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510(k) Data Aggregation
(203 days)
JJY
For In Vitro Diagnostic use only.
Multichem IA Plus is intended for use as a quality control serum to monitor the precision of laboratory testing procedures for the analytes listed in the package insert.
The Multichem IA Plus control is prepared from human serum to which purified biochemical material (extracts of human and animal origin), chemicals, drugs, preservatives and stabilizers have been added. The control is used in liquid form for convenience.
The use of quality control materials is indicated as an objective assessment of the precision of methods and techniques in use and is an integral part of good laboratory practices. Three levels of control are available to allow performance monitoring within the clinical range.
Multichem IA Plus controls are prepared from human serum with added constituents of human and animal origin, chemicals, therapeutic drugs, stabilizers and preservatives. The control is provided in liquid form for convenience.
Each donor unit used in the preparation of the control material was tested by United States Food and Drug Administration (FDA) approved methods and found to be negative for antibodies to HIV and HCV, and non-reactive for HBsAg.
This document is a 510(k) premarket notification for a quality control material (Multichem IA Plus), not an AI/ML medical device. Therefore, the information requested in your prompt regarding acceptance criteria and studies proving an AI/ML device meets them (e.g., sample size, expert ground truth, MRMC studies, standalone performance, training set details) is not applicable or present in this document.
The document discusses the substantial equivalence of the "Multichem IA Plus" control to a previously marketed predicate device (K132091). The "study" referenced is primarily performance data related to product stability (open vial stability and shelf-life) for various analytes, which are typical for quality control materials in in-vitro diagnostics, not AI/ML algorithms.
Here's what can be extracted from the document relevant to its specific context:
1. A table of acceptance criteria and the reported device performance:
The document doesn't present "acceptance criteria" for an AI/ML device's performance metrics like accuracy, sensitivity, or specificity. Instead, it details stability claims for a quality control material.
Acceptance Criteria (Product Claim) | Reported Device Performance (Stability Studies) |
---|---|
Open Vial Stability (at 2 to 8°C): | Achieved (based on claims stated by manufacturer) |
- All analytes (general) | 10 days |
- C-Peptide, Homocysteine, Calcitonin & Troponin T | 7 days |
- PTH Intact, Troponin I & 25OH Vitamin D | 4 days |
- Folate | 2 days |
- ACTH | 8 hours |
- BNP | 1 hour |
Storage (Unopened)/Shelf-Life: | Achieved (based on claims stated by manufacturer) |
- At -20° to -80°C | 36 months |
2. Sample size used for the test set and the data provenance:
- Sample Size: Not explicitly stated in terms of number of "samples" for each stability test. The document mentions "Stability studies have been performed," but does not quantify the number of batches or measurements.
- Data Provenance: The studies were performed by the manufacturer, Technopath Manufacturing Ltd. No information about country of origin of the data beyond the manufacturer's location (Fort Henry Business Park, Ballina, Co. Tipperary, Ireland) is provided. These are laboratory studies for product stability, not clinical data sets.
- Retrospective or Prospective: These would typically be prospective stability studies, where the product is tracked over time under specified conditions.
3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts:
This concept is not applicable to the type of device described. Ground truth for a quality control material's stability is established through analytical testing against known reference methods or specifications, not through expert consensus on images or clinical cases.
4. Adjudication method (e.g. 2+1, 3+1, none) for the test set:
Not applicable. Adjudication methods are relevant for subjective interpretations of data, typically in diagnostic imaging or clinical assessments, not for quantitative chemical measurements of control materials.
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 a laboratory quality control material, not a diagnostic imaging AI with human readers.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done:
Not applicable. This device is a reagent/control material, not an algorithm.
7. The type of ground truth used:
The "ground truth" for this device's performance (stability) would be based on:
- Analytical Chemistry Measurements: Direct measurement of analyte concentrations over time using validated analytical methods.
- Pre-defined Specifications: The manufacturer's internal specifications for acceptable recovery of analytes and stability limits.
8. The sample size for the training set:
Not applicable. As this is not an AI/ML device, there is no "training set."
9. How the ground truth for the training set was established:
Not applicable. No training set.
In summary, the provided document is a 510(k) for an in vitro diagnostic quality control material, not an AI/ML medical device. Therefore, the requested information regarding AI/ML device validation is not present. The "performance data" refers to the stability of the chemical control material.
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(78 days)
JJY
The Audit® MicroControls™ Linearity FD Tumor Markers II is intended to simulate human patient samples for use as assayed quality control material, determining linearity, callbration verification of reportable range for the HE4 and HER2 analytes.
The Audit® MicroControlsTM Linearity FD Tumor Markers II is for In Vitro Diagnostic use only.
The Audit® MicroControls™ Linearity FD Tumor Markers II is an in-vitro diagnostic device consisting of sets of 5 levels of freeze-dried, linearity material and additives in human based serum. The product contains the following analytes: HE4 and HER2. Each set consists of 5 levels labeled Level A, B, C, D and E. Each level has a fill size of 1ml. Materials of human origin used in the manufacture of this linearity set have been tested using FDA approved methods and are found to be non-reactive for HbsAg and antibodies to HCV and HIV-1/2.
This document describes the Audit® MicroControls™ Linearity FD Tumor Markers II, an in-vitro diagnostic device. The provided text, however, focuses on the substantial equivalence review for a regulatory submission (510(k)) and details the device's characteristics, intended use, and performance data from stability studies. It does not present a study designed to prove the device meets specific acceptance criteria in terms of diagnostic accuracy or clinical effectiveness, as it is a quality control material.
The "acceptance criteria" discussed here relate to the stability and value assignment of the control material, not to diagnostic performance metrics like sensitivity or specificity for a medical imaging device. The "performance" refers to the stability of the control material and its ability to provide target values.
Therefore, many of the requested points are not applicable to this type of device and submission. I will address the relevant points based on the provided text.
Acceptance Criteria and Reported Device Performance
As this device is a quality control material, the acceptance criteria relate to its stability and the establishment of target values for its analytes (HE4 and HER2).
