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510(k) Data Aggregation

    K Number
    K092649
    Date Cleared
    2010-02-04

    (160 days)

    Product Code
    Regulation Number
    862.1117
    Reference & Predicate Devices
    Predicate For
    Why did this record match?
    Reference Devices :

    K022516

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

    Immunoassay for the in vitro quantitative determination of N-terminal pro-brain natriuretic peptide in human serum and plasma. The Elecsys proBNP II STAT assay is used as an aid in the diagnosis of individuals suspected of having congestive heart failure. The test is further indicated for the risk stratification of patients with acute coronary syndrome and congestive heart failure. The test may also serve as an aid in the assessment of increased risk of cardiovascular events and mortality in patients at risk for heart failure who have stable coronary artery disease.

    The electrochemiluminescence immunoassay "ECLIA" is intended for use on the cobas e 601 immunoassay analyzer.

    Device Description

    The proBNP II Assay is a sandwich immunoassay with two antibodies directed towards epitopes within the N-terminal portion of the proBNP molecule. The capture antibody is biotinylated to react with streptavidin-coated microparticles. The signal antibody is tagged with ruthenium. Both antibodies are monoclonal. The electrochemiluminescence immunoassay "ECLIA" is intended for use on the cobas e 601 immunoassay analyzer.

    AI/ML Overview

    Acceptance Criteria and Device Performance Study for Elecsys proBNP II STAT Immunoassay

    This document describes the acceptance criteria and the study that demonstrates the Elecsys proBNP II STAT Immunoassay meets these criteria, based on the provided 510(k) summary.

    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria for the Elecsys proBNP II STAT Immunoassay are primarily demonstrated by showing substantial equivalence to the predicate device, the Elecsys proBNP II Assay (K072437), with key performance characteristics either matching or falling within acceptable ranges. The primary difference is the faster "STAT" application time and limited instrument platform.

