K Number
K241423
Date Cleared
2024-06-07

(18 days)

Product Code
Regulation Number
866.6010
Panel
IM
Reference & Predicate Devices
AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
Intended Use

Access Thyroglobulin assay is a paramagetic particle, chemiluminescent immunossay for the quantitative determination of thyroglobulin levels in human serum and plasma using the Access Immunoassay Systems. This device is intended to aid in monitoring for the presence of persistent or recurrent/metastatic disease in patients who have differentiated thyroid cancer (DTC) and have had thyroid surgery (with or without ablative therapy), and who lack serum thyroglobulin antibodies.

Device Description

The Access Thyroqlobulin assay consists of the reagent pack and calibrators. Other items needed to run the assay include the Access Thyroglobulin Sample Diluent, substrate and wash buffer. The Access Tq assay along with the Access wash buffer and substrate are designed for use with the Access Immunoassay Systems in a clinical laboratory setting.

The change does not impact or change the other components that are used with this reagent pack. The modification does not affect the indications of the device or alter the fundamental scientific technology of the device.

A description of the reagent pack is provided below.

WellIngredients
R1a:Dynabeads* paramagnetic particles coated with streptavidin
and coupled to biotinylated mouse monoclonal
antithyroglobulin antibodies, suspended in a TRIS buffer with
protein (bovine),
AI/ML Overview

The provided document is a 510(k) Premarket Notification from the FDA for the Access Thyroglobulin assay. It does not describe an AI/ML-based medical device. Therefore, many of the requested criteria about AI/ML studies (such as MRMC studies, ground truth establishment for training sets, number of experts for test set ground truth, etc.) are not applicable to this submission.

The acceptance criteria and study proving the device meets them are related to the analytical performance of an immunoassay, not a software algorithm.

Here's a breakdown based on the provided text, addressing the applicable points and noting where information is not present or not relevant to AI/ML:

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

The document focuses on demonstrating substantial equivalence to a predicate device, primarily through a matrix comparison study for a new sample type (plasma in addition to serum). The "acceptance criteria" are implied by the statistical analyses and acceptable ranges for slope, intercept, and correlation coefficient in the matrix comparison, aiming for agreement between the new sample type and the established serum sample type.

Acceptance Criteria (Implied by Study Design for Matrix Comparison):
For the Matrix Comparison study, the implicit acceptance criteria are that the Passing-Bablok linear regression results (slope, intercept, and correlation coefficient) demonstrate substantial equivalence between the new sample types (Li-heparin plasma, Na-heparin plasma) and serum. While explicit numeric acceptance criteria are not stated, typically for such comparisons, a slope close to 1, an intercept close to 0, and a high correlation coefficient (e.g., >0.97) are expected within their confidence intervals.

Reported Device Performance (Matrix Comparison):

Plasma/SerumNRange (ng/mL)Slope (95% CI)Intercept (95% CI)Correlation Coefficient (r)
Li-heparin plasma vs Serum450.227 to 494.0701.000 (0.983; 1.015)0.163 (-0.212; 0.712)0.999
Na-heparin plasma vs Serum450.227 to 494.0701.021 (1.010; 1.039)0.147 (-0.246; 0.952)0.999

Other Performance Claims Transferred from Predicate:
The document states that claims for "method comparison, imprecision, reproducibility, high-dose hook effect, linearity, dilution recovery, detection capability and analytical specificity are being transferred from file K220972." This implies these studies were performed and met acceptance criteria for the predicate device, and the current modification (addition of plasma sample type) does not invalidate them. Explicit tables for these are not in the provided text.

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

  • Test Set Sample Size: For the Matrix Comparison study, 45 matched sets of serum and plasma samples were used for each comparison (Li-heparin plasma vs Serum, and Na-heparin plasma vs Serum). The minimum specified was 40 matched sets.
  • Data Provenance: The document does not specify the country of origin of the data or whether the study was retrospective or prospective. Given it's a clinical lab device, the samples would typically be from clinical settings.

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

This is not applicable as the device is an immunoassay, not an AI/ML device relying on human interpretation of images or other complex data for ground truth. The "ground truth" here is the quantitative measurement of thyroglobulin by the predicate method (serum measurement) against which the new sample type (plasma measurement) is compared. The reference values are analytical measurements, not expert consensus.

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

Not applicable for an immunoassay analytical validation. The ground truth (serum concentration) is established by the assay itself, not by human adjudication.

5. If a multi reader multi case (MRMC) comparative effectiveness study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance

Not applicable. This is not an AI/ML device, and there are no "human readers" interpreting images assisted by AI.

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

Yes, in a sense. The "standalone" performance for this device refers to its analytical performance as a laboratory test. The Matrix Comparison study assesses the device's capability to accurately measure thyroglobulin in plasma samples compared to serum samples, without human interpretive input affecting the measurement itself. The results shown in point 1 demonstrate this "standalone" analytical performance.

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

The ground truth for the matrix comparison study was the quantitative thyroglobulin concentration measured in human serum using the previously cleared Access Thyroglobulin assay. The new sample types (plasma) were compared to these established serum values.

8. The sample size for the training set

Not applicable. This is not an AI/ML device that requires a training set. The assay's parameters are determined through reagent development and analytical validation, not machine learning training.

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

Not applicable, as there is no training set for this type of device.

§ 866.6010 Tumor-associated antigen immunological test system.

(a)
Identification. A tumor-associated antigen immunological test system is a device that consists of reagents used to qualitatively or quantitatively measure, by immunochemical techniques, tumor-associated antigens in serum, plasma, urine, or other body fluids. This device is intended as an aid in monitoring patients for disease progress or response to therapy or for the detection of recurrent or residual disease.(b)
Classification. Class II (special controls). Tumor markers must comply with the following special controls: (1) A guidance document entitled “Guidance Document for the Submission of Tumor Associated Antigen Premarket Notifications (510(k)s) to FDA,” and (2) voluntary assay performance standards issued by the National Committee on Clinical Laboratory Standards.