Acceptance Criteria Category | Specific Criteria/Study Type | Reported Device Performance/Findings |
---|---|---|
Shelf Life Stability | Accelerated Stability Study: To establish a claimed shelf life. (Specific numerical criteria for % deviation or other metrics are not provided in this summary but are stated as "Acceptance criteria were met to support the product claims.") | Shelf Life: 2 years, when stored unopened at 2-8º C. (Supported by accelerated stability studies; real-time studies are ongoing.) |
Open Vial Stability | Real-Time Stability Study: To establish a claimed open vial stability period. (Specific numerical criteria for % deviation or other metrics are not provided in this summary but are stated as "Acceptance criteria were met to support the product claims.") | Open Vial Stability: 7 days, when stored tightly capped at 2-8º C. (Supported by real-time stability studies.) |
Value Assignment | Multiple Measurements: Each analyte at each level was measured multiple times to establish mean target concentration values. | HE4/Roche Cobas e411 (pmol/L) Target Values and Ranges: |
Level A: 20.5 (Range 16.4-24.6) | ||
Level B: 380.6 (Range 304.5-456.7) | ||
Level C: 783.9 (Range 627.1-940.7) | ||
Level D: 1217.8 (Range 974.2-1461.4) | ||
Level E: 1461.0 (Range 1168.8-1753.2) |
HER2/Siemens Centaur XP (ng/ml) Target Values and Ranges:
Level A: 5.1 (Range 4.1-6.1)
Level B: 74.0 (Range 59.2-88.8)
Level C: 146.0 (Range 116.8-175.2)
Level D: 241.3 (Range 193.1-289.6)
Level E: 303.0 (Range 242.4-363.7) |
| Linearity (expected) | The "Levels B, C and D produced according to the following dilution scheme:" suggests that the material is designed to demonstrate a linear relationship between levels. | The dilution scheme is provided:
Level B = 0.75(Level A) + 0.25(Level E)
Level C = 0.5(Level A) + 0.5(Level E)
Level D = 0.25(Level A) + 0.75(Level E) |
Additional Information based on request:
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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: Not explicitly stated in terms of number of distinct samples for the stability studies or value assignment. The studies involved analyzing "vials representative of the entire lot" and "multiple times" for value assignment.
- Data Provenance: The studies were conducted by Aalto Scientific, Ltd. in Eatonton, GA, USA. The data would be considered prospective for the stability studies. The origin of the human serum matrix is not specified beyond "human serum."
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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)
- Not Applicable. The "ground truth" for this device refers to the assigned target values and stability characteristics of the quality control material itself, determined through laboratory measurements, not human expert interpretation of clinical data.
-
Adjudication method (e.g. 2+1, 3+1, none) for the test set
- Not Applicable. This is not a study requiring adjudication of diagnostic interpretations. The value assignment was based on "mean value" from "multiple measurements" using specific laboratory analyzers and reagents.
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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 a quality control material, not an AI diagnostic device that assists human readers.
-
If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
- Not Applicable. This is a quality control material. However, the performance assessment of the control material (stability, value assignment) is done in a "standalone" laboratory setting by measuring it on specified clinical chemistry analyzers.
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The type of ground truth used (expert consensus, pathology, outcomes data, etc)
- The "ground truth" for this quality control material is the assigned target concentration values for HE4 and HER2 established through repeated measurements on specific reference instruments (Siemens Centaur XP for HER2 and Roche Cobas e411 for HE4) using their corresponding reagents. This is a form of analytical reference measurement.
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The sample size for the training set
- Not Applicable. This device is a quality control material and does not use a "training set" in the context of an AI/machine learning algorithm. The "value assignment" uses multiple measurements on specific instruments to determine the target values for each level.
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How the ground truth for the training set was established
- Not Applicable. As there is no training set, this question is not relevant. However, the target values for the control material were established by measuring each analyte multiple times on the specified analyzers, and the mean value was used as the target concentration. "All supporting data is retained on file at Aalto Scientific, Ltd." (Page 6).
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(74 days)
JJY
Liquichek Tumor Marker Control is intended for use as an assayed quality control serum to monitor the precision of laboratory testing procedures for the analytes listed in this package insert.
Liquichek Tumor Marker Control is prepared from human source material with added constituents of human and animal origin, chemicals, stabilizers and preservatives. The control is provided in liquid form for convenience.
This document is a 510(k) Summary for a quality control material, not a medical device that would typically undergo a study with acceptance criteria for diagnostic performance (e.g., sensitivity, specificity, AUC). Instead, the "acceptance criteria" here refer to the stability claims of the control material, and the "study" is the stability testing performed.
Here's a breakdown of the requested information based on the provided text:
1. A table of acceptance criteria and the reported device performance
For a quality control material, "acceptance criteria" are typically related to its stability and ability to maintain its assigned values over specific storage conditions and timeframes. The performance is the duration for which these conditions are met.
Characteristic | Acceptance Criteria (Claimed Stability) | Reported Device Performance (Established Stability) |
---|---|---|
Thawed and Opened Stability | IGF-1: 15 days at 2 to 8°C | |
CA 125: 10 days at 2 to 8°C | ||
All other analytes: 30 days at 2 to 8°C | IGF-1: 15 days at 2 to 8°C | |
CA 125: 10 days at 2 to 8°C | ||
All other analytes: 30 days at 2 to 8°C | ||
Thawed and Unopened Stability | IGF-I, PAP: 35 days at 2 to 8°C | |
Free PSA: 30 days at 2 to 8°C | ||
CA 125: 14 days at 2 to 8°C | ||
All other analytes: 60 days at 2 to 8°C | IGF-I, PAP: 35 days at 2 to 8°C | |
Free PSA: 30 days at 2 to 8°C | ||
CA 125: 14 days at 2 to 8°C | ||
All other analytes: 60 days at 2 to 8°C | ||
Frozen Aliquot Stability | All analytes: 30 days at -20°C to -70°C | All analytes: 30 days at -20°C to -70°C |
Shelf Life Stability | 28 months at -20 to -70°C | 28 months at -20 to -70°C |
2. Sample size used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective)
The document does not explicitly state a "sample size for the test set" in the context of clinical performance or diagnostic accuracy. Instead, it refers to stability studies. The details for these studies are:
- Sample Size: Not specified in terms of number of runs or batches, but implies "a representative sampling of this lot of product" was used for value assignment and stability testing.
- Data Provenance: The studies were performed internally by Bio-Rad Laboratories and/or "independent laboratories." The country of origin is not specified, but Bio-Rad Laboratories is based in California, USA.
- Retrospective or Prospective: These would be prospective studies, as they involve testing the product over time under various storage conditions.
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)
This is not applicable as the device is a quality control material and not a diagnostic device requiring expert interpretation of results to establish "ground truth" for a test set. The "ground truth" for this device relates to the assigned quantitative values of the analytes within the control material, which are established through a process called "Value Assignment."
4. Adjudication method (e.g. 2+1, 3+1, none) for the test set
This is not applicable for a quality control material. Value assignment and stability testing are typically performed through replicate analyses and statistical methods, not through expert adjudication.
5. If a multi reader multi case (MRMC) comparative effectiveness study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance
This is not applicable. The device is a quality control material, not an AI-powered diagnostic tool, and therefore MRMC studies are not relevant.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
This is not applicable. The device itself is a material, not an algorithm. Its "performance" is its stability and the reproducibility of its assigned values when tested by laboratory instruments.
7. The type of ground truth used (expert consensus, pathology, outcomes data, etc)
For a quality control material, the "ground truth" refers to the established, target values of the analytes within the control. This is established through:
- Value Assignment: "The mean values and corresponding ±3SD ranges in the Assignment of Values Data Charts were derived from replicate analyses and are specific for this lot of product. Data from Unity™ Interlaboratory Program are included in the determination of some ranges." This indicates a process involving extensive laboratory testing and potentially interlaboratory comparisons to determine accurate and precise target values.
