to be analyzed using the on-board instrument software).

    Kaluza C Software is a software tool designed to work with *.fcs and *.lmd files generated from flow cytometers. The advantages of using the Kaluza C over the CytExpert for DxFLEX software are listed below:

    • Powerful processing speed allows fast analysis of listmode data, including real-time updating of gating and compensation
    • Plot displays are more versatile allowing linear, logarithmic and 'Logicle' (linear/log hybrid) axes as well as configurable scaling and zooming options
    • Range of compensation options
    • QC reporting includes Levey-Jennings plots and highlighted pass/fail criteria on results displays

    Preset Kaluza C analysis templates for the ClearLLab 10C reagent system will be provided. The total WBC gate is defined in the histogram of SS vs. CD45-KO525-A by the inclusion of all CD45+ events with low, medium and high Side Scatter after the exclusion of the cells that were compromised and/or aggregated. A subsequent histogram defines specific leukocyte subset such as lymphocytes, monocytes, granulocytes. The low SS/bright CD45+ population identifies lymphocytes. Applicable markers are then displayed in subsequent histograms gated on lymphocytes. This process is repeated for mid SS/medium CD45+ populations to identify monocytes and for high SS/medium CD45+ to identify granulocytes.

    AI/ML Overview

    The provided document describes the ClearLLab 10C Reagent System on the DxFLEX Flow Cytometer and its substantial equivalence to the predicate device, the ClearLLab 10C Reagent System on the Navios EX Flow Cytometer.

    Here's an analysis of the acceptance criteria and study data based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document doesn't explicitly present a single table labeled "Acceptance Criteria" and "Reported Device Performance" side-by-side with specific numerical thresholds for each criterion. Instead, it lists various studies, their objectives, and the "Testing Results" which indicate whether the device met the performance requirements.

    However, we can infer the acceptance criteria from the objectives of the studies and the "Testing Results" column. The reported device performance is stated as meeting these requirements.

    Study (Criterion)Objective (Implied Acceptance Criteria)Reported Device Performance
    Laser Performance CharacteristicsVerify stability of the laser performance of the DxFLEX Flow Cytometer over time. (Acceptance: Laser performance is stable over time.)Analysis of the data collected demonstrates that the DxFLEX Flow Cytometer laser performance is stable over time.
    Instrument Carryover (Fluorospheres)To verify carryover of the DxFLEX Daily QC Fluorospheres in specimens on the DxFLEX Flow Cytometer after running the required daily clean. (Acceptance: Meets carryover performance requirements for fluorospheres.)Analysis of the data collected demonstrates that the DxFLEX Flow Cytometer meets the carryover performance requirements.
    Instrument LinearityVerify fluorescence detection is linear using standard DxFLEX Flow Cytometer settings. (Acceptance: Fluorescence detection is linear.)Linearity of fluorescence measurements was demonstrated.
    Carryover - Specimen and ReagentTo verify carryover of specimen and reagents on the DxFLEX Flow Cytometer meets performance specifications. (Acceptance: Meets carryover performance requirements for specimens and reagents.)Analysis of the data collected demonstrates that the DxFLEX Flow Cytometer meets carryover performance requirements.
    Detection CapabilityTo verify that the ClearLLab 10C Reagent System on the DxFLEX Flow Cytometer meet the performance requirements for the ability to differentiate between abnormal and normal populations. (Acceptance: Meets performance requirements for differentiating abnormal and normal populations.)Analysis of the data collected demonstrates that the ClearLLab 10C Reagent System on the DxFLEX Flow Cytometer meet the performance requirements for Detection Capability.
    Precision - Control MaterialDemonstrate system imprecision using control material as a surrogate for a stabilized sample. (Acceptance: Meets performance requirements for repeatability and reproducibility with control material.)Analysis of the data collected demonstrates that the ClearLLab 10C Reagent System on the DxFLEX Flow Cytometer meets performance requirements for repeatability and reproducibility.
    Precision - Multi-Site with Clinical SpecimensDemonstrate assay repeatability and reproducibility using both normal and clinical specimens. (Acceptance: Meets performance requirements for repeatability and reproducibility with normal and clinical specimens.)Analysis of the data collected demonstrates that the ClearLLab 10C Reagent System on the DxFLEX Flow Cytometer meets performance requirements for repeatability and reproducibility.
    Precision - Operator and Instrument VariabilityDemonstrate system imprecision performance of the ClearLLab 10C Reagent System on the DxFLEX Flow Cytometer using the same specimen prepared by three (3) operators, twice a day, on two (2) DxFLEX Flow Cytometers. (Acceptance: Acceptable precision performance and met acceptance criteria across operators and instruments.)The ClearLLab 10C Reagent System, when run on each specimen type by different operators on different DxFLEX Flow Cytometers, demonstrated acceptable precision performance and met acceptance criteria.
    Clinical AccuracyDemonstrate the performance equivalency between ClearLLab 10C Reagent System on DxFLEX cytometers (Test Method) and Navios EX flow cytometers (Predicate Method) by a multi-site evaluation of the qualitative immunophenotype agreement between the two systems using specimens from donors in the intended use population. (Acceptance: Able to identify the abnormal population when compared to the predicate.)Analysis of the data collected demonstrates that the ClearLLab 10C panels are able identify the abnormal population when compared to the predicate.
    DxFLEX Daily QC Fluorospheres Analyte Value AssignmentDefine DxFLEX Daily QC Fluorospheres Target Value ranges for use with the ClearLLab 10C Reagent System and define a process for ranges transfer from one lot of DxFLEX Daily QC Fluorospheres. (Acceptance: Appropriate target value ranges are defined, and a process for range transfer is in place.)Analysis of the data collected demonstrates that appropriate DxFLEX Daily QC Fluorospheres Target Value ranges are defined for use with the ClearLLab 10C Reagent System and that a process for range transfer from one lot of DxFLEX Daily QC Fluorospheres to another one is in place.

