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510(k) Data Aggregation

    K Number
    K122053
    Manufacturer
    Date Cleared
    2012-10-24

    (103 days)

    Product Code
    Regulation Number
    888.3565
    Why did this record match?
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The ShapeMatch Cutting Guides are intended to be used as patient-specific surgical instrumentation to assist in the positioning of total knee arthroplasty components intraoperatively and in guiding the marking of bone before cutting provided that anatomic landmarks necessary for alignment and positioning of the implant are identifiable on patient imaging scans.

    The ShapeMatch Cutting Guides are intended for use with the CR, PS and CS components of the Triathlon® Knee System. The indications for use of the Triathlon Knee System when used with the ShapeMatch Cutting Guides are:

    General Total Knee Arthroplasty (TKR) Indications:

    • Painful, disabling joint disease of the knee resulting from: degenerative arthritis, . rheumatoid arthritis or post-traumatic arthritis.
    • Post-traumatic loss of knee joint configuration and function. ●
    • Moderate varus, valgus, or flexion deformity in which the ligamentous structures . can be returned to adequate function and stability.
    • Failed reconstruction procedures which did not involve the implantation of hardware on . the condylar surfaces

    Additional Indications for Posterior Stabilized (PS):

    • Ligamentous instability requiring implant bearing surface geometries with . increased constraint.
    • Absent or non-functioning posterior cruciate ligament. .
    • Severe anteroposterior instability of the knee joint. .

    The ShapeMatch Cutting Guides are intended for single use only.

    Device Description

    The ShapeMatch Cutting Guides are single-use, disposable, cutting guides designed and manufactured from patient imaging data (MRI/CT). The cutting guides are used to aid the surgeon intra-operatively in making the initial distal femoral and the initial proximal tibial bone cuts during a total knee arthroplasty surgery. The cutting guides also establish the references for component orientations. The cutting guides are manufactured from polyoxymethylene per ASTM F1855.

    The ShapeMatch Cutting Guides are intended for use with the Triathlon® Knee System (Cruciate Retaining (CR), Posterior Stabilized (PS) and Condylar Stabilizing (CS)) determined substantially equivalent via the following 510(k)s K031729, K040267, K042993, K051146, K051380, K053514, K062037, K061251, K063423, and K072575.

    The accessory Triathlon® Extra-medullary (EM) Universal Goniometer is available for the surgeon to use intra-operatively to check the position of the femoral and tibial components. The goniometer mates with the saw slots on both the femoral and tibial guides for use in referencing the cuts with anatomic landmarks prior to resection of the bone. The accessory Triathlon® EM Universal Goniometer is made from Stainless Steel per ASTM A564.

    AI/ML Overview

    The provided 510(k) summary for the ShapeMatch® Cutting Guides ([K122053](https://510k.innolitics.com/search/K122053)) does not include information about specific acceptance criteria or a clinical study designed to prove the device meets such criteria.

    Instead, it relies on non-clinical testing and substantiates equivalence to a predicate device. Here's a breakdown based on the categories requested:

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

    • Acceptance Criteria: Not explicitly stated in terms of measurable performance thresholds.
    • Reported Device Performance: The document states "Detailed software verification and validation were performed per FDA Guidance, "General Principles of Software Validation: Final Guidance for Industry and FDA Staff." This indicates that the software aspects of the device (likely related to generating the custom guides from imaging data) were tested for correctness and functionality, but specific performance metrics (e.g., accuracy of cuts, fit of components) are not quantified in this summary.

    2. Sample size used for the test set and the data provenance (e.g. country of origin of the data, retrospective or prospective):

    • Not applicable for clinical efficacy. The document explicitly states "Clinical Testing: Not Applicable to validate changes." The software verification and validation would have involved various test cases, but details on sample size or data provenance for those tests are not provided.

    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):

    • Not applicable for clinical efficacy. Since clinical testing was deemed "not applicable," there's no mention of experts establishing a ground truth for a clinical test set.

