K Number
K963540
Date Cleared
1996-09-27

(23 days)

Product Code
Regulation Number
862.1160
Reference & Predicate Devices
N/A
Predicate For
N/A
AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
Intended Use

Both electrolyte buffers are used to measure sodium, chloride, potassium, and carbon dioxide concentrations in serum or plasma, sodium, potassium, and chloride concentrations in urine, and chloride concentrations in CSF on the SYNCHRON CX 3 System

Device Description

The Sigma Diagnostics methods use ion selective electrodes for determining sodium, potassium, and chloride and rate of pH change for determing carbon dioxide on the SYNCHRON CX 3 System.

AI/ML Overview

The provided text describes the summary of safety and effectiveness for the Sigma Diagnostics CX®3 Electrolyte Buffer, Procedure Number E3766. It focuses on demonstrating substantial equivalence to a predicate device (Beckman Electrolyte Buffer Kit, Part No. 443325) through comparison studies, precision, and linearity.

Here's an analysis based on your requested information:

1. Table of Acceptance Criteria and Reported Device Performance

The acceptance criteria are implied by the comparison to a predicate device, focusing on correlation coefficients, regression equations indicating agreement, and acceptable levels of precision and linearity.

Test AspectAcceptance Criteria (Implied by Predicate Equivalence)Reported Device Performance
Correlation to Predicate (Serum)High correlation coefficients (e.g., typically >0.95 for quantitative assays)Sodium: 0.963Potassium: 0.999Chloride: 0.973Total CO₂: 0.992
Regression to Predicate (Serum)Regression equation close to y = 1x + 0 (i.e., slope near 1, intercept near 0)Sodium: y = 0.90x + 13.48Potassium: y = 0.98x + 0.08Chloride: y = 0.91x + 10.52Total CO₂: y = 0.95x + 1.54
Correlation to Predicate (Urine)High correlation coefficients (e.g., typically >0.95 for quantitative assays)Sodium: 0.997Potassium: 0.998Chloride: 0.997
Regression to Predicate (Urine)Regression equation close to y = 1x + 0Sodium: y = 0.95x - 0.10Potassium: y = 0.97x + 0.49Chloride: y = 0.97x + 2.06
Correlation to Predicate (CSF)High correlation coefficient (e.g., typically >0.95)Chloride: 0.891
Regression to Predicate (CSF)Regression equation close to y = 1x + 0Chloride: y = 0.98x + 4.00
Precision (Serum)Low %CVs (e.g., typically <5%, often <2% for electrolytes)Sodium (%CV): <1.1%Potassium (%CV): <1.0%Chloride (%CV): <1.3%
Precision (Urine)Low %CVsSodium (%CV): <1.2%Potassium (%CV): <1.6%Chloride (%CV): <1.9%
Precision (CSF)Low %CVsChloride (%CV): <1.8%
Linearity (Serum)Accurate measurement across a clinically relevant rangeSodium: 100.0 - 200.0 mmol/LPotassium: 1.00 - 15.00 mmol/LChloride: 50.0 - 200.0 mmol/LTotal CO2: 5.0 - 40.0 mmol/L
Linearity (Urine)Accurate measurement across a clinically relevant rangeSodium: 10 - 200 mmol/LPotassium: 2 - 200 mmol/LChloride: 15 - 300 mmol/L
Linearity (CSF)Accurate measurement across a clinically relevant rangeChloride: 50 - 200 mmol/L

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

  • Sample Size: The document does not explicitly state the sample size for the comparison studies. It only presents the correlation coefficients and regression equations, implying a dataset was used without specifying its size.
  • Data Provenance: Not specified. It's unclear if the data is from a particular country, or if it's retrospective or prospective. Given the context of a 510(k) submission in 1996 for a U.S. company, it's likely that the data would be derived from U.S. sources, but this is an inference, not a stated fact.

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

This question is not applicable to this type of device and study. The "ground truth" for an electrolyte analyzer is typically established by measurements from a reference method or a legally marketed predicate device, not by expert consensus in the same way an imaging or diagnostic AI interpretation device would. In this case, the predicate device (Beckman Electrolyte Buffer Kit, Part No. 443325) served as the reference for comparison.

4. Adjudication method for the test set

Not applicable. As noted above, this study is comparing a new device to a predicate device, not involving human interpretation or adjudication in the typical sense.

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 study for an in vitro diagnostic (IVD) reagent, not an AI-assisted diagnostic tool involving human readers.

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

Yes, in a sense, the entire study is "standalone" in that it assesses the performance of the Sigma Diagnostics Electrolyte Buffer on the SYNCHRON CX 3 System as an automated measurement system, without human intervention in the analytical measurement itself. The results (correlation, precision, linearity) directly reflect the algorithm's/device's performance.