    Additional Requested Information:

    • 2. Sample sized used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective)

      • Sample Size: The document doesn't explicitly state the specific sample sizes for all test sets. For "Precision - Operator and Instrument Variability," it mentions "the same specimen prepared by three (3) operators, twice a day, on two (2) DxFLEX Flow Cytometers." For "Clinical Accuracy," it mentions "specimens from donors in the intended use population" evaluated in a "multi-site evaluation."
      • Data Provenance: The document does not specify the country of origin of the data. The "Clinical Accuracy" study states it used "specimens from donors in the intended use population," implying clinical samples. It does not state if the studies were retrospective or prospective, though "Multi-Site with Clinical Specimens" and "Clinical Accuracy" studies usually imply prospective collection for validation.
    • 3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts (e.g. radiologist with 10 years of experience)

      • The document states for the "Indications for Use" of the ClearLLab 10C Panels: "Interpretation of the results should be confirmed by a pathologist or equivalent professional in conjunction with other clinical and laboratory findings."
      • However, regarding the studies themselves, and specifically for establishing the ground truth for the test set used in the evaluations (e.g., in the Clinical Accuracy study), the document does not specify the number of experts, their qualifications, or their role in establishing ground truth. The "Clinical Accuracy" study compared the DxFLEX system to the predicate Navios EX, implying the predicate's results served as a comparative reference rather than an independent expert ground truth being explicitly defined for the DxFLEX data.
    • 4. Adjudication method (e.g. 2+1, 3+1, none) for the test set

      • The document does not describe any adjudication method used for the test set.
    • 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 device is a flow cytometer and reagent system, not an AI-assisted diagnostic tool. Therefore, an MRMC comparative effectiveness study involving human readers and AI assistance is not applicable and was not performed or mentioned in this document. The "Clinical Accuracy" study compared the new device to a predicate device, which is a different type of comparative study.
    • 6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done

      • The device described is an in vitro diagnostic device (flow cytometer and reagents) that generates qualitative data for immunophenotyping. The data analysis uses "Kaluza C data analysis software," but the "Interpretation of the results should be confirmed by a pathologist or equivalent professional." This indicates it is not a standalone algorithm in the sense of providing a final diagnosis without human interpretation. Performance studies were largely focused on the instrument and reagent's analytical capabilities, not a standalone diagnostic algorithm.
    • 7. The type of ground truth used (expert consensus, pathology, outcomes data, etc.)