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

    • Not applicable for clinical efficacy. No information on adjudication methods for a clinical test set.

    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 device is a cutting guide, not an AI-assisted diagnostic tool for "human readers." No MRMC study was conducted or referenced.

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

    • The device's function is to generate physical cutting guides from imaging data. The "algorithm" here would be the software that processes the MRI/CT data and designs the guide. The "Detailed software verification and validation" would assess the standalone performance of this software in accurately translating image data into guide designs. However, no specific metrics or studies demonstrating this standalone performance (e.g., how precisely the software determines bone geometry or cut planes compared to a 'gold standard') are provided in this summary.

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

    • For the "software verification and validation," the ground truth would likely be established through engineering specifications, validated anatomical models, or potentially comparisons to manual measurements/designs. Specific details are not provided.

    8. The sample size for the training set:

    • This information is not provided, as the summary focuses on software verification and validation rather than a deep learning machine learning model that would require a distinct training set. The device appears to be based on algorithmic design from patient imaging.

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

    • Not applicable as no specific training set for a machine learning model is described. The ground truth for the software development (if one considers the development data as a "training set" in a broader sense) would be based on established anatomical knowledge, engineering principles, and potentially measurements from cadaveric or synthetic models.

    In summary: The 510(k) for the ShapeMatch® Cutting Guides relies on non-clinical software verification and validation for regulatory submission, asserting substantial equivalence to a predicate device. It explicitly states that clinical testing was "Not Applicable to validate changes." Therefore, many of the requested details regarding clinical study design, acceptance criteria, and ground truth establishment for clinical performance are not present in this document.

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    K Number
    K110533
    Manufacturer
    Date Cleared
    2011-05-19

    (84 days)

    Product Code
    Regulation Number
    888.3565
    Why did this record match?
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Stryker® Patient Specific Cutting Guides are intended to be used as patient-specific surgical instrumentation to assist in the positioning of total knee arthroplasty components intraoperatively and in guiding the marking of bone before cutting.

    The Stryker Patient Specific Cutting Guides are intended for use with the CR, PS and CS components of the Triathlon® Knee System. The indications for use of the Triathlon Knee System when used with the Stryker Patient Specific Cutting Guides are:

    General Total Knee Arthroplasty (TKR) Indications:

    • Painful, disabling joint disease of the knee resulting from: degenerative arthritis, rheumatoid arthritis or post-traumatic arthritis.
    • Post-traumatic loss of knee joint configuration and function.
    • Moderate varus, valgus, or flexion deformity in which the ligamentous structures can be returned to adequate function and stability.
    • Failed reconstruction procedures which did not involve the implantation of hardware on the condylar surfaces

    Additional Indications for Posterior Stabilized (PS):

    • Ligamentous instability requiring implant bearing surface geometries with increased constraint.
    • Absent or non-functioning posterior cruciate ligament.
    • Severe anteroposterior instability of the knee joint.

    The Stryker Patient Specific Cutting Guides are intended for single use only.

    Device Description

    The Stryker® Patient Specific Cutting Guides are single-use, disposable, cutting guides designed and manufactured from patient imaging data (MRI/CT). The cutting guides are used to aid the surgeon intra-operatively in making the initial distal femoral and the initial proximal tibial bone cuts during a total knee arthroplasty surgery. The cutting guides also establish the references for component orientations. The cutting guides are manufactured from polyoxymethylene per ASTM F1855.

    The Stryker Patient Specific Cutting Guides are intended for use with the Triathlon® Knee System (Cruciate Retaining (CR), Posterior Stabilized (PS) and Condylar Stabilizing (CS)) determined substantially equivalent via the following 510(k)s K031729, K040267, K042993, K051146, K051380, K053514, K062037, K061251, K063423, and K072575.

    The accessory Triathlon® Extra-medullary (EM) Universal Goniometer is available for the surgeon to use intra-operatively to check the position of the femoral and tibial components. The goniometer mates with the saw slots on both the femoral and tibial guides for use in referencing the cuts with anatomic landmarks prior to resection of the bone. The accessory Triathlon® EM Universal Goniometer is made from Stainless Steel per ASTM A564.

