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510(k) Data Aggregation
(126 days)
The ConforMiS Unicondylar Knee Replacement System (iUni) is intended for use in one compartment of the osteoarthritic knee to replace the damaged area of the articular surface with evidence of adequate healthy bone sufficient for support of the implanted components. Candidates for unicondylar knee replacement include those with: · Joint impairment due to osteoarthritis or traumatic arthritis of the knee · Previous femoral condyle or tibial plateau fracture, creating loss of function · Valgus or varus deformity of the knee · Revision procedures provided that anatomic landmarks necessary for alignment and positioning of the implant are identifiable on patient imaging scans. This implant is intended for cemented use only.
The ConforMlS iDuo Bicompartmental Knee Repair System is intended for use in patients with severe knee joint pain and disability whose conditions cannot be solelyaddressed by the use of a prosthetic device that treats only a single knee compartment, such as unicondylar or patellofemoral prosthesis. The indications for use include restoring joint function and relief of pain due to: · Painful joint disease due to osteoarthritis · Traumatic arthritis of the knee Post traumatic loss of joint function · Failed osteotomies, hemiarthroplasties and unicondylar implants The Duo Bicompartmental Knee Repair System may be utilized when the medial or lateral condyle and the patellofemoral areas have been affected by one or more of the above noted conditions. The iDuo implant is intended for cemented use only.
The iTotal Posterior Stabilized {PS) Knee Replacement System (KRS) is intended for use as a total knee replacement in patients with knee joint pain and disability whose conditions cannot be solely addressed by the use of a prosthetic device that treats only one or two of the three knee compartments, such as a unicondylar, patellofemoral or bicompartmental prosthesis. The Indications for Use include: · Painful joint disease due to osteoarthritis, traumatoid arthritis, polyarthritis, polyarthritis or osteonecrosis of the knee. · Post traumatic loss of joint function. · Moderate varus, valgus or flexion deformity. · Failed osteotomies, hemiarthroplasties, and unicondylar, patellofemoral implants. · Revision procedures provided that anatomic landmarks necessary for alignment and positioning of the implant are identifiable on patient imaging scans. This implant is intended for cemented use only.
The iTotal Cruciate Retaining (CR) Knee Replacement System (KRS) is intended for use as a total knee replacement in patients with knee joint pain and disability whose conditions cannot be solely addressed by the use of a prosthetic device that treats only one or two of the three compartments, such as a unicondylar, patellofemoral or bicompartmental prosthesis. The Indications for Use include: · Painful joint disease due to osteoarthritis, traumatic arthritis, theumatoid arthritis or osteonecrosis of the knee. · Post traumatic loss of joint function. · Moderate varus, valgus or flexion deformity in which the ligamentous structures can be returned to adequate function and stability. · Failed osteotomies, hemiarthroplasties, and unicondylar, patellofemoral or bicompartmental implants. · Revision procedures provided that anatomic landmarks necessary for alignment and positioning of the implant are identifiable on patient imaging scans. This implant is intended for cemented use only.
ConforMIS knee replacement systems are patient-specific semi-constrained knee implants which consist of a femoral, tibial, and/or patellar components. The products are intended for treatment of severe pain and/or disability of the knee damaged by osteoarthritis ortrauma. Using patient imaging (either CT or MR scans), a patient-specific implant is designed that best meets the geometric and anatomic requirements of the specific patient. The femoral components of the devices are manufactured from cobalt chromium molybdenum (CoCrMo) alloy. The tibial component includes a metal tray manufactured from CoCrMo and polyethylene inserts manufactured from UHMWPE or an all polyethylene tibial component. The patellar components are manufactured from UHMWPE.
This document is a 510(k) premarket notification for knee replacement systems. It does not present a study or acceptance criteria for a device that relies on an algorithm or AI. Instead, it describes a non-clinical performance evaluation for sterilization validation of existing knee replacement systems.
Therefore, most of the requested information regarding acceptance criteria and studies for an AI/algorithm-based device simply do not apply to this document.