      • For the "Clinical Accuracy" study, the ground truth was essentially implied by comparison to the predicate device (Navios EX flow cytometer). The study aimed to demonstrate "performance equivalency" and "qualitative immunophenotype agreement" between the DxFLEX system and the cleared Navios EX system. While pathologists confirm interpretations, the studies described herein validate the device's performance against established methods, rather than generating a de novo ground truth from pathology and outcomes for every case.
    • 8. The sample size for the training set

      • The document does not mention a training set or its sample size. This type of submission (for a flow cytometer and reagent system) typically focuses on analytical and clinical validation studies, rather than machine learning model training.
    • 9. How the ground truth for the training set was established

      • As no training set is mentioned, information on how its ground truth was established is not provided.
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    K Number
    K183592
    Manufacturer
    Date Cleared
    2019-03-21

    (90 days)

    Product Code
    Regulation Number
    864.7010
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    10C Panels (B, T, M1, M2), Navios Flow Cytometer, Navios EX Flow Cytometer Regulation Number: 21 CFR 864.7010

    ClearLLab Reagents Classification Name: Flow Cytometric Test System for Hematopoietic Neoplasms (21 CFR 864.7010
    ClearLLab Reagents
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The ClearLLab 10C Panels are intended for in vitro diagnostic use for qualitative identification of cell populations by multiparameter immunophenotyping on the Navios EX flow cytometers. These reagents are used as an aid in the differential diagnosis of hematologically abnormal patients having, or suspected of having, the following hematopoietic neoplasms: chronic leukemia, non-Hodgkin lymphoma, myeloma, myeloma, myelodysplastic syndrome (MDS), and/or myeloproliferative neoplasms (MPN). The reagents can be used with peripheral whole blood (collected in K2EDTA, Acid Citrate Dextrose (ACD) or Heparin), bone marrow (collected in K2EDTA, ACD or Heparin) and lymph node specimens. Interpretation of the results should be confirmed by a pathologist or equivalent professional in conjunction with other clinical and laboratory findings.

    These reagents provide multiparameter, qualitative results for the surface antigens listed below:

    • ClearLLab 10C B Cell Tube: Kappa, Lambda, CD10, CD5, CD200, CD34, CD38, CD20, CD19, CD45
    • ClearLLab 10C T Cell Tube: TCRy8, CD4, CD2, CD56, CD5, CD34, CD3, CD8, CD7, CD45
    • ClearLLab 10C M1 Cell Tube: CD16, CD7, CD10, CD13, CD64, CD34, CD14, HLA-DR, CD11b, CD45
    • ClearLLab 10C M2 Cell Tube: CD15, CD123, CD117, CD13, CD34, CD38, HLA-DR, CD19, CD45

    The Navios Flow Cytometer is intended for use as an in vitro diagnostic device for immunophenotyping using up to ten fluorescent detection channels using three lasers (488 nm, and 405 nm) and two light scatter detection channels. It is intended for use with in vitro diagnostic (IVD) assays and software that are indicated for use with the instrument.

    The Navios EX Flow Cytometer is intended for use as an in vitro diagnostic device for immunophenotyping using up to ten fluorescent detection channels using three lasers (488 nm, and 405 mm) and two light scatter detection channels. It is intended for use with in vitro diagnostic (IVD) assays and software that are indicated for use with the instrument.

    Device Description

    The new ClearLLab 10C reagent system is comprised of various components and is described below. Figures 2 and 3 illustrate the anticipated workflow from instrument setup through data analysis with a breakout of the standardization and Quality Control sequence for the new reagent system. As the figures show, the process is in-line with standard flow cytometry protocol.

    • Four ClearLLab 10C Panels [B, T, M1 and M2]
    • Navios and Navios EX flow cytometers [3 laser/10 color configurations]
    • ClearLLab Compensation Kit
    • ClearLLab Compensation Beads
    • ClearLLab Control Cells, normal and abnormal
    • Kaluza C data analysis software
    • Flow-Check Pro Fluorospheres
    • Flow-Set Pro Fluorospheres
    • IOTest 3 Fixative Solution
    • IOTest 3 Lysing Solution

    The ClearLLab 10C reagent system is run on Beckman Coulter's Navios or Navios EX flow cytometer (3 Laser/10 Color configurations). It requires off-line manual sample processing and use of the accompanying lysing reagent. As part of the ClearLLab 10C reagent system, to allow proper utilization of this application, the indications for the Navios and Navios EX flow cytometers include all ten fluorescent detection channels and three laser configurations (blue, red and violet).

