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510(k) Data Aggregation

    K Number
    K251082

    Validate with FDA (Live)

    Date Cleared
    2025-10-10

    (184 days)

    Product Code
    Regulation Number
    876.4350
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The HYDROS Robotic System is indicated for the resection and removal of prostate tissue in males suffering from lower urinary tract symptoms (LUTS) due to benign prostatic hyperplasia.

    Device Description

    The HYDROS Robotic System has three components – the HYDROS Robotic System, HYDROS TRUS Probe, and HYDROS Handpiece.

    1. HYDROS Robotic System
      The HYDROS Robotic System, consists of the following nine components:
    • HYDROS Tower
    • Touchscreen Interfaces - Monitor that supports the Tower Monitor (Tmon) and Surgeon Monitor (Smon)
    • HYDROS Software
    • HYDROS Operating System
    • Embedded Software
    • Motorpack
    • Handpiece Arm
    • TRUS Probe Arm
    • Foot Pedal

    The HYDROS Robotic System is provided non-sterile, and no sterilization is required prior to each use. The Tower, Foot Pedal, Roll Stand, Articulating Arms, and Motorpack are reprocessed per instructions provided with the device after each use. The HYDROS Robotic System does not come in contact with the patients during the procedure.

    1. HYDROS TRUS Probe
      The HYDROS TRUS Probe is a biplane transrectal ultrasound probe that is used in the conjunction with the HYDROS Robotic System and HYDROS Handpiece to provide ultrasound imaging to deliver the AQUABLATION procedure. The HYDROS TRUS Probe is re-usable and provided non-sterile. It is reprocessed prior to each use as per the instructions provided in the IFU.

    2. HYDROS Handpiece
      The HYDROS Handpiece is the single-use sterile surgical device introduced to the surgical site within the prostate through the urethra to visualize, resect and remove prostatic tissue. The HYDROS Handpiece is integrated with a digital CMOS Scope and is terminally sterilized by EtO.

    AI/ML Overview

    The provided document is a 510(k) Clearance Letter and 510(k) Summary for the HYDROS Robotic System. This type of FDA submission focuses on demonstrating substantial equivalence to a predicate device, rather than providing detailed clinical study results and acceptance criteria for specific AI/ML components as one might find in a De Novo or PMA submission.

    Therefore, the document does not contain all the requested information for the acceptance criteria and the study proving the device meets those criteria, particularly for the AI/ML aspects. It only states that the AI/ML component "Passes" FDA guidance.

    However, based on the information provided, here's what can be extracted and inferred:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly state acceptance criteria in quantitative terms for the AI/ML features. Instead, it indicates that the AI/ML component passed relevant FDA guidance.

    Feature AreaAcceptance Criteria (from document)Reported Device Performance (from document)
    FirstAssist AI™Complies with FDA Guidance for AI/ML in Medical Device Development."Pass" (referring to compliance with FDA Guidance: Clinical Performance Assessment: Considerations for Computer-Assisted Detection Devices Applied to Radiology Images and Radiology Device Data in Premarket Notification (510(k)) Submissions; Computer-Assisted Detection Devices Applied to Radiology Images and Radiology Device Data - Premarket Notification [510(k)] Submissions; Good Machine Learning Practice for Medical Device Development: Guiding Principles)
    Overall SystemMeets applicable standards and guidance documents for non-clinical tests."Pass" for all listed non-clinical bench tests (System Verification, Usability, EMC, Basic Safety, Wireless, Sterilization, Biocompatibility, Packaging, Shelf Life, Reliability, Labeling, Reprocessing, Corrosion, Cystoscope Imaging, Ultrasound Imaging, Cybersecurity, Software).

    Limitations: The document does not provide specific performance metrics (e.g., accuracy, sensitivity, specificity, or localization error thresholds) as acceptance criteria for the FirstAssist AI™ feature, nor does it present quantitative results. The "Pass" indicates general compliance with regulatory expectations for a 510(k) AI/ML submission.

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

    The document does not specify the sample size used for the test set or the data provenance (e.g., country of origin, retrospective/prospective) for the AI/ML components. It only mentions "non-clinical performance data" and "simulated use testing and cadaver testing" for overall system validation, but these don't specifically refer to the AI/ML test set.