8. The sample size for the training set
This is not applicable. This device is a quality control material, not an algorithm that requires a "training set."
9. How the ground truth for the training set was established
This is not applicable, as there is no "training set" for this type of device.
Ask a specific question about this device
(35 days)
JJY
For in vitro diagnostic use. Verification Kits VK-3, VK-4, VK-R5, VK-R7 and VK-Crea are assayed quality control systems for calibration verification for the parameters and the analyzers listed in the insert specifying the control ranges.
VK-3 Verification Kit is a calibration verification kit consisting of the following 5 quality control solutions: Hematocrit and Metabolite QUALICHECK Level 1, S7170 (K150226), Hematocrit and Metabolite QUALICHECK Level 2, S7180 (K150226), Range+ QUALICHECK Level 1, S7930 (K130236), Range+ QUALICHECK Level 2, S7940 (K130236), Range+ QUALICHECK Level 3, S7950 (K130236). These quality control solutions have been 510(k) cleared (K150226 and K130236) with an intended use which did not include calibration verification of this kit consists solely in repackaging and relabeling of the already cleared products. Each kit consists of 4 ampoules of each constituent quality control solution. One ampoule contains 2 mL of solution. The Hematocrit and Metabolite QUALICHECK quality control solutions are aqueous solutions containing organic buffer, acid, salts, metabolites, and a preservative. The Range+ QUALICHECK quality control solutions are aqueous solutions containing biological buffers, salts, glucose, lactate, dyes and a preservative, and are equilibrated with carbon dioxide and oxygen.
VK-4 Verification Kit is a calibration verification kit consisting of the following 4 quality control solutions: Qualicheck 5+ Level 1, S7730 (K980135), Qualicheck 5+ Level 2, S7740 (K980135), Qualicheck 5+ Level 3, S7750 (K980135), Qualicheck 5+ Level 4, S7760 (K980135). These quality control solutions have been 510(k) cleared (K980135) with an intended use which did not include calibration verification. Production of this kit consists solely in repackaging and relabeling of the already cleared products. Each kit consists of 4 ampoules of each constituent quality control solution. One ampoule contains 2 mL of solution. The quality control solutions are agueous solutions containing biological buffers, salts, qlucose, lactate, dyes and a preservative, and are equilibrated with carbon dioxide and oxygen.
VK-R5 Verification Kit is a calibration kit consisting of the following 4 quality control solutions: Range+ QUALICHECK Level 1, S7930 (K130236), Range+ QUALICHECK Level 2, S7940 (K130236), Range+ QUALICHECK Level 3, S7950 (K130236), Qualicheck 5+, Level 3, S7750, (K980135). These quality control solutions have been 510(k) cleared (K130236 and K980135) with an intended use which did not include calibration verification of this kit consists solely in repackaging and relabeling of the already cleared products. Each kit consists of 4 ampoules of each constituent quality control solution. One ampoule contains 2 mL of solution. The quality control solutions are agueous solutions containing biological buffers, salts, qlucose, lactate, dyes and a preservative, and are equilibrated with carbon dioxide and oxygen.
VK-R7 Verification Kit is a calibration verification kit consisting of the following 4 quality control solutions: Range+ QUALICHECK Level 1, S7930 (K130236), Range+ QUALICHECK Level 2, S7940 (K130236), Range+ QUALICHECK Level 3, S7950 (K130236), High Metabolite QUALICHECK Level 1, S7570 (K130415). These quality control solutions have been 510(k) cleared (K130236 and K130415) with an intended use which did not include calibration verification of this kit consists solely in repackaging and relabeling of the already cleared products. Each kit consists of 4 ampoules of each constituent quality control solution. One ampoule contains 2 mL of solution. The Range+ QUALICHECK quality control solutions are aqueous solutions containing biological buffers, salts, glucose, lactate, dyes and a preservative, and are equilibrated with carbon dioxide and oxygen. The High Metabolite QUALICHECK quality control solutions are aqueous solutions containing biological buffers, salts, metabolites and a preservative.
VK-Crea Verification Kit is a calibration verification kit consisting of the following 4 quality control solutions: AutoCheck6+ Level 1, S7835 (K051928), AutoCheck6+ Level 2, S7845 (K051928), AutoCheck6+ Level 3, S7855 (K051928), Cleaning Met II Solution, S8377 (K051968). These quality control solutions have been 510(k) cleared (K051928) and (K051968) with an intended use which did not include calibration verification of this kit consists solely in repackaging and relabeling of the already cleared products. Each kit consists of 4 ampoules of each level of AutoCheck6+ and one bottle of Cleaning Met II Solution. Each AutoCheck6+ ampoule contains 0.7 mL solution. The Cleaning Met II Solution contains 100 mL solution. The quality control solutions are aqueous solutions containing biological buffers, salts, metabolites, enzyme and a preservative. The AutoCheck6+ solutions also contain dyes and are equilibrated with carbon dioxide and oxygen.
The provided document describes the clearance of several "Verification Kits" as calibration verification materials for in vitro diagnostic use. It establishes substantial equivalence by comparing the new kits to a predicate device (Validate GC1, GC2, GC3, and GC4 Calibration Verification/Linearity Test Sets).
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 document does not explicitly state numerical acceptance criteria for the performance of the new Verification Kits. Instead, it leverages the previous 510(k) clearances of the individual components within these kits and argues that because the new kits are essentially repackaged and relabeled versions of already cleared products, their performance characteristics are maintained. The acceptance criteria essentially revolve around demonstrating that the new kits are substantially equivalent to the predicate device and that their performance (stability, storage, traceability, and value assignment) is consistent with the cleared individual components.
Acceptance Criteria (Implied) | Reported Device Performance (as stated in document) |
---|---|
Substantial Equivalence: |
- Intended Use
- Fundamental Scientific Technology
- Features
- Characteristics | VK-3, VK-4, VK-R5, VK-R7, VK-Crea Verification Kits:
- Intended Use: "For in vitro diagnostic use. ... assayed quality control systems for calibration verification for the parameters and the analyzers listed in the insert specifying the control ranges." (Similar to predicate)
- Fundamental Scientific Technology: All kits are liquid, aqueous solutions, similar to predicate.
- Features: All kits are multi-analyte controls.