    FeatureAcceptance Criteria (Predicate Device K072437)Reported Device Performance (Elecsys proBNP II STAT Assay)
    Intended Use/Indications for UseImmunoassay for the in vitro quantitative determination of N-terminal pro-brain natriuretic peptide in human serum and plasma. Aid in diagnosis of individuals suspected of congestive heart failure. Risk stratification of patients with acute coronary syndrome and congestive heart failure. Aid in assessment of increased risk of cardiovascular events and mortality in patients at risk for heart failure with stable coronary artery disease. Intended for use on Elecsys and cobas e immunoassay analyzers.Same, except: Assay name changed to "Elecsys proBNP II STAT assay". Intended for use only on the cobas e 601 immunoassay analyzer.
    Assay ProtocolSandwich assaySame
    Detection ProtocolElectrochemiluminescent ImmunoassaySame
    Application Time18 MinuteSTAT (9 Minute) - This is a key improvement/change.
    Instrument PlatformRoche Elecsys 2010/cobas e 411 and MODULAR ANALYTICS E170/cobas e 601cobas e 601 - Limited to this specific platform.
    Sample Volume15 µLSame
    Sample TypeHuman serum and plasma treated with K2-EDTA, K3-EDTA, lithium heparin and Na-heparin plasma.Same
    ReagentsSandwich immunoassay with two monoclonal antibodies (biotinylated capture (streptavidin-coated microparticles) and ruthenium-tagged signal) directed towards epitopes within the N-terminal portion of the proBNP molecule.Same antibodies and same epitopes.
    Traceability/StandardizationStandardized against the Elecsys proBNP assay (K022516), which was standardized against reference standards by weighing pure synthetic NT-proBNP (1-76 amino acids) into equine serum matrix.Same.
    CalibratorElecsys proBNP II CalSet (K072437)Elecsys proBNP II STAT CalSet (different material number, identical stability, value assignment, and matrix).
    Calibration IntervalOnce per reagent lot (fresh reagent, <24h since registration). Renewed calibration recommended: MODULAR ANALYTICS E170, Elecsys 2010 and cobas e analyzers: After 1 month (28 days) when using same reagent lot; After 7 days (when using same reagent kit). Elecsys 1010 analyzer: With every reagent kit; After 7 days (ambient 20-25°C); After 3 days (ambient 25-32°C).Once per reagent lot (fresh reagent, <24h since registration). Renewed calibration recommended: cobas e 601: After 1 month (28 days) when using same reagent lot; After 7 days (when using same reagent kit).
    ControlsElecsys PreciControl Cardiac II (K072437).Same.
    Reagent Stability/StorageUnopened: 2-8°C until expiration. After opening: 2-8°C—12 weeks. On MODULAR ANALYTICS E170 and cobas e 601—8 weeks. On Elecsys2010 and cobas e 411—8 weeks.Same, but only reported on the cobas e 601.
    Measuring Range5-35,000 pg/mLSame
    Precision (cobas e 601 - predicate)Within-run (Repeatability): 1.9% CV @ 64.0 pg/mL, 1.5% CV @ 124.0 pg/mL, 1.3% CV @ 14142.0 pg/mL, 1.8% CV @ 77.0 pg/mL, 1.2% CV @ 2105.0 pg/mL. Total (Intermediate): 3.1% CV @ 46.0 pg/mL, 2.7% CV @ 125.0 pg/mL, 2.7% CV @ 32805.0 pg/mL, 2.7% CV @ 77.0 pg/mL, 2.7% CV @ 2170.0 pg/mL.Precision (cobas e 601 - STAT assay)Within-run (Repeatability): 2.4% CV @ 130.0 pg/mL, 2.2% CV @ 4942.0 pg/mL, 3.5% CV @ 59.0 pg/mL, 2.0% CV @ 142.0 pg/mL, 1.8% CV @ 522.0 pg/mL, 1.9% CV @ 934.5 pg/mL, 2.0% CV @ 6552.0 pg/mL, 2.9% CV @ 30,870.0 pg/mL. Total (Intermediate): 2.5% CV @ 130.0 pg/mL, 2.6% CV @ 4942.0 pg/mL, 3.5% CV @ 59.0 pg/mL, 2.5% CV @ 142.0 pg/mL, 2.0% CV @ 522.0 pg/mL, 2.5% CV @ 934.5 pg/mL, 2.3% CV @ 6552.0 pg/mL, 5.4% CV @ 30,870.0 pg/mL. Performance is comparable or improved across the measuring range, especially considering the STAT nature.
    Analytical SensitivityLimit of Detection (LoD): 5.00 pg/mL. Functional Sensitivity (LoQ): 50.00 pg/mL. (LoB not reported)Limit of Blank (LoB): 5.00 pg/mL. Limit of Detection (LoD): 5.00 pg/mL. Functional Sensitivity (LoQ): 50.00 pg/mL. This demonstrates equivalent or improved analytical sensitivity.
    Hook EffectNo high-dose hook effect up to 300,000 pg/mL (300 ng/mL).Same.
    Heterophilic Antibody/InterferenceUnaffected by: Hemoglobin ≤ 0.1 g/dL, Bilirubin up ≤ 25 mg/dL, Triglycerides ≤ 1,500 mg/dL, Biotin ≤ 30 ng/mL, Rheumatoid factors ≤ 1,500 IU/mL. No interference with 51 commonly used pharmaceuticals. Minimized risk of interference from immunological interactions with rare sera and monoclonal mouse antibodies. Measures taken to minimize interference from high titers of antibodies to streptavidin and ruthenium.Same.
    Method Comparison (Correlation between STAT and Predicate)N/A (this is the study's objective)Passing/Bablok: Slope 0.992, Intercept -2.141, Tau/r/rho 0.987. Linear Regression: Slope 0.986, Intercept 13.964, r 0.998.Deming Regression: Slope 0.988, Intercept 8.83, rho 1.00.These results demonstrate strong correlation between the two assays, indicating substantial equivalence in measurement.