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

    The document does not provide information on the number of experts used to establish ground truth or their qualifications for the AI/ML test set.

    4. Adjudication Method for the Test Set

    The document does not specify any adjudication method used for the test set, particularly for the AI/ML component.

    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study was Done

    The document does not mention a Multi-Reader Multi-Case (MRMC) comparative effectiveness study. It also does not provide any effect size for human readers improving with AI assistance. The AI feature ("FirstAssist AI™") is described as "optional" assistance during the PLAN step for displaying nozzle position, prostate capsule boundary, and placing landmarks, implying it's a tool for surgeons rather than a primary diagnostic AI.

    6. If a Standalone (Algorithm Only Without Human-in-the-Loop Performance) was Done

    The document implicitly suggests a standalone component analysis for the AI/ML feature by stating it "provides the handpiece nozzle position and the prostate capsule boundary" and "will place the 4 landmarks." However, detailed standalone performance metrics (e.g., how accurate the AI's landmark placement is without human correction, or the performance of the AI in identifying boundaries) are not provided. The description focuses on its function as an assistive tool, implying human review and adjustment.

    7. The Type of Ground Truth Used

    The document does not explicitly state the type of ground truth used for the AI/ML component. Given the nature of prostate anatomy and procedural planning in a surgical context, it could involve expert anatomical annotation on imaging data, but this is not specified.

    8. The Sample Size for the Training Set

    The document does not provide the sample size used for the training set of the AI/ML model.

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

    The document does not describe how the ground truth for the training set was established for the AI/ML model.

    Summary of AI/ML Specifics from the Document:

    • Feature Name: FirstAssist AI™ (previously Assisted Planning)
    • Functionality:
      • Transverse view: Provides handpiece nozzle position and prostate capsule boundary.
      • Sagittal view: Places 4 landmarks (treatment start (TS), bladder neck (BN), mid-prostate (MP), and treatment end (TE)).
    • User Interaction: The surgeon has the option to adjust the landmarks as needed.
    • Change from Predicate: The subject device has an "updated AI model for the same functionality of landmark identification."
    • Regulatory Status: "Passes" FDA Guidance for AI/ML.

    In conclusion, while the document confirms the HYDROS Robotic System has an AI/ML component ("FirstAssist AI™") and was cleared based on non-clinical performance and equivalence to a predicate, it lacks the detailed quantitative acceptance criteria and study particulars for the AI/ML model itself that would typically be found in a more comprehensive clinical validation report. The "Pass" for AI/ML indicates compliance with the regulatory requirements pertinent to a 510(k) submission, which often rely on demonstration of similar performance to a predicate or adherence to recognized performance standards rather than extensive de novo clinical studies specifically for the AI component's accuracy.

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    K Number
    K241952

    Validate with FDA (Live)

    Date Cleared
    2024-09-30

    (89 days)

    Product Code
    Regulation Number
    876.4350
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The AQUABEAM Robotic System is intended for the resection and removal of prostate tissue in males suffering from lower urinary tract symptoms (LUTS) due to benign prostatic hyperplasia.

    Device Description

    The AQUABEAM® Robotic System is intended for use in patients suffering from lower urinary tract symptoms (LUTS) resulting from benign prostatic hyperplasia (BPH). The AQUABEAM Robotic System is designed for resecting of prostate tissue during minimally invasive surgical procedures. The AQUABEAM Handpiece and AQUABEAM Scope are inserted via transurethral approach and advanced into the prostatic urethra.

    The AQUABEAM Robotic System is designed to utilize a high-velocity sterile saline wateriet as the cutting medium which is projected through a nozzle positioned within the prostatic urethra. The nozzle assembly motion is driven by a motor system, controlled by the user. The pressure is generated by a high-pressure pump system controlled by the AQUABEAM Console. The user is allowed to adjust the desired flow rates manually. All functions are displayed on the AQUABEAM Conformal Planning Unit. Pre-condition parameters are set on the AQUABEAM Conformal Planning Unit before operation.