- Characteristics: Product Code (JJY), Matrix (Aqueous primarily, predicate has human serum and aqueous), Traceability (IUPAC pH scale, NIST SRM, IFCC, SIGMA, primary analytical standards). Measurands vary but are within the scope of multi-analyte controls. |
| Stability (Shelf Life): - Maintained from individual components | VK-3, VK-4, VK-R5, VK-R7, VK-Crea Verification Kits:
- Shelf life: 24 months (or 12 months for VK-Crea) as maximum, depending on oldest component. (Predicate: 12 months for all). Document states stability is "documented by reference to K150226, K130236, K980135, K130415, K051928 and K051968" (previous clearances of individual components). |
| Stability (Open Vial): - Maintained from individual components | VK-3, VK-4, VK-R5, VK-R7, VK-Crea Verification Kits:
- Open vial stability: N/A, "shall be used immediately." (Predicate: 12 months). The document states that the open vial stability for the new kits is "not affected by the repackaging" implying that the lack of open vial stability is part of the established performance. |
| Storage Conditions: - Maintained from individual components | VK-3, VK-R5, VK-R7, VK-Crea: 2 °C – 8 °C.
VK-4: 2 °C – 25 °C. (Predicate: 2 °C – 8 °C). Document states storage conditions are "for the most temperature sensitive component" and "documented by reference to K150226, K980135, K130415, K051928 and K051968". |
| Traceability: - Maintained from individual components | VK-3, VK-4, VK-R5, VK-R7, VK-Crea Verification Kits:
- Traceable to "established international references as defined for the individual components and are unchanged." (Predicate: NIST SRM, primary analytical standards). Document states "documented by reference to K150226, K130236, K980135, K130415, K051928 and K051968". |
| Value Assignment: - Maintained from individual components | VK-3, VK-4, VK-R5, VK-R7, VK-Crea Verification Kits:
- "Assigned values for each of the parameters are transferred unchanged from the labeling of the individual components to the Verification Kits." Document states "documented by reference to K150226, K130236, K980135, K130415, K051928 and K051968". |
2. Sample Size Used for the Test Set and Data Provenance
The document does not describe a traditional "test set" in the context of device performance in the same way one would for a new clinical diagnostic algorithm. This submission is for an in vitro diagnostic control material that is a repackaging of existing, cleared components.
- Sample Size for Test Set: Not applicable in the conventional sense. The "test" for the new kits primarily involves demonstrating that repackaging does not alter the established performance of the individual components. The performance data for the individual components would have been provided in their respective 510(k) submissions (K150226, K130236, K980135, K130415, K051928, K051968). The current submission relies on references to these previous clearances.
- Data Provenance: The data provenance for the underlying performance of the individual components would be detailed in their original 510(k) submissions. This document implies retrospective reliance on previously cleared data. It does not mention any new prospective studies specific to the repackaged kits, beyond demonstrating that the new packaging/labeling process itself doesn't degrade the product.
3. Number of Experts Used to Establish the Ground Truth for the Test Set and Qualifications of Those Experts
This is not applicable. The "ground truth" for calibration verification kits refers to the accurately assigned values for the analytes. This is established through rigorous analytical measurement and traceability to international standards (e.g., NIST SRM, IUPAC pH scale, IFCC, SIGMA), not by expert consensus in clinical interpretation.
4. Adjudication Method for the Test Set
This is not applicable for a calibration verification kit. Adjudication methods (like 2+1, 3+1) are typically used in clinical studies where human experts are interpreting results and discrepancies need to be resolved. The "truth" for these kits is analytical.
5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance
This is not applicable. MRMC studies are used for evaluating the performance of imaging or other diagnostic devices where human interpretation is involved, often in comparison to an AI algorithm. The devices in question are calibration verification kits, which are chemical analytical controls. There is no human "reader" or AI involved in their direct function.
6. If a Standalone (i.e., algorithm only without human-in-the-loop performance) was done
This is not applicable. The devices are physical chemical control solutions, not software algorithms.
7. The Type of Ground Truth Used (expert consensus, pathology, outcomes data, etc.)
The ground truth for these calibration verification kits is analytical traceability, established through:
- Reference Materials: Traceability to NIST (National Institute of Standards and Technology) Standard Reference Materials (SRM).
- International Standards: Traceability to IUPAC pH scale, IFCC (International Federation of Clinical Chemistry and Laboratory Medicine) standards, and SIGMA standards.
- Primary Analytical Standards: The document mentions "primary analytical standards" for the predicate device, implying similar methodologies for the SE device's components.
These methods involve precise chemical and physical measurements to assign accurate values to the analytes in the control solutions.
8. The Sample Size for the Training Set
This is not applicable. These are physical chemical control materials, not AI algorithms or models that require training data.
9. How the Ground Truth for the Training Set Was Established
This is not applicable, as there is no "training set." The ground truth for the performance parameters of the individual components of these kits was established through analytical methods and traceability as described in point 7, during their original 510(k) clearances.
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(308 days)
JJY
Liquichek Cardiac Markers Plus Control LT is intended for use as a quality control serum to monitor the precision of laboratory testing procedures listed in the package insert.
The following analytes are listed in the package insert: B-type Natriuretic Peptide (BNP) CK-MB Isoenzyme C-Reactive Protein (CRP) Creatine Kinase (CK) D-dimer Digitoxin Homocysteine Myeloperoxidase (MPO) Myoglobin N-terminal pro-Brain Natriuretic Peptide (NT-proBNP) Troponin I Troponin T
Liquichek Cardiac Markers Plus Control LT is prepared from human serum with added constituents of human and animal origin, stabilizers and preservatives. This product is provided in liquid form for convenience.
Each human donor unit used to manufacture this control was tested by FDA accepted methods and found non-reactive for Hepatitis B Surface Antigen (HBsAg), antibody to Hepatitis C (HCV) and antibody to HIV-1/HIV-2.
This document is a 510(k) premarket notification summary for a quality control material, not an AI/ML medical device. Therefore, many of the requested categories for AI/ML device studies are not applicable.
However, I can extract information relevant to the 'acceptance criteria' and 'study' framework as much as possible for this type of device, focusing on stability studies which are analogous to performance studies for these materials.
1. Table of Acceptance Criteria and Reported Device Performance
For a quality control material, "acceptance criteria" often refer to the established stability periods under various conditions, which are then met by "reported device performance" through stability studies.
Acceptance Criteria (Stability Goal) | Reported Device Performance (Stability Achieved) |
---|---|
Thawed and Opened Stability: | |
NT-proBNP: 15 days at 2 to 8°C | 15 days at 2 to 8°C |
Troponin I: 10 days at 2 to 8°C | 10 days at 2 to 8°C |
BNP: 8 days at 2 to 8°C | 8 days at 2 to 8°C |
Troponin T: 4 days at 2 to 8°C | 4 days at 2 to 8°C |
All other analytes: 20 days at 2 to 8°C | 20 days at 2 to 8°C |
Frozen Aliquot Stability: | |
30 days at -20 to -70°C | 30 days at -20 to -70°C |
Shelf Life Stability: | |
Until expiration (goal) | 36 months at -20 to -70°C |
2. Sample Size Used for the Test Set and Data Provenance
- Test Set Sample Size: The document does not specify exact sample sizes for the stability studies (e.g., number of lots, replicates per time point). It mentions "replicate analyses" were used to derive mean values and ranges for value assignment and that "a representative sampling of this lot of control" was used for testing.