    LMD data analysis is performed manually using the Kaluza C Analysis Software. This Analysis Software package is supplied separately from the Navios EX system softwares and must be installed on an independent computer workstation for off-line analysis of listmode files generated on the flow cytometer with the associated reagents and cytometer system software package, including Control Cell OC data and sample data analysis. The Navios and Navios EX analysis software are NOT be recommended for use with this application (Note that QC data from Flow-Set Pro, Flow-Check Pro, and Compensation products will continue to be analyzed using the on-board instrument software).

    Kaluza C Software is a software tool designed to work with *.Imd files generated from flow cytometers.

    Preset Kaluza C analysis templates for the ClearLLab 10c reagent system are provided.

    AI/ML Overview

    The provided text describes the ClearLLab 10C Panels and associated Navios and Navios EX Flow Cytometers. Here's a breakdown of the acceptance criteria and study information:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly present a single table delineating acceptance criteria and reported device performance for each metric. Instead, it lists various studies performed, their objectives, and their results, which implicitly demonstrate an acceptance of performance. The "Testing Results" column in the tables effectively serves as the "Reported Device Performance," and the objective of each study implies the acceptance criteria (i.e., demonstrating stability, linearity, equivalency, specificity, etc.).

    Below is a summary derived from the "Testing Results" section (pages 18-19):

    ClearLLab 10C Panels, Navios and Navios EX Flow Cytometers Acceptance Criteria and Performance Summary

