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510(k) Data Aggregation

    K Number
    K230130
    Date Cleared
    2023-10-10

    (266 days)

    Product Code
    Regulation Number
    892.1750
    Reference & Predicate Devices
    Why did this record match?
    Applicant Name (Manufacturer) :

    ISYS Medizintechnik GMBH

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Micromate™ Navi+ device is a user-controlled electromechanical arm with a needle guide. It is intended to assist the user in the positioning of 8-19 gauge needles in the chest, abdomen and musculoskeletal structures when computed tomography (CT) optical navigation can be used for target trajectory planning and intra-operative tracking. The needle is then manually advanced by the user. Trajectory planning is made with software that is a part of the Micromate™ Navi+ device.

    Device Description

    The Micromate™ Navi+ system allows the percutaneous execution of a surgical intervention by providing instrument guidance according to one or more pre-operative plans defined by an internal planning and navigation software (MicroNav). The alignment to the surgical plan is performed through a manual gross-positioning using a Positioning Arm, followed by automatic or joystick-controlled movement with image guidance, such as optical CT navigation (tracked by camera). After alignment, the advancement of surgical instruments and delivery of therapy is performed manually by the user, while the position is retained by the targeting platform of Micromate™ Navi+, relying on the displayed navigation information or real-time images from third party imaging device.

    The Micromate Navi+ device is intended for biopsy and percutaneous tumor ablation procedures, in the abdomen, thorax and musculoskeletal tissue.

    The Micromate™ Navi+ system comprises the following main components:

    • Targeting Platform, a robotic positioning unit that aligns to the surgical plan and holds the surgical instruments through an end-effector acting as a tool-guide adapter,
    • Control Unit, device that allows the automatic or manual control of the Targeting Platform movement and can communicate with an internal planning and navigation station,
    • Positioning Arm, a multi-functional arm that is used to gross-position the Targeting Platform in such a way the traiectory is reachable.
    • Strain Relief Box, which distributes power and data through the Micromate™ system,
    • Power and Network Unit, which connects the system to power and allows an optional direct point-to-point connection to an internal planning and navigation station for input of real-time navigation data,
    • Connecting Cables.

    and following Accessories:

    • Sterile Drapes for the Control Unit and Targeting Platform,
    • Needle guides for instrument guidance, packaged together with a drape for the sterile covering of the Targeting Platform,
    • Sterile Tracker, to which off-the-shelf mounting spheres can be attached, to enable optical tracking for the localization of the Targeting Platform in space,
    • A trolley for transport and storage,
    • Medical grade PC,
    • Camera tracking system,
    • Planning and navigation software (MicroNav).
    AI/ML Overview

    The provided text describes the 510(k) premarket notification for the Micromate™ Navi+ device, which is a user-controlled electromechanical arm with a needle guide intended to assist in positioning 8-19 gauge needles in the chest, abdomen, and musculoskeletal structures under CT optical navigation.

    Here's a breakdown of the acceptance criteria and the study proving the device meets those criteria, based on the provided text:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document doesn't explicitly state "acceptance criteria" in a numbered or bulleted list with specific numerical thresholds for clinical performance. However, it details the performance achieved which, implicitly, must have met internal or regulatory acceptance thresholds for substantial equivalence. The key performance metrics reported are accuracy measurements.

    Metric (Implicit Acceptance Criteria)Reported Device Performance
    Bench-Test Accuracy (Lateral Deviation)1.04 ± 0.60 mm
    Bench-Test Accuracy (Angular Deviation)0.75 ± 0.47º
    Clinical Guidance Accuracy - Abdominal (Lateral Deviation)1.48 ± 1.18 mm
    Clinical Guidance Accuracy - Abdominal (Angular Deviation)1.04 ± 0.97º
    Clinical Guidance Accuracy - Musculoskeletal (Lateral Deviation)0.62 ± 0.41 mm
    Clinical Guidance Accuracy - Musculoskeletal (Angular Deviation)0.61 ± 0.41º
    Clinical Guidance Accuracy - Thoracic (Lateral Deviation)1.76 ± 1.26 mm
    Clinical Guidance Accuracy - Thoracic (Angular Deviation)1.34 ± 0.82º
    Overall Clinical Guidance Accuracy (Lateral Deviation)1.33 ± 1.13 mm
    Overall Clinical Guidance Accuracy (Angular Deviation)1.02 ± 0.83º
    Worst-Case Expectable Clinical Accuracy - Abdomen6.93 mm
    Worst-Case Expectable Clinical Accuracy - Musculoskeletal4.12 mm
    Worst-Case Expectable Clinical Accuracy - Thorax7.41 mm
    Worst-Case Expectable Clinical Accuracy - Overall6.40 mm
    Needle Readjustment Rate0.13 ± 0.45 times per procedure
    Navigation Accuracy per ASTM F2554-18 (95% CI)Below 2mm (lateral), Below 2º (angular) from trajectory

    The document states: "The overall scope of accuracy testing supported, with high statistical confidence, a positive conclusion on the safe and effective use of the device in a clinical setting." This suggests that the reported accuracy values and the low needle readjustment rate were deemed acceptable by the manufacturer and, subsequently, by the FDA for substantial equivalence.