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

    • Test Set Sample Size: n = 120 patient samples were used for the method comparison study.
    • Data Provenance: The document does not explicitly state the country of origin or whether the data was retrospective or prospective. However, based on the context of a 510(k) submission seeking equivalence to a previously approved device, these data are typically generated in controlled laboratory settings (often prospective testing of patient samples) by the manufacturer or authorized agents.

    3. Number of Experts Used to Establish Ground Truth and Qualifications

    • Number of Experts: Not applicable. This device is an immunoassay measuring a biomarker (NT-proBNP) quantitatively. The "ground truth" for the test set values is considered the measurements obtained by the predicate device itself, not an expert consensus on a diagnosis.
    • Qualifications of Experts: Not applicable.

    4. Adjudication Method for the Test Set

    • Adjudication Method: Not applicable. As this is a quantitative immunoassay comparison, there is no "adjudication" in the sense of independent expert review of cases. The comparison is statistical, comparing the results of the new device against the predicate device.

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

    • MRMC Study: No, a Multi-Reader Multi-Case (MRMC) comparative effectiveness study was not done. This type of study is relevant for diagnostic imaging or subjective interpretation tasks where human readers' performance is being evaluated, possibly with AI assistance. For a quantitative immunoassay, the performance is assessed by comparing its measurements to a reference method (the predicate device) and evaluating its analytical characteristics (precision, sensitivity, range).
    • Effect Size of Human Readers with/without AI assistance: Not applicable.

    6. Standalone Performance Study

    • Standalone Study: Yes, a standalone performance study was done for the Elecsys proBNP II STAT Assay. The "method comparison" section directly shows the performance of the new device alone against the predicate device on patient samples (n=120) and demonstrates its analytical performance characteristics (precision, analytical sensitivity, measuring range, hook effect, limitations) independently. The core of this 510(k) summary is to demonstrate that the device itself performs equivalently to the predicate to warrant a "substantially equivalent" classification.

    7. Type of Ground Truth Used

    • Type of Ground Truth: The "ground truth" for the method comparison study was the measurements obtained from the existing, legally marketed predicate device (Elecsys proBNP II Assay, K072437). This is a common approach in 510(k) submissions for in vitro diagnostic (IVD) devices seeking substantial equivalence where a well-established predicate device exists. The predicate device's measured values are treated as the reference standard for comparison.

    8. Sample Size for the Training Set

    • Training Set Sample Size: The document does not explicitly mention a separate "training set" or its size in the context of typical machine learning models. This is an immunoassay, not an AI/ML-based device in the common understanding. The development and optimization of such assays typically involve iterative laboratory testing and refinement of reagents, protocols, and instrument parameters, which could be considered an internal "training" process, but not in the sense of a distinct, labeled dataset for algorithm training.

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

    • Ground Truth for Training Set: Not applicable in the conventional sense of AI/ML training. The "ground truth" for developing and optimizing the assay itself would be based on established analytical chemistry principles, characterization of assay components (antibodies, calibrators), and performance against known reference materials or other validated laboratory methods. This iterative process leads to the final assay formulation and protocol, which is then formally validated using the test set described above against the predicate.
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    K Number
    K063662
    Date Cleared
    2008-07-21

    (591 days)

    Product Code
    Regulation Number
    862.1117
    Reference & Predicate Devices
    Predicate For
    N/A
    Why did this record match?
    Reference Devices :

    K022516, K032646, K051382, K051596

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

    The RAMP NT-proBNP Assay is a quantitative immunochromatographic test indicated for use as an in vitro diagnostic product used to measure N-terminal pro-brain natriuretic peptide (NT-proBNP) levels in EDTA whole blood. Measurement of NT-proBNP aids in the diagnosis and assessment of severity in individuals suspected of having heart failure and may aid in the risk stratification of patients with heart failure.