- Data Provenance: The studies were performed by the manufacturer, Bio-Rad Laboratories, and/or independent laboratories. The document does not specify the country of origin of the data, but the manufacturer is based in Irvine, California, USA. The studies are prospective in nature, as they are real-time and accelerated stability studies conducted on the device itself.
3. Number of Experts Used to Establish the Ground Truth for the Test Set and Qualifications
- This question is not applicable. For a quality control material, analytical values (the "ground truth" equivalent for performance testing) are established through "value assignment" processes using validated laboratory methods and instruments, not by expert consensus from individuals like radiologists. The document states: "The tests listed were performed by the manufacturer and/or independent laboratories using manufacturer supported reagents."
4. Adjudication Method for the Test Set
- This question is not applicable. Adjudication methods (like 2+1, 3+1) are typically used for establishing ground truth in clinical image interpretation or clinical decision-making studies, not for the analytical performance of laboratory quality control materials.
5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study Was Done
- No, an MRMC comparative effectiveness study was not done. This type of study is relevant for AI-assisted diagnostic tools that involve human interpretation of medical images or data. The device here is a quality control material intended to monitor the precision of laboratory testing procedures.
6. If a Standalone (i.e. algorithm only without human-in-the-loop performance) Was Done
- This question is not applicable. This device is a quality control material, not an algorithm or AI system. Its "performance" is its stability and its ability to provide target values for laboratory instruments.
7. The Type of Ground Truth Used
- For the value assignment (which serves as the "ground truth" for expected analytic values), laboratory results from specific analytical methods and instruments are used. The document states, "The mean values and the corresponding ±3SD ranges printed in this insert were derived from replicate analyses and are specific for each lot of product. The tests listed were performed by the manufacturer and/or independent laboratories using manufacturer supported reagents and a representative sampling of this lot of control." This is essentially analytical reference values established by validated laboratory testing.
8. The Sample Size for the Training Set
- This question is not applicable. This device is a quality control material and does not involve AI/ML algorithms that require training sets.
9. How the Ground Truth for the Training Set Was Established
- This question is not applicable, as there is no training set for this device.
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(198 days)
JJY
VALIDATE® Anemia Calibration Verification/Linearity Test Kit solutions are intended for in vitro diagnostic use in the quantitative determination of linearity, calibration and verification of reportable range for the following analytes: Ferritin Set: ferritin (FERR), Vitamin B12(VITB) and folate (FOL), on automated instrument systems. The product is intended for use with quantitative assays on the indicated analyzers specified in the labeling.
Each VALIDATE® Anemia Calibration Verification / Linearity Test Kit contains two analyte sets of purified chemicals in a human serum base. The kit includes a Ferritin set containing five liguid levels, 3.0mL each, and a Vitamin B12/Folate set containing five liquid levels, 4.0 mL each. The sets are provided to establish the relationship between theoretical and actual performance of the included analytes: Ferritin, Vitamin B12 and Folate. Material of human origin used in the manufacture of this test kit was tested at the donor level using FDA approved methods and was found to be non-reactive for HBsAG and to antibodies to HCV and HIV-1/2.
The provided text describes the performance data for the VALIDATE® Anemia Calibration Verification/Linearity Test Kit. This product is a quality control material, not a device that directly measures a patient's condition or relies on AI. Therefore, the common acceptance criteria and study designs typically associated with AI-powered medical devices (such as sensitivity, specificity, MRMC studies, and ground truth established by experts for a test set) are not applicable here.
Instead, the acceptance criteria and study detailed focus on the technical performance of the calibration verification/linearity kit itself, to ensure it provides accurate and linear results when used with automated instrument systems.
Here's an analysis based on the information provided, reinterpreting some categories to fit the context of a calibration verification kit:
1. Table of Acceptance Criteria and Reported Device Performance:
Feature/Test | Acceptance Criteria | Reported Device Performance |
---|---|---|
Value Assignment | Levels 1-5 must meet specified Ferritin, Vitamin B12, and Folate targets. (Ranges determined by upper/lower detection limits; intermediate levels calculated based on equal dilutions following EP6-A guidelines). | All stated recovery values met internal pre-determined acceptance criteria. |
Recovery Targets (Low/High Levels) | 90 to 110% of DOM value for product levels 2-5 during stability testing. | All product levels tested within the 90 to 110% of control acceptance criteria limits. |
Freeze/Thaw Stability | Within 90 to 110% of control acceptance criteria limits. | Tested within the 90 to 110% of control acceptance criteria limits after 6 freeze/thaw events. |
Shelf Life | Maintain stability for claim duration. | Set at 12 months based on real-time open vial studies (worst-case scenario). |
Product Linearity | Demonstrated linearity on specified automated systems. | Product linearity performance was demonstrated for both automated systems (Roche® Cobas 6000 Chemistry Analyzer and Beckman-Coulter® Access II Immunochemistry Analyzer). |
2. Sample Size Used for the Test Set and Data Provenance:
- Sample Size: The number of individual test kit units or measurements used for "value assignment" and "stability" testing is not explicitly stated as a numerical sample size. It refers to testing on "Levels 1 through 5" of the kit. For stability, testing was done at "date of manufacture (DOM), followed by testing at specific intervals post manufacture" and "one month post-expiration." Freeze/thaw stability was assessed for "four (4) freeze/thaw events claim" and tested after "6 freeze/thaw events."
- Data Provenance: The studies were conducted internally by Maine Standards Company LLC. The text does not specify the country of origin of the raw data, but the company is based in the US. The studies appear to be prospective to validate the manufacturing and stability of the product.
3. Number of Experts Used to Establish Ground Truth for the Test Set and Their Qualifications:
This question is not directly applicable in the typical sense of expert review for medical imaging or diagnostic algorithms. For this device, the "ground truth" or reference values are established by the manufacturing process itself:
- "Levels 1 and 5 are prepared independently by the addition of Ferritin, Vitamin B12 and Folate to a human serum base."
- "Intermediate 2, 3, and 4 are subsequently prepared from Levels 1 and 5 by equal part dilutions following EP6-A guidelines."
- The actual "ground truth" for the performance evaluation is the predetermined theoretical concentrations that the calibration verification kit levels should represent based on their formulation. The device's performance is then measured by how well instruments recover these known concentrations and demonstrate linearity.
There's no mention of external experts adjudicating results for the test set.
4. Adjudication Method for the Test Set:
Not applicable in the conventional sense. The test results are compared against internal, pre-determined acceptance criteria based on the known composition and expected behavior of the calibration verification material, and adherence to CLSI EP6-A guidelines.
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 a quality control material intended for instrument calibration and linearity verification, not a diagnostic device that assists human readers.
