K Number
K181108
Date Cleared
2018-05-24

(27 days)

Product Code
Regulation Number
876.5630
Panel
GU
Reference & Predicate Devices
AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
Intended Use

The Fresenius Liberty Select Cycler is indicated for acute and chronic peritoneal dialysis.

Device Description

The Liberty Select Cycler is an electro-mechanical medical device. Software controls the functions of the machine during peritoneal dialysis treatment, including fluid flow, heating, and alarms. Like the predicate device, the modified Liberty Select Cycler is a software-controlled electromechanical medical device designed as a table-top unit to deliver Automated Peritoneal Dialysis (APD) therapy for the treatment of end-stage renal disease (ESRD). The Liberty Select Cycler is used to perform continuous and intermittent peritoneal dialysis therapies. Treatment settings are programmed based on a physician's prescription.

AI/ML Overview

Acceptance Criteria and Device Performance for Fresenius Liberty Select Cycler (K181108)

This submission (K181108) is for a modification to the Fresenius Liberty Select Cycler, specifically concerning software updates. The key point is that the essential performance characteristics, indications for use, materials, and other technological aspects remain the same as the predicate device (K171652). Therefore, the acceptance criteria and performance data presented here are based on the essential performance characteristics outlined for the device.

1. Table of Acceptance Criteria and Reported Device Performance

FeatureAcceptance CriteriaReported Device Performance (from K171652, essentially unchanged)
Inflow45–316 mL/min45–316 mL/min
OutflowMinimum: 30 mL/min, Maximum: 286 mL/minMinimum: 30 mL/min, Maximum: 286 mL/min
Temperature37°C ± 1°C37°C ± 1°C
Volume Accuracy, Fill± 2% of the fill volume± 2% of the fill volume
Volume Accuracy, Drain± 3% of the drain volume± 3% of the drain volume

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

The provided document does not specify a separate "test set" in the context of a clinical study with human subjects for this particular submission (K181108). This submission primarily focuses on software modifications to an already cleared device. The testing described is software verification and validation testing, which would typically involve testing on the device itself (hardware-in-the-loop) and simulated environments, rather than a human patient test set.

  • Sample Size: Not applicable in the context of a human patient test set for this submission. The "sample size" would relate to the number of test cases or scenarios executed during software testing.
  • Data Provenance: Not applicable in the context of clinical data provenance for this submission. The "data" comes from internal software testing and verification activities.

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

Not applicable. This submission focuses on software changes and mechanical/electrical device performance, not on diagnostic accuracy based on expert interpretation. The "ground truth" for software testing would be the expected behavior or outcome defined by design specifications and requirements.

4. Adjudication Method for the Test Set

Not applicable. Adjudication methods are typically used in studies involving human interpretation or clinical outcomes where discrepancies among readers or evaluators need to be resolved. This submission describes software and mechanical performance testing.

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

No. An MRMC comparative effectiveness study was not done. This type of study is relevant for assessing the impact of AI on human reader performance in diagnostic tasks, which is not the purpose of this device or its modifications.

6. Standalone (Algorithm Only Without Human-in-the-Loop Performance) Study

Not explicitly a "standalone study" in the common sense of an AI algorithm making a diagnosis. However, the software verification and validation testing described can be considered a form of standalone performance evaluation for the software's intended functions within the device. The software controls functions like fluid flow, heating, and alarms independently, and its modifications were tested to ensure these functions operate correctly.

7. Type of Ground Truth Used

The ground truth for the performance characteristics listed in the table (Inflow, Outflow, Temperature, Volume Accuracy) would be established by engineering specifications, calibration standards, and validated measurement techniques. For the software verification, the ground truth would be the defined software requirements and expected outputs based on those requirements.

8. Sample Size for the Training Set

Not applicable. This device is an electro-mechanical medical device with software controls, not a machine learning or AI algorithm that requires a "training set" in the traditional sense. The software is programmed based on defined logic and parameters, rather than trained on data.

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

Not applicable. As there is no "training set" in the context of a machine learning algorithm, there is no ground truth established for it. The software's correct functioning is verified against its predefined specifications and requirements.

§ 876.5630 Peritoneal dialysis system and accessories.

(a)
Identification. (1) A peritoneal dialysis system and accessories is a device that is used as an artificial kidney system for the treatment of patients with renal failure or toxemic conditions, and that consists of a peritoneal access device, an administration set for peritoneal dialysis, a source of dialysate, and, in some cases, a water purification mechanism. After the dialysate is instilled into the patient's peritoneal cavity, it is allowed to dwell there so that undesirable substances from the patient's blood pass through the lining membrane of the peritoneal cavity into this dialysate. These substances are then removed when the dialysate is drained from the patient. The peritoneal dialysis system may regulate and monitor the dialysate temperature, volume, and delivery rate together with the time course of each cycle of filling, dwell time, and draining of the peritoneal cavity or manual controls may be used. This generic device includes the semiautomatic and the automatic peritoneal delivery system.(2) The peritoneal access device is a flexible tube that is implanted through the abdominal wall into the peritoneal cavity and that may have attached cuffs to provide anchoring and a skin seal. The device is either a single use peritioneal catheter, intended to remain in the peritoneal cavity for less than 30 days, or a long term peritoneal catheter. Accessories include stylets and trocars to aid in the insertion of the catheter and an obturator to maintain the patency of the surgical fistula in the abdominal wall between treatments.
(3) The disposable administration set for peritoneal dialysis consists of tubing, an optional reservoir bag, and appropriate connectors. It may include a peritoneal dialysate filter to trap and remove contaminating particles.
(4) The source of dialysate may be sterile prepackaged dialysate (for semiautomatic peritoneal dialysate delivery systems or “cycler systems”) or dialysate prepared from dialysate concentrate and sterile purified water (for automatic peritoneal dialysate delivery systems or “reverse osmosis” systems). Prepackaged dialysate intended for use with either of the peritoneal dialysate delivery systems is regulated by FDA as a drug.
(b)
Classification. Class II (special controls). The following accessories are exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 876.9: A catheter finger grip that is non-patient contacting and intended for single use with a peritoneal catheter; a continuous ambulatory peritoneal dialysis (CAPD) belt; and a catheter stand that does not include weigh scales.