    Study NameObjective (Implied Acceptance Criteria)Reported Device Performance
    Laser Performance CharacteristicsVerify stability of the laser performance of the Navios and Navios EX flow cytometer over time.Navios and Navios EX laser performance is stable over time.
    Instrument CarryoverVerify carryover using Flow-Check Pro fluorospheres meets performance specifications.Navios and Navios EX meet the carryover performance requirements.
    Instrument LinearityVerify fluorescence detection is linear using standard Navios and Navios EX settings.Linearity of fluorescence measurements was demonstrated.
    Navios vs. Navios EX Percent Cell Recovery Equivalence StudyDemonstrate the equivalent performance in % cell recovery between Navios and Navios EX flow cytometers when running ClearLLab 10C application.Navios and Navios EX Flow Cytometry Systems are equivalent when running the ClearLLab 10C application.
    Antibody Specificity CharacterizationDemonstrate antibody specificity including Fluorescence Minus One.Specific antibody clones and polyclonal antibody reagents are identified for ClearLLab 10C reagent panel markers.
    Reagent Dosing CharacterizationTitrate for optimal reagent dosage.Antibody conjugate dosing values were defined for each antibody of ClearLLab 10C reagents.
    Non-Specific Binding CharacterizationAssess of Non-Specific Binding.Solutions implemented to reduce and/or obtain acceptable level of non-specific binding.
    Lot-to-Lot Reproducibility (ClearLLab 10C panels)Demonstrate variability of multiple lots of material.The ClearLLab 10C panels have acceptable lot variability performance.
    Stability (ClearLLab 10C panels)Demonstrate reagent stability.The ClearLLab 10C panels met performance requirements in support of the product's stability claims.
    Carryover - Specimen and ReagentVerify carryover of specimen and reagents on the Navios and Navios EX meets performance specifications.The Navios and Navios EX meet carryover performance requirements.
    Bulk vs. Single WashDemonstrate equivalency of sample preparation methods.Equivalency of single tube wash and bulk wash methodology was demonstrated.
    Detection CapabilityVerify that the ClearLLab 10C panels with the Navios or Navios EX meet the performance requirements for the ability to differentiate between abnormal and normal populations.The ClearLLab 10C panels with the Navios or Navios EX meet the performance requirements for Detection Capability.
    Specimen Age and Prepared Sample Stability (Whole Blood and Bone Marrow)Verify whole blood and bone marrow specimen and prepared sample stability claims.The ClearLLab 10C panels meet the requirements for specimen and prepared sample stability (Whole Blood and Bone Marrow).
    Specimen Age and Prepared Sample Stability (Lymph Node)Verify lymph node samples prepared sample stability claim.The ClearLLab 10C panels meet the requirements for prepared sample stability (Lymph Node).
    Anticoagulant Equivalency – Whole BloodDemonstrate equivalent performance of whole blood specimens collected in several different anticoagulants (K2EDTA, Heparin and ACD) on the Navios system using ClearLLab 10C panels.Performance of ClearLLab 10C panels with whole blood specimens collected in K2EDTA, Heparin and ACD anticoagulants was demonstrated to be equivalent.
    Anticoagulant Method Comparison - 10C to 5CDemonstrate equivalency of anticoagulants used with bone marrow and whole blood specimens with the ClearLLab 10C panels in reference to the ClearLLab 5 color reagents.For all conditions evaluated, the data collected demonstrates that the various anticoagulants are equivalent.
    Precision - Control MaterialDemonstrate system imprecision using control material as a surrogate for a stabilized sample.The ClearLLab 10C panels meet performance requirements for repeatability and reproducibility.
    Precision - Multi-Site with Clinical SpecimensDemonstrate assay repeatability and reproducibility using both normal and clinical specimens.The ClearLLab 10C panels meet performance requirements for repeatability and reproducibility.
    Precision - Operator and Instrument VariabilityDemonstrate system imprecision performance of the ClearLLab 10C panels using the same specimen prepared by three (3) operators, twice a day, on two (2) Navios EX flow cytometers.The ClearLLab 10C panels when run on each specimen type by different operators on different Navios EX flow cytometers demonstrated acceptable precision performance and met acceptance criteria.
    Clinical AccuracyEvaluate the clinical accuracy of the ClearLLab 10C Panels in identifying an abnormal or normal phenotype vs. the site's clinical diagnosis of malignant or non-malignant outcome from the current standard of care.The ClearLLab 10C panels are able to identify the abnormal population when compared to clinical outcome.
    IOTest 3 Fixative and IOTest 3 Lysing Solution - Lot-to-Lot ReproducibilityDemonstrate variability of multiple lots of material.The IOTest 3 Fixative and Lysing Solutions have acceptable lot variability performance.
    Flow-Set Pro Lot-to-Lot VariabilityDemonstrate variability of multiple lots of material.The Flow-Set Pro have acceptable lot variability performance.
    Flow-Check Pro Lot-to-Lot VariabilityDemonstrate variability of multiple lots of material.The Flow-Check Pro have acceptable lot variability performance.
    ClearLLab Compensation Kit with ClearLLab Compensation Beads Reagent StabilityDemonstrate reagent stability.The Compensation Kit and Compensation Beads meet performance requirements in support of the products' stability claims.
    IOTest 3 Lysing Solution and Fixative Reagent StabilityDemonstrate reagent stability.The IOTest 3 Fixative Solution and Lysing Solutions meet performance requirements in support of the product's stability claims.
    Flow-Set Pro Fluorospheres Reagent StabilityDemonstrate reagent stability.The Flow-Set Pro Fluorospheres meet performance requirements in support of the product's stability claims.
    Flow-Check Pro Fluorospheres Reagent StabilityDemonstrate reagent stability.The Flow-Check Pro Fluorospheres meet performance requirements in support of the product's stability claims.
    Flow-Set Pro Analyte Value AssignmentDefine Flow-Set Pro Target ranges for use with the ClearLLab 10C panels and define a process for ranges transfer from one lot of Flow-Set Pro Fluorospheres.Appropriate Flow-Set Pro target ranges are defined for use with the ClearLLab 10C panels and that a process for ranges transfer from one lot of Flow-Set Pro Fluorospheres to another one is in place.

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

    • Sample Size for Test Set: The document does not specify a distinct "test set" sample size for all studies. However, for the "Precision - Multi-Site with Clinical Specimens" and "Precision - Operator and Instrument Variability" studies, typical clinical specimens (both normal and abnormal) were used. The specific number of specimens for each study is not explicitly stated in the provided text.
    • Data Provenance: The document does not explicitly state the country of origin. The "Clinical Accuracy" study mentions "the site's clinical diagnosis," indicating that the data likely came from clinical sites where the study was conducted. The studies appear to be prospective in nature, as they involve actively verifying performance, stability, and equivalency.

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

    • For the "Clinical Accuracy" study, the comparison was made against "the site's clinical diagnosis of malignant or non-malignant outcome from the current standard of care." The interpretation of results for the device itself is stated to "be confirmed by a pathologist or equivalent professional in conjunction with other clinical and laboratory findings" (page 2). This indicates that pathologists or equivalent professionals establish the ground truth for clinical cases. The number of such experts is not specified.