    The AQUABEAM Robotic System, consists of the following nine components:

    • AQUABEAM Console
    • AQUABEAM Motorpack
    • AQUABEAM Foot pedal
    • AQUABEAM Conformal Planning Unit
    • AQUABEAM Roll Stand
    • AQUABEAM Handpiece Articulating Arm
    • AQUABEAM TRUS Articulating Arm
    • AQUABEAM Handpiece
    • AQUABEAM Scope
    AI/ML Overview

    The provided FDA 510(k) summary does not contain the specific details required to fully address all parts of your request regarding acceptance criteria and the study proving the device meets them. This document primarily focuses on demonstrating substantial equivalence to a predicate device, particularly regarding a software change. It indicates that most performance data relies on previous testing of the predicate device.

    However, based on the information available, here's what can be extracted:

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

    The document does not explicitly present a table of acceptance criteria with corresponding reported device performance for the new software version. Instead, it discusses the purpose of the software change and states that testing was performed to ensure it works as intended and does not impact safety and effectiveness.

    The key change described in the software is:

    • Previous Software (SW0021-281): User had the option to exceed the depth for bladder neck, mid-prostate, and median lobe. Purple lines on the GUI blinked when depth was exceeded. Maximum depth constraint could not let the user place markers beyond 24.3 mm.
    • New Software (SW0021-282): Limits the user from planning a cut in profile path beyond the depth of the cut defined in the angle step for mid prostate and bladder neck. The purple line indicator flashing is removed as the user is now limited. The median lobe depth of cut is not limited. The maximum depth constraint is removed from the Profile Landmark step, allowing the user to place 4 landmark points beyond 24.3 mm depth, though the maximum planned depth remains 24.3 mm.

    Implied Acceptance Criteria (based on the software change description):

    Acceptance Criteria CategorySpecific Acceptance Criteria (Inferred from software change)Reported Device Performance (as stated in the document)
    Software Functionality1. Limit user from planning beyond defined depth for mid prostate and bladder neck.Testing performed to ensure "software and OS works as intended" and "changes do not impact the safety and effectiveness."
    2. Remove purple line indicator flashing for mid prostate and bladder neck when depth is exceeded (since it's now limited).Implied: The flashing (if applicable under old conditions) is now absent as the planning limitation prevents exceeding depth in these areas.
    3. Allow flexible planning for median lobe depth of cut (no limitation).Testing performed to ensure "software and OS works as intended."
    4. Enable user to place 4 landmark points beyond 24.3 mm depth in the Profile Landmark step, while keeping maximum planned depth at 24.3 mm.Testing performed to ensure "software and OS works as intended."
    Safety and EffectivenessNo adverse impact on safety and effectiveness compared to the predicate device."The new software and operating system verification and validation testing to ensure that the software and the operating system changes do not impact the safety and effectiveness of the subject device..."

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

    The document states "The new software and operating system verification and validation testing to ensure that the software and the operating system changes do not impact the safety and effectiveness of the subject device and the subject device software and OS works as intended."

    However, no specific sample size or details about data provenance (e.g., country of origin, retrospective/prospective) are provided for this software verification and validation testing. The document largely relies on the past performance data of the predicate device.

    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)

    This information is not provided in the document. The document refers to "verification and validation testing" for the software without detailing who performed or reviewed these tests, or how ground truth was established within this context.

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

    This information is not provided in the document.

    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

    This information is not provided in the document. The device in question is a robotic system for prostate tissue removal, not an AI-assisted diagnostic imaging system that would typically involve human readers.

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

    This information is not directly applicable or provided for this type of robotic surgical device. The software changes described are related to planning and constraints within the user interface of the robotic system, which inherently involves a human operator (surgeon). The verification and validation testing would assess the software's behavior in this human-in-the-loop context.

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

    For the software changes, the "ground truth" would likely be the expected and specified behavior of the software as defined by the developers and engineers, validated through testing scenarios. It is not equivalent to clinical 'ground truth' from pathology or outcomes data in the usual sense for diagnostic devices. However, the document does mention "Clinical Trial Data" as pre-existing non-clinical data relied upon, implying that the overall safety and effectiveness of the system (of which the software is a component) has been supported by clinical outcomes in the past. Details of this clinical trial ground truth are not provided for this specific submission.

    8. The sample size for the training set

    This information is not provided in the document. While the software was verified and validated, there is no indication that it employs machine learning or AI that would require a "training set" in the typical sense. It appears to be a rule-based or algorithmic software update.

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

    As there is no mention of a "training set" in the context of machine learning, this information is not provided and likely not applicable.

