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510(k) Data Aggregation
(90 days)
CardioPhase hsCRP is an in-vitro diagnostic reagent for the quantitative determination of C-reactive protein (CRP) in human serum, and heparin and EDTA plasma by means of particle enhanced immunonephelometry using the BN II and BN ProSpec® System. In acute phase response, increased levels of a number of plasma proteins, including C-reactive protein, is observed. Measurement of CRP is useful for the detection and evaluation of infection, tissue injury, inflammatory disorders and associated diseases. High sensitivity CRP (hsCRP) measurements may be used as an independent risk marker for the identification of individuals at risk for future cardiovascular disease. Measurements of hsCRP, when used in conjunction with traditional clinical laboratory evaluation of acute coronary syndromes, may be useful as an independent marker of prognosis for recurrent events, in patients with stable coronary disease or acute coronary syndromes.
The CardioPhase hsCRP assay is an in-vitro diagnostic reagent for the quantitative determination of Creactive protein (CRP) in human serum, and heparinized and EDTA plasma by means of particleenhanced immunoassay determination. The assay is traceable to the international standard ERM-DA474/IFCC. N Rheumatology Standard SL (cleared under K964527) is used for the establishment of reference curves for the immunonephelometric determination of C-reactive protein on the BN II and BN ProSpec® Systems. This calibrator consists of a mixture of human sera and elevated concentrations of CRP. The CardioPhase hsCRP reagent is a suspension of polystyrene (Latex) particles to which mouse monoclonal anti-human CRP antibodies (
Here's a breakdown of the acceptance criteria and the study that proves the device meets them, based on the provided text:
1. Table of Acceptance Criteria and Reported Device Performance
The acceptance criteria for the method comparison study were that "Results from each lot of CardioPhase hsCRP met the predefined acceptance criteria." While the specific numerical acceptance criteria (e.g., maximum allowable bias) are not explicitly detailed in a table format within the provided text, the successful outcome is stated, and the resulting performance is presented as follows:
Performance Metric | Lot 1 CardioPhase hsCRP | Lot 2 CardioPhase hsCRP | Lot 3 CardioPhase hsCRP |
---|---|---|---|
Sample Size (N) | 119 | 116 | 113 |
Range | 5.523 – 197.746 mg/L | 5.378 – 199.150 mg/L | 5.501 – 199.503 mg/L |
Regression Equation (y = mx + b) | y = 0.959x + 0.932 mg/L | y = 0.955x + 0.584 mg/L | y = 1.032x - 0.070 mg/L |
Correlation Coefficient (r) | 0.994 | 0.996 | 0.994 |
Coefficient of Determination (r²) | 0.989 | 0.991 | 0.989 |
Observed Max Predicted Bias (for 10, 100, 150, 200 mg/L) | 5.2% (relative) | Not explicitly stated per lot, but given as overall maximum. | Not explicitly stated per lot, but given as overall maximum. |
Overall Max Predicted Bias | 5.2% (relative) | 5.2% (relative) | 5.2% (relative) |
2. Sample Sizes Used for the Test Set and Data Provenance
- Sample Size:
- Lot 1: N = 119
- Lot 2: N = 116
- Lot 3: N = 113
- The total number of samples used in the method comparison study is the sum of these, which is 348.
- Data Provenance: The study was conducted at the "company site in Marburg, Germany." The samples used were "Native serum samples." The text does not explicitly state whether the samples were retrospective or prospective, but the phrasing "Native serum samples were measured" suggests they were existing samples at the time of the study rather than collected specifically for this study.
3. Number of Experts Used to Establish the Ground Truth for the Test Set and Their Qualifications
This information is not provided in the text. The study describes a method comparison between two quantitative laboratory assays (CardioPhase hsCRP and RCRP Flex reagent cartridge). For this type of in-vitro diagnostic device, the "ground truth" is typically defined by the reference method or the predicate device's measurement, not by human expert consensus or adjudication in the way it might be for image-based diagnostic AI.
4. Adjudication Method for the Test Set
Not applicable for this type of in-vitro diagnostic device and study design. The comparison is quantitative between two analytical methods, not involving human interpretation requiring adjudication.
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 typically performed for image analysis or other diagnostic tools where human interpretation is a key component. The CardioPhase hsCRP is an in-vitro diagnostic reagent for quantitative measurement, which does not involve human readers in the same way.