6. If a Standalone (i.e., algorithm only without human-in-the-loop performance) was done:
Not applicable. This device is used by automated analytical instruments (Roche Cobas, Beckman Access) to verify their performance. Its "standalone" performance means its inherent accuracy in representing known concentrations, which is what the "Value Assignment" and "Linearity" sections address. The analytical instruments are the "algorithm" in this context, and this device checks their accuracy.
7. The Type of Ground Truth Used:
The ground truth is based on:
- Known concentrations: The product is manufactured with specific, known concentrations of analytes (Ferritin, B12, Folate) at Levels 1 and 5.
- Dilution principles: Intermediate levels (2, 3, 4) are prepared by precise dilutions from Levels 1 and 5, following CLSI EP6-A guidelines, establishing their theoretical concentrations.
- Reference Standards: The product is described as "traceable to a reference standard based on the automated instrument platform it is used on." This implies a higher-level standard (e.g., NIST traceable or other internationally recognized standards) against which the instrument's calibrators are established, and by extension, this product helps verify that performance.
8. The Sample Size for the Training Set:
Not applicable. This is not a machine learning or AI device that requires a "training set." The product is a manufactured reagent with a defined chemical composition.
9. How the Ground Truth for the Training Set was Established:
Not applicable, as there is no "training set" for this type of device.
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(108 days)
JJY
Liquichek Maternal Serum II Control is intended for use as an assayed quality control serum to monitor the precision of laboratory testing procedures for the analytes listed in the package insert.
Liquichek Maternal Serum II Control is prepared from defibrinated human plasma with added constituents of human origin, chemicals, stabilizers, and preservatives. The control is provided in liquid form for convenience.
1. Acceptance Criteria and Reported Device Performance
The provided document is a 510(k) premarket notification for a Class I quality control material. For such devices, the primary "acceptance criteria" relate to demonstrating substantial equivalence to a legally marketed predicate device rather than specific clinical performance metrics like sensitivity or specificity.
The acceptance criteria for this device, the Liquichek Maternal Serum II Control, were primarily focused on demonstrating its suitability as an assayed quality control serum by comparing its characteristics and performance to a predicate device, the Lyphochek Maternal Serum Control (K984594). The key performance aspects evaluated were:
- Intended Use: The new device must have the same intended use as the predicate.
- Base Matrix: The fundamental composition should be comparable.
- Stability: The device must demonstrate adequate stability (thawed, opened, and shelf-life) to ensure its utility as a control material.
- Analytes: The device should contain the analytes relevant to its intended use and listed on the package insert, similar to or expanded from the predicate.
Table 1: Acceptance Criteria and Reported Device Performance
Acceptance Criteria / Characteristic | Predicate Device (Lyphochek Maternal Serum Control, K984594) | New Device (Liquichek Maternal Serum II Control) | Outcome/Performance |
---|---|---|---|
Intended Use | Assayed quality control serum to monitor precision for listed analytes. | Assayed quality control serum to monitor precision for listed analytes. | Same Intended Use |
Base Matrix | Defibrinated Human Plasma | Defibrinated Human Plasma | Same |
Form | Lyophilized | Liquid | Difference (Liquid is a manufacturing difference, not a failure of acceptance) |
Fill Size | 5 mL | 2.5 mL | Difference (Manufacturing difference) |
Thawed and Unopened Stability | No claims made | 40 days at 2 to 8°C | Established |
Thawed and Opened Stability | 10 days at 2 to 8°C / After Reconstitution | 30 days at 2 to 8°C | Improved (Extended stability) |
Shelf Storage & Stability | 2 to 8°C until expiration date | -20 to -70°C until expiration date (40 months) | Difference (Different storage conditions/duration, but established) |
Analytes | AFP, hCG, Estriol, Free | AFP, hCG, Unconjugated Estriol, Inhibin A | Expanded (New device includes Inhibin A) |
Value Assignment | Established by replicate analyses with manufacturer/independent labs. | Established by replicate analyses with manufacturer/independent labs. | Same methodology |
Study Proving Device Meets Acceptance Criteria
The study described is a comparison study to demonstrate substantial equivalence to the predicate device, along with stability studies to establish the shelf life and in-use stability of the new control material.
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: The document does not specify a numerical sample size for the test set in terms of cases or individual control units used for the comparison or stability studies. It states that mean values and ranges were derived from "replicate analyses," and "a representative sampling of this lot of product" was used. For stability, "real time stability studies" and "accelerated stability studies" were performed.
- Data Provenance: The studies were performed internally by Bio-Rad Laboratories or by "independent laboratories." The country of origin of the data is implied to be related to Bio-Rad Laboratories' operations, which is based in Irvine, California, USA. The studies are prospective in nature, as they are conducted on the newly manufactured device to establish its performance and stability claims.
3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts
- Not Applicable. This is a quality control material, not a diagnostic medical device that interprets patient data. Therefore, there is no "ground truth" in the clinical sense established by human experts. The "truth" for this device relates to its known analyte concentrations and its stability characteristics. The "value assignment" for the analytes is performed through analytical testing by the manufacturer and/or independent laboratories, not by expert consensus on clinical findings.
4. Adjudication method (e.g. 2+1, 3+1, none) for the test set
- Not Applicable. As explained above, this device does not involve human interpretation of clinical data that would require an adjudication method. The performance is assessed through analytical measurements and comparison to predefined specifications (i.e., stability protocols, value assignment procedures).
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 a quality control material and not an AI-powered diagnostic device. Therefore, MRMC studies are not relevant to its evaluation.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
- Not Applicable. This device is a biochemical control material, not an algorithm or software. Its performance is inherent to its chemical composition and stability.
7. The type of ground truth used (expert consensus, pathology, outcomes data, etc)
- The "ground truth" in the context of a quality control material refers to the assigned target values and acceptable ranges for each analyte within the control. This "truth" is established through replicate quantitative analytical measurements using validated methods by the manufacturer and/or independent laboratories, rather than expert consensus on clinical data or pathology. The stability ground truth is established through real-time and accelerated stability studies monitoring analyte concentrations over time under specified storage conditions.
8. The sample size for the training set
- Not Applicable. As a quality control material, this device does not involve machine learning or AI, and therefore, no "training set" is used. Its development and characterization rely on established laboratory manufacturing and analytical testing procedures.
9. How the ground truth for the training set was established
- Not Applicable. See point 8.
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(30 days)
JJY
The Linearity FD Tumor Markers II is an assayed quality control material intended to simulate human patient samples for use in determining linearity, calibration, and the verification of reportable range for the following analytes: Alpha fetoprotein (AFP), Carcinoembryonic antigen (CEA), Prostate-specific antigen-total (PSA), Carbonic Anhydrase-125 (CA-125), Carbonic Anhydrase 19-9 (CA19-9), Carbonic Anhydrase 27-29 (CA27-29)(BR), free-PSA (fPSA), and Carbonic Anhydrase 15-3 (CA15-3).
The Linearity FD Tumor Markers II is for In Vitro Diagnostic use only.