    4. Adjudication Method for the Test Set

    • The document implies that the ground truth for "Clinical Accuracy" is established by "the site's clinical diagnosis...from the current standard of care" and confirmed by a "pathologist or equivalent professional." However, it does not explicitly describe an adjudication method (such as 2+1, 3+1, or none) for resolving discrepancies among multiple expert opinions on a specific case.

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

    • The provided text does not describe a multi-reader, multi-case (MRMC) comparative effectiveness study involving human readers with and without AI assistance (which is not relevant for this device as it's a diagnostic reagent and flow cytometer system, not an AI interpretative software for human review).

    6. Standalone Performance Study

    • The studies described, particularly those evaluating laser performance, instrument linearity, carryover, and reagent characteristics, are inherently standalone (algorithm/system only) performance studies. The system is evaluated on its ability to accurately detect and characterize cell populations. The "Clinical Accuracy" study also assesses the device's ability to identify abnormal populations against clinical outcomes, which is a standalone evaluation of its diagnostic capability.

    7. Type of Ground Truth Used

    • For various analytical studies (e.g., linearity, carryover, precision), the ground truth is established by reference standards, control materials, and comparative methods (e.g., predicate devices).
    • For the "Clinical Accuracy" study, the ground truth is based on clinical diagnosis of malignant or non-malignant outcome from the current standard of care, confirmed by pathologist or equivalent professional consensus in conjunction with other clinical and laboratory findings.

    8. Sample Size for the Training Set

    • The document does not explicitly mention a "training set" as the devices described are diagnostic reagents and flow cytometers, not AI models that require specific training data in the context of machine learning. The studies listed are for performance verification and validation.

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

    • As there is no explicit mention of a "training set" in the context of an AI/machine learning model, this information is not applicable and is not provided in the document.
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    K Number
    DEN160047
    Manufacturer
    Date Cleared
    2017-06-29

    (269 days)

    Product Code
    Regulation Number
    864.7010
    Type
    Direct
    Reference & Predicate Devices
    Why did this record match?
    510k Summary Text (Full-text Search) :

    Regulation section:
    21 CFR 864.7010

      1. Classification:
        Class II (Special Controls)

    this de novo submission is sufficient to classify this device into class II under regulation 21 CFR 864.7010
    | Class: | II (special controls) |
    | Regulation: | 21 CFR 864.7010

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

    The ClearLLab reagents are intended for in vitro diagnostic use as a panel for qualitative identification of cell populations by multiparameter immunophenotyping on an FC 500 flow cytometer. These reagents are used as an aid in the differential diagnosis of hematologically abnormal patients having, or suspected of having the following hematopoietic neoplasms; chronic leukemia, acute leukemia, non-Hodgkin lymphoma, myeloma, myelodysplastic syndrome (MDS), and/or myeloproliferative neoplasms (MPN). The reagents can be used with peripheral whole blood collected in EDTA (K2 and K3EDTA), Acid Citrate Dextrose or Heparin, bone marrow collected in K2EDTA, ACD, or Heparin, and lymph node specimens. Interpretation of the results should be confirmed by a pathologist or equivalent professional in conjunction with other clinical and laboratory findings.

    These reagents provide multiparameter, qualitative results for the Cluster of Differentiation (CD) parameters listed below:

    • ClearLLab T1: CD2, CD56, CD7, CD5, CD7, CD5, CD45
    • ClearLLab T2: CD8, CD4, CD3, CD45
    • ClearLLab B1: Kappa, Lambda, CD19, CD5, CD45
    • ClearLLab B2: CD20, CD10, CD10, CD19, CD38, CD45
    • ClearLLab M: CD7, CD13, CD34, CD33, CD45
    Device Description

    The Clear LLab Reagents panel is used with the following reagents with their respective indicated uses. A description of the reagents provided is described below in Table 1.