6. If a Standalone (i.e., algorithm only without human-in-the-loop performance) Was Done
Yes, the study described is a standalone performance study of the CardioPhase hsCRP assay compared to a predicate device. It evaluates the device's ability to quantitatively determine C-reactive protein concentrations independently. No human-in-the-loop component is mentioned for the performance evaluation itself.
7. The Type of Ground Truth Used
The "ground truth" for this method comparison study was established by the predicate device, RCRP Flex® reagent cartridge, which runs on the Dimension clinical chemistry system. Both the proposed device (CardioPhase hsCRP) and the predicate device are traceable to the international standard ERM-DA474/IFCC for C-reactive protein measurements. Therefore, the predicate device's measurements serve as the reference for comparison, and that reference itself is traceable to an international standard.
8. The Sample Size for the Training Set
The text does not specify a separate training set or its sample size. The described "method comparison study" is focused on verifying the performance of the device for regulatory submission, using a test set of samples. For in-vitro diagnostic devices, "training sets" are usually relevant for developing the assay itself (e.g., optimizing reagent concentrations, reaction conditions), but this information is not typically detailed in a 510(k) summary with respect to a "training set" of patient data for algorithm development.
9. How the Ground Truth for the Training Set Was Established
As no specific "training set" of patient samples is described in the provided text in the context of algorithm development, this information is not applicable. The assay itself relies on a biochemical principle and calibration traceable to an international standard (ERM-DA474/IFCC), and the calibration is established using N Rheumatology Standard SL, which is traceable to Siemens internal Master Calibrator, which is in turn directly traceable to ERM-DA474/IFCC.
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(621 days)
N Latex FLC kappa and lambda are in-vitro diagnostic reagents for the quantitative determination of free light chains (FLC), type kappa or type lambda in human serum and EDTA-plasma. N Latex FLC kappa and lambda assays are used:
• as an aid in the diagnosis and monitoring of multiple myeloma (MM) on the BN Systems and Atellica® CH Analyzer,
• as an aid in the diagnosis of amyloidosis (AL) on the BN Systems and Atellica® CH Analyzer,
• as an aid in the evaluation of Monoclonal Gammopathy of Undetermined Significance (MGUS) on the BN Systems.
Results of FLC measurements should always be interpreted in conjunction with other laboratory and clinical findings.
The N Latex FLC (free light chain) assays are in vitro diagnostic reagents for the quantitative determination of free light chains, type kappa or type lambda, in human serum and EDTA plasma by means of particle-enhanced immunoassay determination. Used in conjunction with other clinical and laboratory findings, FLC measurements are used as an aid in the diagnosis and monitoring of multiple myeloma (MM), as an aid in the diagnosis of amyloidosis (AL) and on the BN Systems, as an aid in the evaluation of MGUS.
Polystyrene particles coated with antibodies to human free light chains, type kappa or lambda, are agglutinated when mixed with samples containing FLC. These aggregates scatter a beam of light passed through the sample. The intensity of the scattered light is proportional to the concentration of the respective protein in the sample. The result is evaluated by comparison with a standard of known concentration.
Here's an analysis of the acceptance criteria and the study that proves the device meets them, based on the provided text:
1. Table of Acceptance Criteria and Reported Device Performance
The acceptance criteria are implicitly defined by the concordance percentages achieved in various patient cohorts. The document does not explicitly state numerical thresholds as "acceptance criteria" but rather presents the performance results.