7. The type of ground truth used

The "ground truth" was established by measurements obtained from a legally marketed predicate device, the Beckman Electrolyte Buffer Kit, Part No. 443325. This is a common and accepted method for demonstrating substantial equivalence for IVD devices.

8. The sample size for the training set

Not applicable. This device is not an AI/ML device that requires a "training set" in the conventional sense. The "training" or development of the reagent and its methods would have occurred internally at Sigma Diagnostics, but that's not a data set used to train an algorithm.

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

Not applicable, as there is no "training set" for an AI/ML algorithm in this context.

{0}------------------------------------------------

K963540

SEP 2 7 1996

510(K) NOTIFICATION

Sigma Diagnostics 545 South Ewing Avenue St. Louis, MO 63103

CX®3 Electrolyte Buffer Procedure Number E3766 August 31, 1996

SUMMARY OF SAFETY AND EFFECTIVENESS

Increased sodium levels are seen in congestive heart failure, nephrosis, hyperlipidemia and hyperglycemia. Decreased levels can be observed with excessive sweating and vomiting, with different types of diabetes, and with use of diuretic drugs.

Increased potassium levels can be due to renal failure and decrease mineralocorticoid activity such as in Addison's disease. Decreased potassium levels can be caused by renal and adrenal conditions with metabolic alkalosis or acidosis.

Increased chloride levels may be due to hyperparathyroidism. Low levels may be due to Addison's disease, intestinal obstruction, rickettsial disease and Waterhouse-Friderichsen Syndrome.

The CO, content is decreased in metabolic acidosis and respiratory alkalosis, whereas the level is increased in metabolic alkalosis and respiratory acidosis.

The Sigma Diagnostics methods use ion selective electrodes for determining sodium, potassium, and chloride and rate of pH change for determing carbon dioxide on the SYNCHRON CX 3 System.

The safety and effectiveness of Sigma Diagnostics Electrolyte Buffer, Procedure Number E3766, are demonstrated by its substantial equivalency to Beckman Electrolyte Buffer Kit, Part No. 443325. Both electrolyte buffers are used to measure sodium, chloride, potassium, and carbon dioxide concentrations in serum or plasma, sodium, potassium, and chloride concentrations in urine, and chloride concentrations in CSF on the SYNCHRON CX 3 System, and the reaction principles for both reagents are identical. In comparison studies, the following data was obtained:

Serum AnalyteCorrelation CoefficientRegression equation
Sodium0.963y = 0.90x + 13.48
Potassium0.999y = 0.98x + 0.08
Chloride0.973y = 0.91x + 10.52
Total CO₂0.992y = 0.95x + 1.54
Urine AnalyteCorrelation CoefficientRegression equation
Sodium0.997y = 0.95x - 0.10
Potassium0.998y = 0.97x + 0.49
Chloride0.997y = 0.97x + 2.06

{1}------------------------------------------------

510(K) NOTIFICATION

Sigma Diagnostics 545 South Ewing Avenue St. Louis, MO 63103

CX®3 Electrolyte Buffer Procedure Number E3766 August 31, 1996

SUMMARY OF SAFETY AND EFFECTIVENESS(cont.)

CSF AnalyteCorrelation CoefficientRegression equation
Chloride0.891$y = 0.98x + 4.00$

With-in run precision and total precision for sodium demonstrated %CV's of less than 1.1 % on serum samples and less than 1.2 % on urine samples. With-in run precision and total precision for potassium demonstrated %CV's of less than 1.0 % on serum samples and less than 1.6 % on urine samples. With-in run precision and total precision for chloride demonstrated %CV's of less than 1.3 % on serum samples, less than 1.9 % on urine samples, and less than 1.8 % on CSF samples. The Sigma Diagnostics Electrolyte Buffer has been determined to be linear to the following limits on the SYNCHRON CX 3 System:

AnalyteSerum (mmol/L)Urine (mmol/L)CSF (mmol/L)
Sodium100.0 - 200.010 - 200NA
Potassium1.00 - 15.002 - 200NA
Chloride50.0 - 200.015 - 30050 - 200
Total CO25.0 - 40.0NANA

§ 862.1160 Bicarbonate/carbon dioxide test system.

(a)
Identification. A bicarbonate/carbon dioxide test system is a device intended to measure bicarbonate/carbon dioxide in plasma, serum, and whole blood. Bicarbonate/carbon dioxide measurements are used in the diagnosis and treatment of numerous potentially serious disorders associated with changes in body acid-base balance.(b)
Classification. Class II.