    Device Description

    The RAMP NT-proBNP Assay is a quantitative immunochromatographic test indicated for use as an in vitro diagnostic product used with a RAMP reader to measure N-terminal pro-brain natriuretic peptide (NT-proBNP) levels in EDTA whole blood. Mixed EDTA whole blood is added to the sample well of the Test Cartridge which houses the immunochromatographic test strip. The red blood cells are retained in the sample pad, and the separated plasma migrates along the strip. Fluorescent-dyed latex particles coated with anti-NT-proBNP antibodies bind to NT-proBNP, if present in the sample. As the sample migrates along the strip. NT-proBNP bound particles are captured at the detection zone, and additional particles are captured at the internal standard zone.

    The RAMP reader then measures the amount of fluorescence emitted by the complexes captured at the detection zone and at the internal standard zone. Using a ratio between the two fluorescence values, a quantitative reading is calculated.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the RAMP® NT-proBNP Assay, based on the provided 510(k) summary:

    1. Acceptance Criteria and Reported Device Performance

    The acceptance criteria are not explicitly stated as distinct pass/fail thresholds against which the device performance is measured. Instead, the document presents detailed performance characteristics (precision, linearity, limits, analytical specificity, interference) and then compares the clinical performance (method comparison, sensitivity/specificity, ROC analysis) against a predicate device (Roche Elecsys proBNP Assay) and using established cut-offs.

    However, based on the conclusions and the comparative data, we can infer some desired performance characteristics.