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    K Number
    K240200

    Validate with FDA (Live)

    Date Cleared
    2024-08-20

    (208 days)

    Product Code
    Regulation Number
    876.4350
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The HYDROS™ Robotic System is intended for the resection and removal of prostate tissue in males suffering from lower urinary tract symptoms (LUTS) due to benign prostatic hyperplasia.

    Device Description

    The HYDROS™ Robotic System has three components - the HYDROS Robotic System, HYDROS TRUS Probe, and HYDROS Handpiece.

    1. HYDROS Robotic System: consists of the HYDROS Tower, Touchscreen Interfaces Monitor, HYDROS Software, HYDROS Operating System, Embedded Software, Motorpack, Handpiece Arm, TRUS Probe Arm, and Foot Pedal. It is provided non-sterile and reprocessed per instructions. It does not contact patients during the procedure.
    2. HYDROS TRUS Probe: a biplane transrectal ultrasound probe used with the HYDROS Robotic System and HYDROS Handpiece to provide ultrasound imaging for the AQUABLATION procedure. It is re-usable, provided non-sterile, and reprocessed prior to each use.
    3. HYDROS Handpiece: a single-use sterile surgical device introduced through the urethra to visualize, resect and remove prostatic tissue. It is integrated with a digital CMOS Scope and terminally sterilized by EtO.
    AI/ML Overview

    Here's a summary of the acceptance criteria and study information for the HYDROS™ Robotic System, HYDROS™ Handpiece, and HYDROS™ TRUS Probe, based on the provided text:

    Important Note: The provided text is a 510(k) summary, which focuses on demonstrating substantial equivalence to a predicate device through non-clinical testing. It does not contain information about a clinical study or performance metrics specifically for AI functionality, as the AI feature seems to be an optional "FirstAssist AI™" feature that aids in planning rather than directly dictating treatment. Therefore, many of the requested clinical study-related details are not available in this document.

    1. Table of Acceptance Criteria and Reported Device Performance

    The document primarily reports "Pass" for all non-clinical bench tests, indicating that the device met the requirements of the specified standards and guidance documents. Specific quantitative acceptance criteria or performance metrics beyond a "Pass" result are not provided in this summary.

    Non-Clinical Bench Test CategoryGuidance/Standard ID & NameReported Device Performance
    System VerificationFDA Guidance for BPH Device InvestigationPass
    UsabilityIEC 62366-1:2015/COR1:2016, ANSI/AAMI HE75:2009 (R2018)Pass
    Electromagnetic CompatibilityIEC60601-1-2:2020, IEC TR 60601-4-2Pass
    Basic SafetyIEC 60601-1:2020, IEC 60601-2-37 Ed. 2.1 2015, EC 60601-1-6:2020, IEC 60601-2-18: 2009, IEC 80601-2-77: 2019Pass
    WirelessAAMI TIR69:2017/(R2020), FDA GuidancePass
    SterilizationEN ISO 11135:2014 + AMD 1: 2019, ISO 10993-7:2008 + AMD 1:2019, ISO 11138-1: 2017, ISO 11138-2: 2017, BS EN 556-1: 2001, ISO11737-1: 2018+AMD1:2021, ISO 11737-2: 2019, ISO 11139: 2018, ISO 14937:2009, AAMI TIR 14: 2016, AAMI TIR 15: 2016, AAMI TIR 16: 2017, AAMI TIR 28: 2016/(R)2020, ISO 11135 Second edition 2014-07-15, ISO 11737-2 Third edition 2019-12Pass
    BiocompatibilityISO 10993-1:2018, ISO 10993-4:2017, ISO 10993-5:2009, ISO 10993-9: 2019, ISO 10993-10:2021, ISO 10993-11: 2017, ISO 10993-12:2021, ISO 10993-13:2010, ISO 10993-14:2001, ISO 10993-15:2019, ISO 10993-18:2020, ISO 10993-23:2021Pass
    Packaging and TransitISTA 3B: 2017, ASTM D4332-22, ASTM D4169-22, ASTM F1886/F1886M-16, ASTM F2096-11 (2019), ISO 11607-1: 2019, ISO 11607-2: 2019Pass
    Shelf LifeASTM F88/F88-2023, ASTM F1980-21Pass
    ReliabilityMIL-STD-721CPass
    LabelingISO 15223-1:2021, ISO 20417:2021, ISO 7000:2019, ISO 7010 Third edition 2019-07, ISO 17664-2 First edition 2021-02, IEC/TR 60878 Ed. 4.0 2022-11, ISO 17664-1:2021, FDA Guidance (Blue Book Memo), FDA Guidance (89-4203)Pass
    ReprocessingANSI AAMI ST98:2022, AAMI TIR 12:2020, ASTM F3208-20, AAMI TIR 99:2024Pass
    CorrosionASTM F1089-18Pass
    Cystoscope ImagingISO 8600-5:2020, ISO 8600-3:2019, ISO 8600-1: 2015, ISO 80369-7:2021, ISO CIE 11664-4, First Edition 2019-06, ISO CIE 11664-6, First Edition 2014-02-01, IEC 61966-2-1:1999-10Pass
    Ultrasound ImagingIEC 62127-1:2022, IEC 61391-1:2006+AMD1:2017, FDA GuidancePass
    CybersecurityISO IEC 29147 First edition 2014-02-15, IEC 80001-1 Edition 1.0 2010-10, AAMI TIR57:2016, ANSI NEMA HN 1-2019, FDA GuidancePass
    SoftwareFDA Guidance (Premarket Submissions Software), Draft FDA Guidance (Device Software Functions), FDA Guidance (Software Validation)Pass
    AI/MLFDA Guidance (Clinical Performance CADe), FDA Guidance (CADe Premarket Notification), FDA Guidance (Good Machine Learning Practice)Pass