Study Endpoint / Criteria | Reported Device Performance |
---|---|
MGUS Concordance (Overall): The ability of the device to correctly identify patients with MGUS based on FLC measurements. | 50.4% Concordance across 121 MGUS samples (89 Non-IgM, 21 IgM, 11 LC MGUS). |
LC MGUS Concordance: The ability of the device to correctly identify patients with Light Chain MGUS (LC MGUS) based on an abnormal FLC-Ratio and elevated iFLC. | 90.9% Concordance across 11 LC MGUS samples when considering both criteria (abnormal FLC-Ratio and positive for iFLC elevation). 10 samples were positive for both criteria, and 1 for one criterion. |
Polyclonal Immunostimulation Concordance: The ability of the device to correctly differentiate polyclonal immunostimulation from MGUS, yielding a low concordance for MGUS. | 90.2% Concordance across 102 polyclonal immunostimulation samples. (This implies a high agreement that these samples are not MGUS, aligning with the expected performance of a device aiding in MGUS evaluation by not falsely classifying non-MGUS as MGUS). |
Agreement with Clinical Diagnosis for Stable MGUS: The device's ability to show stability in FLC measurements consistent with clinically stable MGUS. | 98.4% Agreement across 61 stable MGUS patients. Agreement was defined by: 1) κ/λ ratio within the reference interval of 0.53 - 1.51 at the last draw, AND 2) two consecutive assessments not showing a relative change of ≥ 25% for the involved free light chain (iFLC). |
Agreement with Clinical Diagnosis for Progressive MGUS: The device's ability to show changes in FLC measurements consistent with progression from MGUS to MM. | 75.0% Agreement across 4 progressive MGUS patients. Agreement was defined by: 1) κ/λ ratio outside the reference interval of 0.53 - 1.51 at the time of clinical MM diagnosis, AND 2) two consecutive assessments showing a relative change of ≥ 25% for the involved light chain (iFLC). (Note: The small sample size here for progressive cases should be considered when interpreting this percentage). |
2. Sample Sizes Used for the Test Set and Data Provenance
- MGUS Concordance:
- Test Set Sample Size: 121 MGUS samples (89 Non-IgM, 21 IgM, 11 LC MGUS)
- Data Provenance: Not explicitly stated, but the study was described as a "multi-center study," suggesting samples were collected from various clinical sites. It is implied to be retrospective as they are described as "clinically defined samples" and patients with "diagnosed" MGUS or polyclonal immunostimulation.
- LC MGUS Concordance:
- Test Set Sample Size: 11 LC MGUS samples (subset of the 121 MGUS samples).
- Data Provenance: Same as above (multi-center, implied retrospective).
- Polyclonal Immunostimulation Concordance:
- Test Set Sample Size: 102 specimens.
- Data Provenance: Same as above (multi-center, implied retrospective).
- Evaluation of MGUS Patients (Stable Cohort):
- Test Set Sample Size: 61 patients.
- Data Provenance: Not explicitly stated, but patients were "initially diagnosed for MGUS" and "evaluated over different time periods" with "at least 4 sample draws at various time intervals," indicating a prospective or longitudinal study design over time.
- Evaluation of MGUS Patients (Progressive Cohort):
- Test Set Sample Size: 4 patients.
- Data Provenance: Same as above (prospective/longitudinal).
3. Number of Experts Used to Establish the Ground Truth for the Test Set and Qualifications
The document does not specify the number or qualifications of experts used to establish the ground truth for the test set. It refers to "clinically defined samples" and "clinical diagnosis," implying that the ground truth was based on a comprehensive clinical assessment, likely by medical professionals (e.g., oncologists, hematologists), but the details are not provided.
4. Adjudication Method for the Test Set
The document does not describe an adjudication method for establishing the ground truth of the test set (e.g., 2+1, 3+1). The ground truth appears to be based on pre-existing "clinical diagnosis" or "clinically defined samples."
5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study
- No, an MRMC comparative effectiveness study was not done. This device is an in-vitro diagnostic reagent, which provides quantitative measurements, not an imaging device that human readers interpret. Therefore, the concept of "human readers improve with AI vs without AI assistance" is not applicable in this context.
6. Standalone (Algorithm Only Without Human-in-the-Loop Performance) Study
- Yes, a standalone performance study was done. The studies described (concordance and evaluation of stable/progressive patients) assessed the performance of the N Latex FLC assays (the "device" or "algorithm" in this context) directly against clinical diagnoses and criteria. The results are reported as the "N Latex FLC κ/λ Ratio Concordance" and "N Latex FLC results," indicating an assessment of the device's output without direct human-in-the-loop interpretation of the assay results during the diagnostic process itself (though human interpretation of the FLC results in conjunction with other clinical findings is part of the intended use).
7. Type of Ground Truth Used
The ground truth used was expert consensus / clinical diagnosis / outcomes data.
- "Clinically defined samples" with diagnoses of MGUS or polyclonal immunostimulation.