    Performance MetricAcceptance Criteria (Inferred/Implicit)Reported Device Performance
    Precision (Control Material)Within Run CV: Low concentrations < 10%; Mid-High concentrations < 7% (Inferred from predicate's expected performance and current device's results)NT-proBNP ng/L (140): Within Run CV 9.4%, Total CV 10.3%NT-proBNP ng/L (449): Within Run CV 6.4%, Total CV 9.8%NT-proBNP ng/L (1675): Within Run CV 5.5%, Total CV 8.9%
    Precision (Whole Blood Samples)CV: < 20% for very low concentrations, decreasing to < 5% for high concentrations (Inferred from industry standards for quantitative assays)Mean NT-proBNP ng/L (52): CV 20.7%Mean NT-proBNP ng/L (73): CV 16.6%Mean NT-proBNP ng/L (113): CV 12.1%Mean NT-proBNP ng/L (131): CV 10.3%Mean NT-proBNP ng/L (161): CV 6.6%Mean NT-proBNP ng/L (299): CV 7.4%Mean NT-proBNP ng/L (2306): CV 4.5%Mean NT-proBNP ng/L (4051): CV 4.4%Mean NT-proBNP ng/L (5889): CV 4.3%Mean NT-proBNP ng/L (8445): CV 5.4%Mean NT-proBNP ng/L (19504): CV 3.0%
    Precision (End User)Acceptable variability across operators (Inferred from standard QC practices)Level 1 CV (%): 9.3%, 9.5%, 15.5%, 8.8%, 11.8%, N/A; combined 11.0%Level 2 CV (%): 3.4%, 6.7%, 4.4%, 0.4%, 12.4%, 2.5%; combined 5.0%
    LinearityR-value near 1.00; Slope near 1.00; Offset near 0; Average recovery near 100% (Standard linearity requirements)High Concentration: R-value 1.00, Slope 1.06, offset -1.4 ng/L. Average recovery 108% (range 101-120%).Low Concentration: R-value 1.00, Slope 1.06, offset -2.0 ng/L. Average recovery 100% (range 85-110%).
    Hook EffectNo high dose hook effect observed within clinically relevant range (Critical for patient safety)No high dose hook effect up to 350,000 ng/L NT-proBNP.
    Limits of Detection (LoD)Clinically acceptable lower detection limit34 ng/L
    Limits of Blank (LoB)Low enough to distinguish from true blank27 ng/L
    Limits of Quantitation (LoQ)LoQ (20% CV) below clinical decision thresholds (Ensuring reliable measurement at relevant concentrations)57 ng/L (for 20% CV)
    Reportable RangeCovers clinically relevant range27 - 22,000 ng/L (levels > 22,000 ng/L reported as > 22,000 ng/L).
    Analytical Specificity (Cross-Rxn)Minimal or no cross-reactivity with specified physiological compounds (Ensuring accurate measurement of target analyte)No cross-reactivity observed with listed compounds up to maximum levels tested (e.g., ANP28, BNP32, CNP22, Angiotensins).
    Interference (Therapeutic Drugs)Average difference < 10% from unspiked samples for common therapeutic compounds (Ensuring drug compatibility)Average difference < 10% from unspiked samples for all listed therapeutic compounds (e.g., Acetaminophen, Furosemide, Isosorbide Dinitrate).
    Interference (Endogenous Substances)No interference at very high physiological concentrations (Ensuring robustness in various patient conditions)No interference observed with Hemoglobin (2 g/dL), Triglyceride (4 g/dL), Bilirubin (35 mg/dL), Cholesterol (500 mg/dL), Heparin (104 IU/mL).
    Method Comparison (vs. Elecsys)Correlation coefficient (R) > 0.95; Slope near 1.0; Intercept near 0 (Demonstrating strong agreement with a legally marketed predicate device)Slope 0.97 (95% CI: 0.95 to 1.00)Intercept 19.39 ng/L (95% CI: 14.20 to 24.67)Correlation coefficient (R) 0.98 (95% CI: 0.97 to 0.98)
    Clinical Sensitivity (Age-Stratified)High sensitivity for CHF patients (>85%) (Ensuring accurate identification of disease presence)Age < 75: Sensitivity 0.89 (95% CI: 0.84-0.93)Age > 75: Sensitivity 0.99 (95% CI: 0.92-1.0)
    Clinical Specificity (No Comorbidity)High specificity for non-CHF patients without comorbidities (>70-80%) (Ensuring accurate identification of disease absence in healthy individuals)Age < 75: Specificity 0.85 (95% CI: 0.80-0.88)Age > 75: Specificity 0.72 (95% CI: 0.53-0.87)
    Clinical Specificity (With Comorbidity)Clinically acceptable specificity, acknowledging the impact of comorbidities (Understanding device performance in complex patient populations)Age < 75: Specificity 0.43 (95% CI: 0.43-0.52)Age > 75: Specificity 0.48 (95% CI: 0.35-0.60) (Note: The wide CI for >75 suggests variability or smaller sample size, but the values are reported)
    ROC Analysis AUCAUC > 0.85 and comparable to predicate device (Demonstrating good discriminatory power)AUC 0.87 (for both RAMP and Elecsys assays)
    Correlation with NYHA ClassificationIncreasing NT-proBNP levels with increasing NYHA class (Supporting use in severity assessment)Mean NT-proBNP (ng/L) for NYHA Class I: 1686; II: 2831; III: 5737; IV: 8308 (shows clear trend of increasing mean with disease severity). This supports the claim that the system provides NT-proBNP results that correlate with severity of heart failure.

    Study Details

    2. Sample sizes for the test set and data provenance

    • Method Comparison Test Set (RAMP vs. Elecsys):
      • Total Patients Enrolled: 699
      • Samples analyzed within reportable range (34 ng/L to 22,000 ng/L): 580
      • HF Diagnosed: 274 (164 males, 110 females)
      • Non-HF Reference Group: 306 (124 males, 182 females)
      • Data Provenance: Not explicitly stated regarding country of origin, but implied to be from clinical sites where patients were enrolled. The use of "individual hospital criteria" suggests multiple sites. The study is prospective in nature, as samples were collected "for each of these subjects" and then analyzed by both devices.
    • Clinical Sensitivity and Specificity Test Set:
      • Total Subjects: 858
      • Diagnosed with HF: 299 (using local hospital criteria)
      • Non-HF with potentially confounding co-morbidity: 189
      • Reference Individuals (healthy, no co-morbidities): 370 (includes an additional 159 subjects from an additional clinical site without concomitant testing in the Elecsys system).
      • Data Provenance: Implied to be from clinical sites. The collection of "data collected from 858 subjects" suggests a mix of retrospective and prospective, however the descriptions of "presenting population" and "enrolled" subjects points more towards a prospective data collection. The additional 159 subjects were "added from an additional clinical site".