The Audit® MicroControls™ Linearity FD Tumor Markers II product is an in-vitro diagnostic device consisting of two sets of five levels of liquid, linearity/QC material. Set 1 contains the analytes: Alpha fetoprotein (AFP), Carcinoembryonic antigen (CEA), Prostate-specific antigentotal (PSA), Carbonic Anhydrase-125 (CA-125), Carbonic Anhydrase 19-9 (CA19-9), and Carbonic Anhydrase 27-29 (CA27-29) (BR) and additives in human serum. Set 2 contains the analytes: free-PSA (fPSA), and Carbonic Anhydrase 15-3 (CA15-3) and additives in human serum and bovine serum. For each set there are five levels labeled A, B, C, D and E. Both sets contain 1ml for each level. Materials of human origin used in the manufacture of this linearity set have been tested using FDA approved methods and are found to be non-reactive for HbsAg and antibodies to HCV and HIV-1/2.
This document is a 510(k) summary for the Audit® MicroControls™ Linearity FD Tumor Markers II, a quality control material. It describes the device's intended use and compares it to a predicate device (K082717 Audit® MicroCV™ Tumor Markers Linearity Set). The primary focus of the performance data section is on stability studies and value assignment, not diagnostic accuracy or comparative effectiveness with human readers.
Here's an analysis of the provided information concerning acceptance criteria and study details:
1. A table of acceptance criteria and the reported device performance
The document outlines acceptance criteria for stability (shelf life and reconstituted vial stability) and expected value ranges for various analytes.
Acceptance Criteria and Reported Device Performance
Feature/Analyte | Acceptance Criteria | Reported Device Performance |
---|---|---|
Shelf Life | Not explicitly stated as a numerical criterion, but implies meeting product claims. | 2 years, when stored unopened at 2-8°C. (Supported by accelerated stability studies). |
Reconstituted Stability | Not explicitly stated as a numerical criterion, but implies meeting product claims. | 14 days when stored tightly capped at 2-8°C. (Supported by accelerated stability + real-time stability studies). |
Expected Values (General) | Target ranges calculated as +/-20% of the target mean values. | All analytes (AFP, CEA, PSA, CA125, CA27-29 (BR), CA15-3, CA19-9, fPSA) were assigned target values and corresponding target ranges (e.g., AFP: 8.2 ng/ml target, 6.5-9.8 ng/ml range). Specific values are provided in the tables within the document. |
Real-time Stability (% Difference) | % difference of real-time mean values compared to Day0 mean value is within "the acceptance criteria" (specific numerical criterion not provided). | Studies are ongoing. Suggests initial results met internal acceptance criteria for the time points tested. |
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: The document does not specify a "test set" in the context of diagnostic accuracy. The performance data focuses on stability and value assignment of the quality control material itself.
- For accelerated stability, it mentions "All supporting data is retained on file at Aalto Scientific, Ltd." but doesn't quantify the number of samples or lots.
- For real-time stability, it states "Vials from two lots of finished product are stored at 2-8℃ (real time vials) and -80℃ (Dayl vials). Samples are taken at two different time points."
- For value assignment, it mentions each analyte was "measured multiple times" on specific instruments (Siemens Advia Centaur and Abbott Architect i1000SR).
- Data Provenance: The studies were conducted by Aalto Scientific, Ltd., located in Carlsbad, CA, USA. The data would therefore be considered prospective as it relates to the manufacturing and testing of their product. The matrix for the product uses "Human Based Serum and bovine based serum," but this refers to the components of the QC material itself, not patient samples.
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)
This section is not applicable to this document. The device is a quality control material, not a diagnostic device that requires expert interpretation of results for ground truth. The "ground truth" for the QC material is its assigned target values based on measurements by calibrated instruments and established reference methods (implied through the use of specific analyzers and reagents).
4. Adjudication method (e.g. 2+1, 3+1, none) for the test set
This section is not applicable. There is no "test set" in the context of diagnostic performance requiring adjudication.
5. If a multi reader multi case (MRMC) comparative effectiveness study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance
This section is not applicable. The device is a quality control material, not an AI-assisted diagnostic tool.
6. If a standalone (i.e. algorithm only without human-in-the loop performance) was done
This section is not applicable. The device is a quality control material, not an algorithm. What might be considered "standalone performance" for this device is its ability to maintain its assigned values over time (stability) and the accuracy of its initial value assignments, which are demonstrated through the described studies.
7. The type of ground truth used (expert consensus, pathology, outcomes data, etc)
For this quality control material, the "ground truth" is established through:
- Reference Instrument Measurement: Analytes were measured multiple times on specific, high-precision clinical chemistry analyzers (Siemens Advia Centaur and Abbott Architect i1000SR) using corresponding reagents. These instruments themselves are calibrated against established reference standards.
- Mean Value Calculation: The mean value of multiple measurements for each analyte at each level was used to establish the "target concentration value."
8. The sample size for the training set
This section is not applicable. This device is not an AI algorithm and therefore does not have a "training set" in the conventional sense. The development of the QC material involves formulation and initial testing, but not machine learning training.
9. How the ground truth for the training set was established
This section is not applicable for the same reasons as point 8.
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(236 days)
JJY
The Liquid Assayed Chemistry Control Premium Plus Levels 1, 2 and 3 are assayed quality control materials intended for in vitro diagnostic use in the quality control of diagnostic assays. This material can be used to monitor the accuracy or reproducibility of analytes listed in the package insert. This device is for prescription use only.
The Liquid Assayed Chemistry Control Premium Plus is human liquid sera to which purified biochemical material, chemicals, drugs, preservatives and stabilizers have been added. The material is supplied at levels 1, 2 and 3. Each 5 ml vial of liquid serum is stored at -20°C to -70°C. Each level is supplied in a 12 by 5ml vials.
I am sorry, but the provided text does not contain information about acceptance criteria or a study proving that a device meets those criteria.
The document is a 510(k) premarket notification for a medical device called "Liquid Assayed Chemistry Control Premium Plus Level 1, 2 and 3". It describes the device, its intended use, compares it to a predicate device, and includes summaries of stability studies (thawed open vial stability and shelf-life study) and value assignment.
Here's what I can extract, focusing on "acceptance criteria" as applied in the context of the control material stability studies:
1. Table of Acceptance Criteria and Reported Device Performance
Test | Acceptance Criteria | Reported Device Performance (Summary) |
---|---|---|
Thawed Open Vial Stability | All acceptance criteria for all analytes | All acceptance criteria were met for all analytes. |
Shelf-life Study (Real Time Testing) | All acceptance criteria for all analytes | All acceptance criteria were met for all analytes. |
Important Note: The document states that "All acceptance criteria were met for all the analytes" for both stability studies, but it does not explicitly list the specific numerical or qualitative acceptance criteria themselves. It only mentions that the percentage deviation was calculated for the shelf-life study.