However, I can extract the information relevant to the non-clinical performance evaluation described:
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A table of acceptance criteria and the reported device performance:
Acceptance Criteria Reported Device Performance Sterilization Validation to establish a SAL of 1x10^-6 for Vaporized Hydrogen Peroxide (VHP) sterilization. Device components are effectively sterilized using Vaporized Hydrogen Peroxide, achieving a SAL of 1x10^-6. VHP residual testing (Implicitly met, as effective sterilization was confirmed) Product and packaging compatibility with VHP sterilization (Implicitly met, as effective sterilization was confirmed) -
Sample size used for the test set and the data provenance: Not applicable. This is a non-clinical sterilization validation, not a study involving patient data or a test set in the context of an algorithm.
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Number of experts used to establish the ground truth for the test set and the qualifications of those experts: Not applicable. This is a non-clinical sterilization validation, not an analysis requiring expert ground truth for an algorithm.
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Adjudication method for the test set: Not applicable.
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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 document does not describe an AI device or an MRMC study.
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If a standalone (i.e. algorithm only without human-in-the-loop performance) was done: Not applicable. This document does not describe an algorithm or AI device.
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The type of ground truth used: For the sterilization validation, the "ground truth" would be the scientifically established standard for sterility (SAL of 1x10^-6) as defined by regulatory bodies and testing protocols.
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The sample size for the training set: Not applicable. This document does not describe a machine learning model.
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How the ground truth for the training set was established: Not applicable.
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(104 days)
The ConforMIS Unicondylar Knee Replacement System (iUni) is intended for use in one compartment of the osteoarthritic knee to replace the damaged area of the articular surface in patients with evidence of adequate healthy bone sufficient for support of the implanted components.
Candidates for unicondylar knee replacement include those with:
- joint impairment due to osteoarthritis or traumatic arthritis of the knee .
- previous femoral condyle or tibial plateau fracture, creating loss of function .
- valgus or varus deformity of the knee .
- o revision procedures provided that anatomic landmarks necessary for alignment and positioning of the implant are identifiable on patient imaging scans
This implant is intended for cemented use only.
ConforMIS iUni Unicondylar Knee Replacement System ("iUni KRS") is a patient-specific unicompartmental knee replacement system. The iUni KRS is comprised of a set of implants designed from patient images. The implant system consists of: 1 Femoral Implant t . 1 Tibial Component (all-polyethylene or metal backed) The implants of the iUni KRS consists of individually packaged femoral and tibial components and are provided with ancillary instrumentation to assist in the implantation procedure. The patient-specific femoral implant is made of Cobalt Chrome Molybdenum alloy (CoCrMo) and is personalized to match a patient's anatomy. The all poly tibial component is made from UHMWPE. The metal backed tibial component consists of a CoCrMo tibial tray and with an Ultra High Molecular Weight Polyethylene (UHMWPE) tibial insert. Multiple inserts of varying thicknesses may be provided to accommodate surgeon preferences. The outline, the bone contacting surfaces, and the articular surfaces of the femoral component as well as the outline of both tibial components are personalized to match the patient's femoral and tibial anatomy. The design of the implant is derived from an analysis, using proprietary software, of images obtained by MRI or CT scan. Disposable, patient-specific instrumentation is provided to assist in the implantation of the iUni Unicondylar Knee Replacement System.
Here's an analysis of the provided text regarding the acceptance criteria and the study that proves the device meets them:
1. Table of Acceptance Criteria and Reported Device Performance
The provided text does not explicitly state specific acceptance criteria in terms of numerical performance metrics (e.g., accuracy, precision, sensitivity, specificity) for the software. Instead, it describes a process of "software verification and validation testing of proprietary software" to demonstrate substantial equivalence to a predicate device.