- "Clinical diagnosis of MGUS" and "change in clinical diagnosis of MGUS to MM" for the stable and progressive cohorts, respectively. This implies that the ground truth was established by medical professionals using a combination of clinical findings, established diagnostic criteria, and other laboratory results, which could be considered a form of expert consensus or clinical outcomes.
8. Sample Size for the Training Set
The document does not report on a separate training set or its sample size. The performance data provided is for the evaluation of the device, implying the device was already developed. For an in-vitro diagnostic assay like this (which is a reagent test and analytical system), the "training" typically refers to the development and optimization of the assay's chemical and biological components, calibration, and establishment of analytical performance characteristics, rather than machine learning model training on a distinct labeled dataset. The document refers to prior submissions (K171742 and K182098) for "previously documented analytical and clinical studies," which likely covered the initial development and analytical validation.
9. How the Ground Truth for the Training Set Was Established
As no explicit "training set" for an AI/ML model is mentioned, this question is not directly applicable. For a traditional diagnostic assay, the "ground truth" during development involves rigorous analytical validation (e.g., using reference materials, spiked samples, and comparison to established methods) and initial clinical studies to define normal ranges and characteristic responses in different disease states. These would have been established through standard laboratory and clinical practices, likely involving certified reference materials, reference methods, and clinical expert assessment of patient samples.
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(158 days)
N Latex FLC kappa and lambda assays: In-vitro diagnostic reagents for the quantitative determination of free light chains (FLC), type kappa or type lambda, in human serum and EDTA plasma by means of particle-enhanced immunonephelometry using the BN Systems. FLC measurements are used as an aid in the diagnosis of multiple myeloma (MM) and amyloidosis (AL).
N FLC Supplementary Reagent: Supplementary reagent for the immunonephelometric determination of free light chains (FLC), type kappa and type lambda on BN Systems. A mixture of both supplementary reagents is used to suppress interference by rheumatoid factors and human anti-mouse antibodies (HAMA).
N FLC Standard SL: Establishment of reference curves for the determination of free light chains (FLC), type kappa and type lambda on the BN Systems.
N FLC Controls SL1 and SL2: The N FLC Controls SL1 and SL2 are for use as assayed accuracy controls in the determination of free light chains (FLC), type kappa and type lambda by immunonephelometry with the BN Systems.
The N Latex FLC (free light chain) assays are in vitro diagnostic reagents for the quantitative determination of free light chains, type kappa or type lambda, in human serum and EDTA plasma by means of particle-enhanced immunonephelometry using the BN™ II and BN ProSpec® Systems. Used in conjunction with other clinical and laboratory findings, FLC measurements are used as an aid in the diagnosis of multiple myeloma (MM) and amyloidosis (AL). Used in conjunction with the assay reagents, N FLC Standard SL is for use in the establishment of reference curves for the determination of free light chains, type kappa and type lambda on the BN™ II and BN ProSpec® Systems. The N FLC Control SL 1 and 2 products are for use as assayed accuracy controls and precision controls in the determination of free light chains, type kappa and type lambda by immunonephelometry with the BN™ II and BN ProSpec® Systems. The FLC test systems are based upon the principles of particle-enhanced immunonephelometry. Polystyrene particles coated with monoclonal antibodies to human free light chains, type kappa or lambda, respectively, are agglutinated when mixed with samples containing FLC. These aggregates scatter a beam of light passed through the sample. The intensity of the scattered light is proportional to the concentration of the respective protein in the sample. The result is evaluated by comparison with a standard of known concentration.
The provided text describes the Siemens N Latex FLC kappa and N Latex FLC lambda assays, along with their associated calibrators and controls. These devices are intended for the quantitative determination of free light chains (FLC) in human serum and EDTA plasma, used as an aid in diagnosing multiple myeloma (MM) and amyloidosis (AL).
Here's an analysis of the acceptance criteria and the study that proves the device meets them:
1. Table of Acceptance Criteria and Reported Device Performance
The acceptance criteria are generally implied by the performance characteristics presented in the study. For analytical performance, typical acceptance limits for precision (CV%), linearity, and interference are industry standards for IVD devices. For clinical performance, the reported sensitivity and specificity values against clinical diagnosis are the acceptance metrics.
Acceptance Criteria Category | Specific Metric | Acceptance Criteria (Implied/Standard) | Reported Device Performance and Remarks |
---|---|---|---|
Analytical Performance | Precision (Total CV%) | Typically |
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