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

    The ground truth for Heart Failure (HF) diagnosis was primarily established "based on individual hospital criteria" and "using local hospital criteria." This implies that the diagnosis was made by treating physicians at the respective clinical sites. The document does not specify the number of experts or their specific qualifications (e.g., "radiologist with 10 years of experience").

    4. Adjudication method for the test set

    The document does not specify an explicit adjudication method (e.g., 2+1, 3+1, none) for the clinical diagnosis of heart failure. The ground truth ("local hospital criteria") suggests that hospital-based clinical judgment was used.

    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

    No, an MRMC comparative effectiveness study involving human readers and AI assistance was not done. This device is a quantitative immunochromatographic test for measuring NT-proBNP levels, not an AI-assisted diagnostic imaging device or a decision support system for human readers. The comparison is between the RAMP device and a predicate laboratory device (Roche Elecsys proBNP Assay) and the device's performance metrics (sensitivity, specificity) in diagnosing HF.

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

    Yes, a standalone performance study was clearly done. The entire "Summary of Studies" section details the performance characteristics of the RAMP NT-proBNP Assay when used without human intervention in interpreting the raw data. The RAMP reader provides a quantitative result (ng/L) of NT-proBNP levels. The clinical efficacy (sensitivity, specificity) is calculated based on these quantitative results against a clinical diagnosis (ground truth), demonstrating the algorithm's standalone performance.

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

    The primary ground truth used for heart failure diagnosis was clinical diagnosis based on individual hospital criteria. This would typically involve a combination of patient history, physical examination, imaging (e.g., echocardiogram), and other laboratory tests as judged by the treating clinicians. The document does not mention pathology or long-term outcomes data being used as the primary ground truth for the diagnostic studies.

    8. The sample size for the training set

    The document does not explicitly describe a separate "training set" for the RAMP NT-proBNP Assay algorithm in the context of machine learning. For chemical assays like this, the "training" (or development and optimization) of the assay itself is done during product development using various known concentrations and interfering substances. The performance characteristics studies (precision, linearity, LoD, LoQ, analytical specificity, interference) could be considered part of the internal validation/optimization process which might indirectly involve a "training set" of samples, but these are presented as characterization studies rather than specific training data for a machine learning model. The clinical evaluation samples (699 for method comparison, 858 for sensitivity/specificity) serve as the test sets for demonstrating performance.

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

    As there is no explicitly defined "training set" in the machine learning sense, the method for establishing its ground truth is not applicable/not provided. The ground truth for the performance characterization studies (e.g., linearity, LoD) would be established by preparing samples with known, precise concentrations of NT-proBNP (spiked blood or control material where the true concentration is known).

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    K Number
    K032646
    Date Cleared
    2003-11-12

    (77 days)

    Product Code
    Regulation Number
    862.1117
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K022516,K021317

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

    For the in vitro quantitative determination of N-terminal proBrain natriuretic peptide in human serum and plasma.

    Elecsys proBNP is used as an aid in the diagnosis of individuals suspected of having congestive heart failure. The test is further indicated for the risk stratification of patients with acute coronary syndrome and congestive heart failure.

    The electrochemiluminescence immunoassay "ECLIA" is intended for use on the Roche Elecsys 1010, Elecsys 2010 and MODULAR ANALYTICS E170 immunoassay analyzers

    Device Description

    A device for the measurement of human proBNP in serum or plasma.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and study information for the Elecsys® proBNP Immunoassay, based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria are not explicitly stated as strict pass/fail thresholds in the provided document. Instead, the document presents a comparative analysis against a predicate device (Elecsys proBNP (K022516)) and another predicate for conceptual use (Triage BNP (K021317)). The "acceptance" is implied by demonstrating substantial equivalence to these legally marketed devices.