    2. Sample Size and Data Provenance

    • Test Set Sample Size:
      • Clinical Guidance Accuracy: 54 interventions (19 abdominal lesions, 19 thoracic lesions, and 16 musculoskeletal lesions). This constitutes the number of procedures in which performance data was collected.
      • Bench Test Accuracy: The sample size for the bench test is not explicitly stated in terms of number of measurements, but it refers to the validation per ASTM F2554-18.
    • Data Provenance: The text does not specify the country of origin for the clinical study data or whether it was retrospective or prospective. It only mentions the manufacturer's location as Austria. It states "data gathered in simulated clinical environment" for pre-clinical performance data and then discusses "clinical guidance accuracy," implying a clinical study for that part.

    3. Number of Experts and Qualifications for Ground Truth

    The document does not provide information on the number of experts used to establish ground truth for the test set or their specific qualifications (e.g., "radiologist with 10 years of experience"). For the clinical guidance accuracy, it would implicitly be the outcome of surgical procedures, likely assessed post-procedure by imaging or surgical confirmation.

    4. Adjudication Method for the Test Set

    The document does not describe any adjudication method (e.g., 2+1, 3+1, none) for the test set. Ground truth appears to be based on the outcome of the interventional procedures as measured by CT imaging after needle placement.

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

    There is no indication that a Multi-Reader Multi-Case (MRMC) comparative effectiveness study was conducted. The study focuses on the device's accuracy in assisting human users, not on comparing outcomes of human readers with vs. without AI assistance in interpretation. The device is a navigation system for needle placement, not primarily an AI for image interpretation.

    6. Standalone (Algorithm Only) Performance

    The device is described as a "user-controlled electromechanical arm." Its "planning and navigation software (MicroNav)" is an integral part of the device assisting the user. The study focuses on the device's accuracy in assisting the user in needle placement. Therefore, a standalone (algorithm only without human-in-the-loop) performance study, in the sense of an AI interpreting images, is not applicable or described in this context. The "bench-test accuracy" could be considered a form of standalone performance for the mechanical/software system, independent of a live clinical user's influence beyond initial setup.

    7. Type of Ground Truth Used

    The ground truth for accuracy validation appears to be based on objective measurement of the actual needle position relative to the planned trajectory using imaging (CT) after the procedure. This is inferred from "lateral deviation" and "angular deviation" measurements in both "simulated use environment" (bench-test) and "clinical guidance accuracy." It is not explicitly stated to be "expert consensus" or "pathology outcomes data" in the traditional sense of diagnostic AI.

    8. Sample Size for the Training Set

    The document does not specify the sample size used for the training set for the planning and navigation software (MicroNav). This information is typically not included in a 510(k) summary relating to substantial equivalence unless significant changes in software algorithms or AI training are explicitly being reviewed.

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

    The document does not specify how the ground truth for the training set of the MicroNav software was established. Given the nature of a medical device 510(k) submission, the focus is on verification and validation (V&V) of the final product, rather than the developmental steps like training data ground truth establishment, unless it directly impacts the safety and effectiveness of the device in a novel way. However, software verification and validation testing are mentioned, performed in accordance with FDA Guidance and IEC 62304.

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    K Number
    K203720
    Device Name
    MICROMATE
    Date Cleared
    2021-06-22

    (183 days)

    Product Code
    Regulation Number
    892.1750
    Reference & Predicate Devices
    Why did this record match?
    Applicant Name (Manufacturer) :

    ISYS Medizintechnik GMBH

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Micromate™ device is a user-controlled electromechanical arm with a needle guide. It is intended to assist the surgeon in the positioning of a needle or instrument where both computed tomography (CT) and fluoroscopic imaging can be used for target trajectory planning and intraoperative tracking. The needle or electrode is then manually advanced by the surgeon. Trajectory planning is made with software that is not part of the Micromate™ device

    Device Description

    The Micromate™ system allows the percutaneous execution of a surgical intervention by providing instrument guidance according to one or more pre-operative plans defined in an external planning or navigation station. The alignment to the surgical plan is performed through a manual gross-positioning using a Positioning Arm, followed by automatic or joystick-controlled movement with image guidance, such as CT and fluoroscopic image. After alignment, the advancement of surgical instruments and delivery of therapy is performed manually by the surgeon, while the position is retained by the system and relying on the displayed navigation information or realtime images.