    ItemDescriptionUse
    The T-Cell Lineage panelsComprising T1 CD2-
    FITC/CD56-PE/CD7-
    ECD/CD5-PC5.5/CD45-PC7
    and T2 CD8-FITC/CD4-
    PE/CD3-PC5.5/CD45-PC7
    Monoclonal Antibody Reagents.For use to identify lymphocytes
    that contain the specific cell
    surface markers associated with
    the T-cell lineage.
    The B-Cell Lineage panelsComprising B1 Kappa-For use to identify lymphocytes
    FITC/Lambda-PE/CD19-
    ECD/CD5-PC5.5/CD45-PC7
    and B2 CD20-FITC/CD10-
    PE/CD19-ECD/CD38-
    PC5.5/CD45-PC7 Monoclonal
    and Polyclonal Antibody
    Reagents.that contain the specific cell
    surface markers associated with
    the B-cell lineage.
    The Myeloid Lineage panelComprising M CD7-FITC/
    CD13-PE/CD34-ECD//CD33-
    PC5.5/CD45-PC7 Monoclonal
    Antibody Reagents.For use to identify lymphocytes
    that contain the specific cell
    surface markers associated with
    the Myeloid lineage.
    Accessory Reagents Required
    Flow-Check Pro FluorospheresFlow-Check Pro Fluorospheres
    are a suspension of fluorescent
    microspheres used for daily
    verification of the optical
    alignment and fluidics for
    Forward Scatter (FS) and FL1-
    FL4 fluorescence parameters.Instrument Alignment Quality
    Control Reagent to provide
    instrument alignment Quality
    Control instructions.
    Flow-Set Pro FluorospheresFlow-Set Pro Fluorospheres are
    a suspension of fluorescent
    microspheres used as an aid in
    standardizing forward scatter,
    side scatter, and fluorescence
    detectors on the FC 500 (FL1-
    FL5).Auto Setup Reagent for
    standardization of flow
    cytometer light scatter and
    fluorescence intensity
    instrument settings to provide
    application-specific instrument
    target ranges for
    standardization.
    QuickComp 4 KitThe QuickComp 4 Kit consists
    of four single-color fluorescent
    reagents comprised of one
    monoclonal antibody each. Each
    antibody is labeled with one of
    four fluorochromes, three are
    utilized for this test: CD45-
    FITC, CD45-PE, and CD45-
    ECD.The QuickComp 4 Kit is used to
    adjust color compensation
    settings on a flow cytometer
    equipped with AutoSetup
    software, prior to multi-color
    analysis with FITC, PE, and
    ECD conjugated monoclonal
    antibody reagents.
    Color Compensation ReagentsCompensation reagents CD45-
    PC5.5 and CD45-PC7.Used to adjust color
    compensation settings on a flow
    cytometer with AutoSetup
    software.
    Note: Color Compensation
    Reagents are required. It is
    recommended to use the
    reagents with normal whole
    blood specimens to adjust color
    compensation settings on a flow
    cytometer, prior to multi-color
    analysis.
    IOTest 3 Fixative SolutionThe IOTest 3 Fixative Solution, which has a formaldehyde base, specially developed for the fixing of leukocytes.Leukocyte fixative solution used on all leukocytic preparations to enable leukocytic preparations to be stored for several hours without deterioration after staining with a fluorescent antibody. It is used to fix leukocytes following immunofluorescent staining with the fluorochrome-conjugated antibodies and lysis of the red blood cells.
    Accessory Reagents Recommended but Not Provided
    VersaLyse Lysing SolutionRed cell lysing reagent intended for the lysis of red blood cells in the preparation of biological samples for flow cytometry analysis.VersaLyse is intended for the lysis of red blood cells in the preparation of biological samples for flow cytometry analysis.
    Immutrol Control CellsProcess controls for flow cytometry.Quality control material assayed for lymphocyte, granulocyte and monocyte specific antigens and single platform absolute counts. The light scatter, population distribution, fluorescence intensity, and antigen density mimic those of normal whole blood.
    StemTrol Control cellsAn antibody-to-antigen positive control for CD34 and CD45 staining in flow cytometry studies, consisting of a preserved cell line, BK010044,Quality control material for CD34 and CD45.
    AI/ML Overview

    The ClearLLab Reagents are intended for in vitro diagnostic use as a panel for qualitative identification of cell populations by multiparameter immunophenotyping on an FC 500 flow cytometer. These reagents are used as an aid in the differential diagnosis of hematologically abnormal patients having, or suspected of having hematopoietic neoplasms.