    AI/ML Overview

    Here's a breakdown of the acceptance criteria and the study information for the Stryker Patient Specific Cutting Guides, based on the provided 510(k) summary:

    1. Table of Acceptance Criteria and Reported Device Performance

    The provided document does not explicitly state numerical acceptance criteria. Instead, the non-clinical testing aimed to demonstrate comparable accuracy to conventional jig-based instrumentation, and the clinical testing aimed to show a strong co-relationship between MRI and long-standing radiograph measurements.

    Acceptance Criteria (Implied)Reported Device Performance
    Non-Clinical (Accuracy of Cutting Guides):
    Accuracy relative to pre-operative plan.
    Placement accuracy comparable to conventional jig-based instrumentation.Accuracy quantified in a cadaveric model.
    Placement accuracy achieved with the Stryker Patient Specific Knee Cutting Guides is comparable to conventional jig-based instrumentation.
    Clinical (Accuracy of MRI Protocol):
    Accuracy and repeatability of measurements from a new MRI protocol.
    Strong co-relationship between MRI and long-leg radiograph for mechanical alignment.Accuracy and repeatability of MRI measurements were quantified.
    A strong co-relationship between the long leg x-ray and augmented MRI scanning was demonstrated.

    2. Sample Size and Data Provenance

    • Non-Clinical (Cadaveric Assessment):

      • Sample Size (Test Set): Not explicitly stated, described as "a cadaveric model."
      • Data Provenance: Cadaveric data; implicitly from a controlled laboratory setting (likely within the US, but not specified). It is a prospective study as it involved active experimentation.
    • Clinical Research Study:

      • Sample Size (Test Set): Not explicitly stated.
      • Data Provenance: Not specified (e.g., country of origin). Described as a "clinical research study," implying prospective data collection on human subjects.

    3. Number and Qualifications of Experts for Ground Truth

    The document does not provide information on the number or qualifications of experts used to establish ground truth for either the non-clinical or clinical studies.

    4. Adjudication Method for the Test Set

    The document does not provide any information regarding an adjudication method for the test set.

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

    No multi-reader multi-case (MRMC) comparative effectiveness study is reported that details the effect size of human readers improving with AI vs. without AI assistance. The non-clinical study compared the device's accuracy to conventional jig-based instrumentation, which is a different type of comparison.

    6. Standalone Performance Study

    The studies conducted describe the performance of the "Stryker Patient Specific Cutting Guides" which are patient-specific surgical instruments generated from patient imaging data (MRI/CT). The studies assess the accuracy of these guides and the MRI protocol used to generate the data for the guides. This can be considered a standalone performance assessment of the device's ability to facilitate accurate cuts and the accuracy of the imaging protocol that informs the device. However, it's not "algorithm-only" in the sense of a diagnostic AI, as the device itself is a physical cutting guide. The software component mentioned (detailed software verification and validation) relates to the generation of these guides.

    7. Type of Ground Truth Used

    • Non-Clinical (Cadaveric Assessment): The ground truth was based on the "pre-operative plan" for bone cuts, which would have been established by a surgeon or planning software. The success was measured by comparing the actual cuts made using the guides to this plan.
    • Clinical Research Study: The ground truth for knee alignment was established by "long standing radiograph images," which are a standard clinical method for assessing mechanical alignment.

    8. Sample Size for the Training Set

    The document makes no mention of a training set sample size. The device is generated from individual patient MRI/CT data, so it's a patient-specific design rather than an AI model trained on a large dataset in the conventional sense. The "software verification and validation" would be a separate process from a training set for a machine learning model.

    9. How Ground Truth for Training Set was Established

    As no training set is described for an AI model, there is no information on how its ground truth would have been established. The core of the device relies on patient-specific imaging data translated into a physical guide, not on a machine learning model trained on a general dataset.

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