The "performance" reported is that the device, after software modifications, is substantially equivalent to the previous versions. This determination is based on the conducted non-clinical laboratory testing.
| Acceptance Criteria (Implied) | Reported Device Performance |
|---|---|
| Software functions as intended and meets design specifications. | Detailed software description and software verification and validation testing of proprietary software SegSurf v3.0, iUniWorks v4.0, and iUni FemJigs v2.0 were performed. |
| Device maintains safety and effectiveness after software update. | Non-clinical laboratory testing was performed demonstrating that the device is safe and can be considered substantially equivalent to the predicate device for the intended use. Clinical data was not deemed necessary to demonstrate substantial equivalence. |
| Substantial Equivalence to Predicate Devices (K121974 & K111916). | "Based on the testing conducted it is concluded that the iUni Unicondylar Knee Replacement System with the use of SegSurf v3.0, iUniWorks v4.0, and iUni FemJigs v2.0 production software modules is substantially equivalent to the iUni Unicondylar Knee Replacement System" (predicate devices). |
2. Sample Size Used for the Test Set and Data Provenance
The document does not specify a sample size for a test set in the context of typical machine learning or algorithm validation. The testing described is "software verification and validation testing," which usually involves testing the software's functionality, compliance with requirements, and performance against defined specifications, rather than a clinical dataset.
The data provenance is not mentioned. Since this is a software update for a pre-existing medical device, the "data" being processed by the software would be patient imaging scans (MRI or CT) used to design the patient-specific implants. However, the origin and nature of any specific dataset used for the "verification and validation" of the software itself are not detailed.
3. Number of Experts Used to Establish Ground Truth for the Test Set and Their Qualifications
Given that the study is a "software verification and validation testing" for substantial equivalence, and not a clinical efficacy or performance study involving human interpretation of imaging, there is no mention of experts being used to establish ground truth for a test set in the traditional sense of medical image analysis (e.g., radiologists marking lesions). The "ground truth" for software validation would typically relate to the accuracy of the software's output compared to its specified design or known correct outputs (e.g., if a measurement is supposed to be X, the software calculates X). The document does not detail this aspect.
4. Adjudication Method for the Test Set
As there is no mention of a test set requiring expert interpretation or labeling, there is no adjudication method described.
5. If a Multi Reader Multi Case (MRMC) Comparative Effectiveness Study Was Done, and the Effect Size
No MRMC comparative effectiveness study was done or reported. The submission focuses on demonstrating substantial equivalence of the modified software to a predicate device through non-clinical software testing, not on comparing human reader performance with or without AI assistance.
6. If a Standalone (Algorithm Only Without Human-in-the-Loop Performance) Was Done
The testing performed was standalone software verification and validation of SegSurf v3.0, iUniWorks v4.0, and iUni FemJigs v2.0. These software modules are proprietary and are used for "analysis... of images obtained by MRI or CT scan" to design patient-specific implants. This constitutes standalone algorithm testing, as it doesn't involve human interpretation of the algorithm's output in a diagnostic setting, but rather the internal validation of the software's calculations and functionalities.
7. The Type of Ground Truth Used
The ground truth for the "software verification and validation testing" would be the expected and correct outputs/behaviors of the software modules based on their design specifications and computational requirements. This is typically established through:
- Design specifications: What the software is designed to calculate or segment.
- Reference data/models: Using known inputs with manually calculated or established correct outputs to compare against the software's results.
- Mathematical correctness: Ensuring algorithms perform calculations accurately.
The document does not elaborate on the specific type of ground truth beyond stating "software verification and validation testing."
8. The Sample Size for the Training Set
The document does not provide information on the sample size for a training set. The described software (SegSurf, iUniWorks, iUni FemJigs) is for custom implant design based on individual patient imaging data. While these systems are likely built on underlying algorithms that may have been developed and trained using various datasets, the submission focuses on the validation of an updated version of these proprietary software modules. The training details of the original or updated algorithms are not part of this 510(k) summary.
9. How the Ground Truth for the Training Set Was Established
Since no information is provided about a training set, the method for establishing its ground truth is also not mentioned.
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