Regarding the other requested information, there is no data in the provided text:
2. Sample size used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective)
- The document does not specify the sample size for the stability studies or value assignment process.
- It does not mention the country of origin of the data or whether the studies were retrospective or prospective.
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)
- This information is not applicable as the device is a quality control material, not an AI or diagnostic imaging device that requires interpretation by experts for ground truth establishment in a test set.
- For value assignment, it mentions "a number of external laboratories" and "in-house testing," but does not specify the number or qualifications of personnel involved.
4. Adjudication method (e.g. 2+1, 3+1, none) for the test set
- This information is not applicable. Adjudication methods are typically used in studies involving human interpretation or subjective data, which is not the primary focus of testing a quality control material.
5. If a multi reader multi case (MRMC) comparative effectiveness study was done, If so, what was the effect size of how much human readers improve with AI vs without AI assistance
- This information is not applicable. The device is a quality control material, not an AI-assisted diagnostic tool.
6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done
- This information is not applicable. The device is a quality control material, not an algorithm.
7. The type of ground truth used (expert consensus, pathology, outcomes data, etc)
- For the stability studies, the "ground truth" or reference is assumed to be the established values or expected performance of the control material under specific conditions, compared to its performance over time. The document mentions "statistical analysis including the mean, SD and % CV were calculated" and that "an assigned value is calculated from the target mean specific value." This implies a reference standard derived from analytical measurements rather than expert consensus or pathology.
8. The sample size for the training set
- This information is not applicable as the device is a quality control material, not an AI model requiring a training set.
9. How the ground truth for the training set was established
- This information is not applicable.
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(36 days)
JJY
The Linearity LQ Special Diabetes is an assayed quality control material intended to simulate human patient samples for use in determining linearity, calibration, and the verification of reportable range for the following analytes: fructosamine, insulin, and C-peptide.
Linearity LQ Special Diabetes is for In Vitro Diagnostic use only.
The Audit® MicroControls™ Linearity LQ Special Diabetes product is an in-vitro diagnostic device consisting of five levels of liquid, linearity/QC material, containing Fructosamine, Insulin, C-peptide and additives in human serum. There are five levels labeled A, B, C, D and E which contain 2ml for each level.
Materials of human origin used in the manufacture of this linearity set have been tested using FDA approved methods and are found to be non-reactive for HbsAg and antibodies to HCV and HIV-1/2.
This document describes the 510(k) summary for the Audit® MicroControls™ Linearity LQ Special Diabetes device. This device is an assayed quality control material intended to simulate human patient samples for use in determining linearity, calibration verification, and the verification of the reportable range for fructosamine, insulin, and C-peptide.
Here's an analysis of the acceptance criteria and the study that proves the device meets those criteria, based on the provided text:
1. Table of Acceptance Criteria and Reported Device Performance:
The document primarily focuses on the stability (shelf life and open vial stability) and value assignment (expected range) as performance criteria.
Acceptance Criteria Category | Specific Criteria | Reported Device Performance |
---|---|---|
Shelf Life Stability | Product claims supported by accelerated stability studies. | 18 months, when stored unopened at 2-8°C. |
Open Vial Stability | Product claims supported by accelerated + real-time stability studies. | 14 days, when stored tightly capped at 2-8°C, once opened. |
Value Assignment (Analytes) | Target ranges calculated as +/-15% of the target mean values. | |
Fructosamine (µmol/L): |
- Level A: Target 24.10 (Range 20.49-27.72)
- Level B: Target 258.25 (Range 219.52-296.99)
- Level C: Target 496.44 (Range 421.97-570.91)
- Level D: Target 748.14 (Range 635.92-860.36)
- Level E: Target 975.70 (Range 829.35-1122.06)
Insulin (µU/mL):
- Level A: Target 1.37 (Range 1.17-1.58)
- Level B: Target 233.78 (Range 198.71-268.85)
- Level C: Target 456.20 (Range 387.77-524.63)
- Level D: Target 628.08 (Range 533.87-722.29)
- Level E: Target 814.79 (Range 692.57-937.00)
C-peptide (ng/mL):
- Level A: Target 0.32 (Range 0.27-0.37)
- Level B: Target 9.27 (Range 7.88-10.66)
- Level C: Target 18.22 (Range 15.49-20.96)
- Level D: Target 26.96 (Range 22.91-31.00)
- Level E: Target 35.37 (Range 30.07-40.68) |
2. Sample Size Used for the Test Set and Data Provenance:
- Sample Size:
- Shelf Life - Real Time Stability: Vials from two lots of finished product. Samples taken at 9 months, 18 months, and 19 months.
- Value Assignment/Linearity: Implicitly, the "five levels labeled A, B, C, D and E" of the device itself are the samples for which values are assigned. Each analyte was "measured multiple times" at each level.
- Data Provenance: Not explicitly stated regarding country of origin, but the company is Aalto Scientific, Ltd. in Carlsbad, CA. The context is a 510(k) submission to the US FDA. The studies appear to be prospective as they involve accelerated and real-time stability studies with samples taken over time.
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 document. The "ground truth" for value assignment seems to be established internally by Aalto Scientific, Ltd. through multiple measurements on specific analytical instruments (Roche Modular P and Roche Cobas e411). There is no mention of external experts or their qualifications for establishing these values.
4. Adjudication Method for the Test Set:
This information is not provided. The value assignment appears to be based on "mean value of the analyte," indicating an averaging approach rather than an adjudication among multiple independent assessments.
5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study was done:
No, an MRMC comparative effectiveness study was not done. This device is an in-vitro diagnostic quality control material, not a diagnostic imaging or AI-driven interpretative device that would typically involve human readers. Therefore, the concept of human readers improving with or without AI assistance is not applicable here.
6. If a Standalone (i.e. algorithm only without human-in-the-loop performance) was done:
Yes, in essence. The performance data presented (stability and value assignment) describes the intrinsic characteristics of the linearity material itself when measured on laboratory instruments. This is analogous to a "standalone" assessment of the material's properties without human interpretative intervention beyond operating the instruments and recording results. The device's "performance" is its ability to maintain its target values and linearity, which is assessed directly by analytical measurements.
7. The Type of Ground Truth Used:
The ground truth used for value assignment and stability assessment appears to be analytical measurements obtained from established, FDA-approved methods on specific laboratory instruments (Roche Modular P for Fructosamine, Roche Cobas e411 for Insulin and C-peptide). For stability, the "Day0 vials" serve as the baseline ground truth reference for comparison with real-time samples.
8. The Sample Size for the Training Set:
This information is not applicable as this device is a quality control material and not an AI/ML algorithm that requires a "training set." The materials used for "value assignment" and "stability studies" are the product itself across different levels and time points.
9. How the Ground Truth for the Training Set Was Established:
This information is not applicable for the same reason as above. There is no training set for this type of device. The ground truth for the device's characteristics (analyte concentrations at each level) is established by multiple analytical measurements on a specified instrument, and the mean value is used.
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