    Non-Clinical Testing Details:

    • Study Type: Design validation included simulated use testing and cadaver testing. The summary primarily lists compliance with various national and international standards and FDA guidance documents.
    • Sample Size (Test Set): Not explicitly stated in the provided text for each specific test. The "Pass" results suggest that the tests were conducted with sufficient samples to meet the requirements of the standards.
    • Data Provenance: Not specified, but implied to be from laboratory and cadaver testing within the manufacturer's control, as it's non-clinical performance data.
    • Number of Experts for Ground Truth & Qualifications: Not applicable for non-clinical bench testing.
    • Adjudication Method: Not applicable for non-clinical bench testing.
    • Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study: Not mentioned in this non-clinical summary. The AI feature ("FirstAssist AI™") is described as "optional" and assists in planning by providing handpiece nozzle position and prostate capsule boundary, and placing profile landmarks for adjustment by the surgeon. This suggests it's a decision-support tool rather than an autonomous diagnostic or treatment device requiring MRMC studies for performance comparison against human readers.
    • Standalone (Algorithm Only) Performance: The AI/ML entry indicates compliance with FDA guidance documents for CADe devices and good machine learning practice. This suggests standalone performance testing for the AI component was likely conducted to meet these guidelines, but specific metrics are not detailed in this summary. The AI assists in planning rather than directly performing the procedure.
    • Type of Ground Truth (for AI): The AI feature provides "handpiece nozzle position and the prostate capsule boundary" and places "4 landmarks - treatment start (TS), bladder neck (BN), mid-prostate (MP) and treatment end (TE)." The implication is that these are derived from anatomical structures visible on TRUS imaging, and the ground truth for these would typically be established by expert review/annotations of such images.
    • Sample Size for Training Set (for AI): Not specified in the provided text.
    • How Ground Truth for Training Set was Established (for AI): Not explicitly stated. For AI in medical imaging, ground truth is typically established by expert annotation (e.g., urologists or radiologists marking anatomical structures or disease boundaries on medical images).

    Conclusion from the document:
    "The overall performance data in this submission supports that the HYDROS Robotic System and its components are substantially equivalent to the predicate device when utilized for its intended use." This statement confirms that all acceptance criteria relevant to demonstrating substantial equivalence through non-clinical means were met.

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    K Number
    K231024

    Validate with FDA (Live)

    Date Cleared
    2023-08-30

    (141 days)

    Product Code
    Regulation Number
    876.4350
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The AQUABEAM® Robotic System is intended for the resection and removal of prostate tissue in males suffering from lower urinary tract symptoms (LUTS) due to benign prostatic hyperplasia.