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

    Study/MetricAcceptance Criteria (Target Outcome)Reported Device Performance (Flow Expert #1)Reported Device Performance (Flow Expert #2)
    Overall Performance (All Specimen Types)
    Diagnostic Agreement (Positive)80% ± 10% agreement with clinical diagnosis (70-90%)Sensitivity: 82.4% (75.3%-87.8% CI)Sensitivity: 85.9% (79.2%-90.7% CI)
    Diagnostic Agreement (Negative)90% ± 10% agreement with clinical diagnosis (80-100%)Specificity: 94.2% (88.9%-97.0% CI)Specificity: 92.7% (87.1%-96.0% CI)
    Whole Blood Specimen Performance
    Diagnostic Agreement (Positive)90% ± 10% agreement with clinical diagnosis (80-100%)Sensitivity: 89.0% (80.4%-94.1% CI)Sensitivity: 92.7% (84.9%-96.6% CI)
    Diagnostic Agreement (Negative)90% ± 10% agreement with clinical diagnosis (80-100%)Specificity: 91.0% (82.6%-95.6% CI)Specificity: 89.7% (81.0%-94.7% CI)
    Qualitative Precision/Reproducibility
    Repeatability (Presence/Absence of Abnormal Phenotype)100% agreement between expected and actual results100% agreement (all sites and anticoagulants)100% agreement (all sites and anticoagulants)
    Operator-to-operator & Instrument-to-instrument Imprecision100% agreement for presence/absence of abnormal phenotype100% agreement (all operators and instruments)100% agreement (all operators and instruments)

    2. Sample size used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective):

    • Test Set Sample Size: A total of 279 abnormal hematologic specimens were enrolled in the clinical performance study.
      • 137 hematologically abnormal but no malignancy.
      • 142 with hematolymphoid malignancy (23 Acute Leukemia, 36 Chronic Leukemia, 62 Lymphoma, 8 Plasma Cell Neoplasm, 13 Others: MDS/MPN).
      • An additional analysis was performed on 160 whole blood specimens (78 hematologically abnormal with no malignancy and 82 with hematolymphoid malignancy) from this larger set.
    • Data Provenance: The study was a multi-center, retrospective study conducted at four sites. While the document does not explicitly state the country of origin, the reference to "WHO Classification of Tumours of Haematopoietic and Lymphoid Tissues" suggests an international context for clinical guidelines, but the specific locations of the four sites are not detailed.

    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts (e.g. radiologist with 10 years of experience):

    • Number of Experts: Two qualified flow experts evaluated the ClearLLab flow cytometry results.
    • Qualifications of Experts: The document states "Two qualified flow experts evaluated the ClearLLab flow cytometry results independently of each other..." However, specific details on their years of experience or exact professional titles (e.g., "radiologist with 10 years of experience") are not provided. It does state that "The device labeling states that interpretation of specimens should be performed by a pathologist or equivalent professional who has the appropriate training." This implies the experts would hold such qualifications.

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

    • Adjudication Method: The two flow experts evaluated the ClearLLab results independently of each other and were blinded to the final diagnosis. There is no mention of an adjudication method like 2+1 or 3+1 to resolve discrepancies between the two experts' interpretations of the ClearLLab device output. However, the expert interpretations of the ClearLLab results were then compared against the clinical outcome ("malignant" or "non-malignant") established by the clinical sites' final patient diagnosis.

    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 study did not appear to be an MRMC comparative effectiveness study in the context of human readers improving "with AI vs without AI assistance." The ClearLLab Reagents are a device for qualitative identification of cell populations using flow cytometry for aid in diagnosis. The study focused on the performance of these reagents (a diagnostic tool), interpreted by human experts, against clinical diagnosis. There is no mention of AI assistance in the interpretation of the device results or a comparison of human reader performance with and without such assistance.

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

    • No, a standalone (algorithm only) performance was not done. The ClearLLab Reagents are a diagnostic tool that produces flow cytometry data. The interpretation of this data by human "flow experts" was an integral part of the clinical performance study. The device's output itself isn't a definitive diagnosis but an aid, requiring expert interpretation.

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

    • The ground truth used was the clinical outcome of "malignant" or "non-malignant" based on the clinical sites' final patient diagnosis. This diagnosis was established by a pathologist or equivalent professional in conjunction with other clinical and laboratory findings, adhering to WHO guidelines. This can be categorized as a form of outcomes data or established clinical diagnosis, rather than simply expert consensus on the device's output.

    8. The sample size for the training set:

    • The document focuses on the performance of the ClearLLab Reagents and associated interpretive processes. There is no mention of a "training set" in the context of an algorithm or AI model development, as this device submission is for reagents and their clinical performance when interpreted by human experts, not an AI diagnostic algorithm.

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

    • As there is no mention of a "training set" for an algorithm or AI model in this document, the method for establishing its ground truth is not applicable or described.
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