    The table below summarizes the performance characteristics of the Elecsys proBNP (add'l indication) and compares them to the predicate devices. The "acceptance criteria" column reflects the performance of the primary predicate for the device.

    FeatureAcceptance Criteria (Elecsys proBNP K022516)Reported Device Performance (Elecsys proBNP - add'l indication)
    PrecisionWithin run: - 0.9%CV @ 474 pg/mL - 1.1%CV @ 8005 pg/mL - 0.9%CV @ 13682 pg/mL Total: - 5.8%CV @ 494 pg/mL - 4.1%CV @ 7827 pg/mL - 3.7%CV @ 13143 pg/mL E1010/2010 Within run: - 2.7%CV @ 175 pg/mL - 2.4%CV @ 355 pg/mL - 1.9%CV @ 1068 pg/mL - 1.8%CV @ 4962 pg/mL E1010/2010 Total: - 3.2%CV @ 175 pg/mL - 2.9%CV @ 355 pg/mL - 2.6%CV @ 1068 pg/mL - 2.3%CV @ 4962 pg/mLSame as Elecsys proBNP (K022516)
    Hook EffectNo effect up to 300,000 pg/mlNo effect up to 300,000 pg/ml
    Analytical Sensitivity5 pg/mL5 pg/mL
    Limitations (Interference)Bilirubin: No interference up to 35 mg/dL Hemoglobin: No interference up to 1.4 g/dL Triglycerides: No interference up to 4000 mg/dL Biotin: No interference up to 30 ng/mL Rheumatoid Factor: No interference up to 1500 IU/mLSame as Elecsys proBNP (K022516)
    Measuring Range5-35,000 pg/mL5-35,000 pg/mL

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

    The provided 510(k) summary does not contain specific details about the sample size used for the test set or the data provenance (e.g., country of origin, retrospective/prospective). It mainly focuses on the performance characteristics and comparison to predicate devices, but the underlying study details are not present.

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

    This information is not provided in the 510(k) summary. For an in vitro diagnostic device, "ground truth" for performance studies typically comes from reference methods, clinical diagnosis, or patient outcomes, rather than expert consensus on images or similar data.

    4. Adjudication Method for the Test Set

    This information is not provided in the 510(k) summary. Adjudication methods are more commonly described in studies where human interpretation of data is a variable (e.g., medical imaging studies).

    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

    No, a multi-reader multi-case (MRMC) comparative effectiveness study was not done. This type of study is relevant for devices involving human interpretation, especially AI-assisted diagnostic tools. The Elecsys proBNP Immunoassay is a laboratory-based immunoassay, not an AI-powered image analysis or interpretation tool.

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

    Yes, the performance characteristics presented (precision, hook effect, analytical sensitivity, measuring range, limitations) represent the standalone performance of the immunoassay itself, without human-in-the-loop performance impacting the measurement results. The device quantifies a biomarker directly.

    7. The Type of Ground Truth Used (expert consensus, pathology, outcomes data, etc.)

    For the performance characteristics described:

    • Precision and Analytical Sensitivity: Ground truth is established by well-defined analytical methods using control materials or spiked samples with known concentrations.
    • Hook Effect: Established by testing samples with extremely high concentrations to determine if the assay accurately reports or produces a falsely low result.
    • Limitations (Interference): Established by testing samples spiked with known interferents at various concentrations.

    For the clinical indications for use (aid in diagnosis of CHF, risk stratification for ACS and CHF), the underlying ground truth would be established through clinical diagnosis, patient outcomes, and potentially other diagnostic tests in clinical trials (which are not detailed in this 510(k) summary).

    8. The Sample Size for the Training Set

    This information is not applicable and is not provided. The Elecsys proBNP Immunoassay is a traditional immunoassay, not a machine learning or AI-based device that requires a "training set" in the computational sense. The assay is developed and validated through biochemical and analytical testing.

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

    As noted above, this is not applicable for this type of device.

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