    Device Description

    The AQUABEAM® Robotic System is intended for use in patients suffering from lower urinary tract symptoms (LUTS) resulting from benign prostatic hyperplasia (BPH). The AQUABEAM Robotic System is designed for resecting of prostate tissue during minimally invasive surgical procedures. The AQUABEAM Handpiece and AQUABEAM Scope are inserted via transurethral approach and advanced into the prostatic urethra. The AQUABEAM Robotic System is designed to utilize a high-velocity sterile saline waterjet as the cutting medium which is projected through a nozzle positioned within the prostatic urethra. The nozzle assembly motion is driven by a motor system, controlled by the user. The pressure is generated by a high-pressure pump system controlled by the AQUABEAM Console. The user is allowed to adjust the desired flow rates manually. All functions are displayed on the AQUABEAM Conformal Planning Unit. Pre-condition parameters are set on the AQUABEAM Conformal Planning Unit before operation. The AQUABEAM Robotic System, consists of the following nine components: AQUABEAM Console, AQUABEAM Motorpack, AQUABEAM Foot pedal, AQUABEAM Conformal Planning Unit, AQUABEAM Roll Stand, AQUABEAM Handpiece Articulating Arm, AQUABEAM TRUS Articulating Arm, AQUABEAM Handpiece, AQUABEAM Scope.

    AI/ML Overview

    The provided text is a 510(k) summary for the AQUABEAM® Robotic System, which is intended for the resection and removal of prostate tissue. However, this document does not contain acceptance criteria or study data demonstrating the device meets specific performance criteria in the way that would typically be presented for an AI/ML medical device submission.

    Instead, this 510(k) submission primarily focuses on:

    • Device Description: What the AQUABEAM Robotic System is and how it works.
    • Indications for Use: The medical conditions it is intended to treat.
    • Technological Characteristics: Stating that these are unchanged from the predicate device.
    • Device Comparison: Detailing changes only to the device labeling (specifically, to the contraindications section).
    • Performance Data: Listing pre-existing non-clinical data (biocompatibility, sterilization, software/firmware verification, electrical safety, usability, system design validation, reliability testing) relied upon. This section does not outline new performance criteria or data related to the device's efficacy for tissue removal.
    • Clinical Data Summary: Discussing a sub-group analysis from the WATER study (NCT02505919) and a study on circulating tumor cells (CTCs) in the context of the labeling change for contraindications, specifically regarding patients with diagnosed or suspected prostate cancer. This is to justify removing a contraindication, not to establish new performance metrics for the device's primary function of tissue removal.

    Therefore, I cannot extract the requested information regarding acceptance criteria and study data proving the device meets those criteria, as it is not present in the provided text. The document states that "The device's technological characteristics are unchanged, therefore no further non-clinical performance test data is required to support the subject device." and relies on prior non-clinical data and clinical data to support a change in contraindications.

    The provided text does not contain:

    1. A table of acceptance criteria and reported device performance.
    2. Sample sizes or data provenance for a test set proving performance for tissue removal.
    3. Number of experts or their qualifications for establishing ground truth for a test set.
    4. Adjudication method for a test set.
    5. MRMC comparative effectiveness study results or effect size for AI assistance.
    6. Standalone performance results.
    7. Type of ground truth used for performance validation.
    8. Sample size for a training set.
    9. How ground truth for a training set was established.
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    K Number
    K212835

    Validate with FDA (Live)

    Date Cleared
    2021-10-06

    (29 days)

    Product Code
    Regulation Number
    876.4350
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The AQUABEAM® Robotic System is intended for the resection and removal of prostate tissue in males suffering from lower urinary tract symptoms (LUTS) due to benign prostatic hyperplasia.

    Device Description

    The AQUABEAM® Robotic System is intended for use in patients suffering from lower urinary tract symptoms (LUTS) resulting from benign prostatic hyperplasia (BPH). The AQUABEAM Robotic System is designed for resecting of prostate tissue during minimally invasive surgical procedures. The AQUABEAM Handpiece and AQUABEAM Scope are inserted via transurethral approach and advanced into the prostatic urethra.