    The system comprises the following main components:

    • Targeting Platform, a robotic positioning unit that aligns to the surgical plan and holds the surgical instruments through an end-effector acting as a tool-guide adapter.
    • Control Unit, a handheld device that allows the automatic or manual control of the Targeting Platform movement and can communicate with an external planning and navigation station.
    • Positioning Arm, a multi-functional arm that is used to gross-position the Targeting Platform in such a way the trajectory is reachable.
    • Strain Relief Box, which distributes power and data through the Micromate™ system.
    • Power and Network Unit, which connects the system to power and allows an optional direct point-to-point connection to an external planning and navigation station for input of real-time navigation data.
    • Sterile Drapes for the Control Unit and Targeting Platform (this one containing also needle guides) for instrument guidance.
    • Connecting Cables
    • A cart for transport and storage.

    The system can be mounted to different bed/table through specific adapter accessories and all components are covered with a sterile drape during use. Third-party needle or tool guides are connected to the Targeting Platform end-effector through a customized mechanical interface that preserves the sterile barrier.

    Micromate™ is not patient contacting.

    AI/ML Overview

    The provided document describes a medical device, the Micromate™, and its substantial equivalence to predicate devices, primarily the iSYS1. It does not contain a detailed study proving the device meets specific acceptance criteria in the way one might expect for a new AI/ML-driven diagnostic device undergoing performance evaluation.

    Instead, the document focuses on demonstrating substantial equivalence to a previously cleared device (iSYS1) based on similar technological characteristics and performance data. The "performance data" section states the measured accuracy of the Micromate™ in clinical use, which serves as evidence of its performance, but it doesn't explicitly link these measurements to predefined acceptance criteria in a tabular format as requested.

    However, I can extract the reported performance data from the document and present it as if it were the outcome of a study aimed at demonstrating performance.

    Here's an analysis based on the provided text, addressing the points you requested to the best of my abilitygiven the lack of specific "acceptance criteria" and a formal "study" in the AI/ML sense.


    Device: Micromate™ (Medical Robotic Positioning Unit)

    Purpose of the "Study" (Performance Data Section): To demonstrate the clinical accuracy of the Micromate™ device in assisting needle/instrument positioning, supporting its substantial equivalence claim.

    Acceptance Criteria and Reported Device Performance

    The document does not explicitly present a table of acceptance criteria that the device had to meet to be cleared. Instead, it provides reported clinical performance data. For the purpose of this exercise, I will present the reported performance as if these were the metrics assessed in a "study" to support the device's capability.

    Performance Metric"Acceptance Criteria" (Implicit/Target)Reported Device Performance (Clinical Use Data)
    Accuracy of alignment to trajectory (Entry Point view)Sufficient for safe and effective interventional procedures using CT/fluoroscopic imaging0.43 ± 0.5 mm (average accuracy)
    Angular deviation of needleSufficient for safe and effective interventional procedures using CT/fluoroscopic imaging0.79 ± 0.41 degrees (average angular deviation)
    95% Confidence Interval (CI) accuracy (position)Not explicitly stated but expected to be within clinically acceptable limits (e.g., typically a few mm for image-guided procedures)0.00 mm to 1.14 mm
    95% Confidence Interval (CI) accuracy (angle)Not explicitly stated but expected to be within clinically acceptable limits (e.g., typically a few degrees)0.25 degrees to 1.70 degrees
    Mechanical accuracy of system (standalone)
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    K Number
    K131433
    Date Cleared
    2014-03-11

    (298 days)

    Product Code
    Regulation Number
    892.1750
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Applicant Name (Manufacturer) :

    ISYS MEDIZINTECHNIK GMBH

    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The iSYS 1 device is a user-controlled electromechanical arm with a needle guide. It is intended to assist the surgeon in the positioning of a needle or electrode where both computed tomography (CT) and fluoroscopic imaging can be used for target trajectory planning and intraoperative tracking. The needle or electrode is then manually advanced by the surgeon. Trajectory planning is made with software that is not part of the iSYS device.

    Device Description

    The iSYS 1 is a modular needle guidance platform for interventional radiology and related fields. Core components are a 4 DOF micro positioning unit which allows the submillimetric needle positioning from simple needle angulations up to positioning and angulations with adjustable pivot point and a control unit which is directed by a cable connected control panel. The passive macro positioning unit and different table adapters allow different setups of the system around the patient in the region of interest. The needle-guide-kit (manufactured by ECOLAB) provides disposable components that ensure precise and sterile needle guidance.

    Planning of the tool position/orientation as well as validation of the correctness of the tool position must be performed with an external planning and measurement system which is not part of the iSYS-1 Interventional Platform. The position of iSYS 1 is visible for most imaging systems due to the used markers. During treatment the tool is controlled by the user.

    AI/ML Overview

    The iSYS 1 device is a user-controlled electromechanical arm with a needle guide intended to assist surgeons in positioning a needle or electrode using CT and fluoroscopic imaging for trajectory planning and intraoperative tracking.

    Here's an analysis of the acceptance criteria and supporting study details:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly state quantitative acceptance criteria in a table format. However, it indicates general performance aspects that were tested and confirmed. Based on the "Performance Data" and "Non-Clinical Performance Data" sections, the implied acceptance criterion is that the device demonstrates mechanical accuracy, compatibility, stability, and proper functionality within specified operating conditions.

    Acceptance Criteria (Implied)Reported Device Performance
    Mechanical accuracy (below 1 mm)Mechanical accuracy of iSYS1 is below 1 mm (note: this is the device's inherent mechanical accuracy, not overall treatment accuracy which depends on imaging).
    Compatibility with imaging modalityTested and proven compatible.
    Tendency to produce artifactsTested for. (Implied: acceptable level of artifacts or no significant artifacts).
    Mechanical stability under worst-case external payloadTested for. (Implied: stable under worst-case conditions).
    Mechanical stability of table adapters under external payloadTested for. (Implied: stable under external payload).
    Accuracy in remote-control modeTested for. (Implied: accurate in remote-control mode).
    Accuracy of needle guidanceTested for. (Implied: accurate needle guidance).
    Functionality of hardware modulesTested for functionality. (Implied: modules functional).
    Effectiveness of hardware safety measures for the softwareTested for effectiveness. (Implied: effective safety measures).
    Effectiveness of alarm systemsTested for effectiveness. (Implied: alarm systems effective).
    Compliance with electrical and mechanical safety standards (EN ISO 60601-1, EN 60601-1-8)Device tested and found compliant.
    Compliance with Electromagnetic Compatibility (FCC Part15, ISO 60601-1-2)Device tested and found compliant.
    Accuracy validated with external reference systemsValidated with Philips Allura Xper Guide FD 20 X-ray system and Axiom Artis Zeego from Siemens Healthcare; "passed all tests."

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

    The document does not specify a separate "test set" in the context of clinical or image-based evaluations with patient data. The performance studies mentioned appear to be more focused on non-clinical, bench-top testing to verify mechanical and electrical characteristics.

    • Sample Size: Not specified for any clinical or image-based test set involving patients. The performance tests refer to "clinical conditions" for accuracy of needle placement, but no sample size or patient count is given.
    • Data Provenance: Not explicitly stated as retrospective or prospective clinical data. The tests focus on device performance rather than patient outcomes from a specific country. The manufacturer is iSYS Medizintechnik GmbH from Austria.

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

    This information is not provided. The ground truth for performance tests appears to be based on engineering measurements and validation against known standards (e.g., accuracy below 1mm, compliance with electrical safety standards). For "accuracy of the needle placement under clinical conditions," it's not specified how ground truth was established or by whom.

    4. Adjudication Method for the Test Set

    Not applicable, as a clinical test set requiring expert adjudication for ground truth is not detailed in the provided information.

    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. The iSYS 1 is a mechanical device for needle guidance, not an AI or image interpretation system for "human readers." Therefore, an MRMC study comparing human readers with and without AI assistance is outside the scope of this device's evaluation as described.

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

    Not applicable. The iSYS 1 is an electromechanical arm designed to assist a surgeon (human-in-the-loop). It is not an algorithm-only device. The planning of the tool position/orientation and validation of its correctness are performed with external planning and measurement systems, and the needle/electrode is manually advanced by the surgeon.

    7. The Type of Ground Truth Used (expert consensus, pathology, outcomes data, etc.)

    For the non-clinical performance data, the ground truth is primarily engineering specifications, physical measurements (e.g., mechanical accuracy below 1mm), and adherence to established electrical and mechanical safety standards (EN ISO 60601-1, EN 60601-1-8) and EMC standards (FCC Part15, ISO 60601-1-2). For "accuracy of the needle placement under clinical conditions," the specific type of ground truth (e.g., imaging confirmation, direct measurement) is not detailed.

    8. The Sample Size for the Training Set

    Not applicable. The iSYS 1 device is a mechanical system, not an AI or machine learning algorithm that requires a "training set" of data.

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

    Not applicable, as there is no training set for this device.

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