    The AQUABEAM Robotic System is designed to utilize a high-velocity sterile saline waterjet as the cutting medium which is projected through a nozzle positioned within the prostatic urethra. The nozzle assembly motion is driven by a motor system, controlled by the user. The pressure is generated by a highpressure pump system controlled by the AQUABEAM Console. The user is allowed to adjust the desired flow rates manually. All functions are displayed on the AQUABEAM Conformal Planning Unit. Precondition parameters are set on the AQUABEAM Conformal Planning Unit before operation.

    The AQUABEAM Robotic System, consists of the following nine components:

    • . AQUABEAM Console
    • . AQUABEAM Motorpack
    • AQUABEAM Foot pedal .
    • . AQUABEAM Conformal Planning Unit
    • AQUABEAM Roll Stand
    • . AQUABEAM Handpiece Articulating Arm
    • AQUABEAM TRUS Articulating Arm
    • AQUABEAM Handpiece •
    • . AQUABEAM Scope
    AI/ML Overview

    Based on the provided text, the device in question is the PROCEPT BioRobotics AQUABEAM® Robotic System.

    It's important to note that this document is a 510(k) summary for a Special 510(k), which means the device is being cleared as substantially equivalent to a previously cleared predicate device (AQUABEAM Robotic System 510(k) Number: K202961). The changes described are minor modifications related to sterility and the use life of a component. Therefore, the "acceptance criteria" and "study that proves the device meets the acceptance criteria" are primarily focused on demonstrating that these minor changes do not compromise the safety and effectiveness established in the predicate device's clearance.

    The document does not provide details of acceptance criteria or a study that proves the device meets initial acceptance criteria in the way one might expect for a de novo device or a PMA application. Instead, it relies on substantial equivalence to a predicate device and non-clinical testing to confirm that the changes made do not negatively impact performance.

    Here's a breakdown of the requested information based on the provided document:


    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria and performance data for this Special 510(k) relate specifically to the changes made to the predicate device, primarily the sterilization method for the AQUABEAM Scope and its updated use life. The document asserts that the fundamental performance characteristics (e.g., maximum angle rotation, maximum depth of penetration) remain the same as the predicate.

    Acceptance Criteria (for the changes)Reported Device Performance (as demonstrated by testing within this 510(k))
    Scope Sterilization Efficacy: AQUABEAM Scope must be effectively sterilized by the new STERRAD 100NX Express cycle, meeting a Sterility Assurance Level (SAL) of 10^-6.Sterilization Validation Testing (EN ISO 14937: 2009) was performed and found to conform to the standard, indicating effective sterilization.
    Scope Biocompatibility: The scope, after reprocessing with the new cycle, must maintain biocompatibility.Biological Evaluation (ISO 10993-5 and ISO 10993-12) was performed and found to conform for in vitro cytotoxicity, suggesting maintenance of biocompatibility.
    Scope Use Life: The AQUABEAM Scope must maintain its functional integrity and sterility capabilities for "at least 10 use cycles."AQUABEAM Scope Reliability testing was performed (though the specific results or methodology aren't detailed in this summary, the updated use life is stated as "at least 10 cycles," implying this was met).
    Overall Safety and Effectiveness: The minor changes (IFU update and scope use life) must not compromise the overall safety and effectiveness of the device.The conclusion states: "The overall performance data in this submission supports that the AQUABEAM Robotic System is safe, effective, and substantially equivalent to the predicate device when utilized for its intended use." This is an overarching claim based on the non-clinical testing performed and the reliance on the predicate device's existing clearance.

    Important Note: The original 510(k) for the predicate device (K202961) would contain the clinical trial data and design verification/validation testing that established the primary safety and effectiveness of the system for prostate tissue removal. This Special 510(k) is a supplement for minor changes.


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

    • For the non-clinical testing described in this Special 510(k) (sterilization, biocompatibility, reliability of the scope): The document does not specify the sample sizes used for these specific tests (e.g., how many scopes were tested for sterility or reliability).
    • For any pre-existing "Clinical Trial data" referenced from the predicate device: The specific sample sizes and data provenance for the clinical studies supporting the predicate device's original clearance are not provided in this document. The document simply states "Clinical Trial data" was performed on the predicate device and is still applicable.

    3. Number of Experts Used to Establish Ground Truth and Qualifications of Experts

    This document pertains to a device (AQUABEAM Robotic System) for prostate tissue removal, not an AI/imaging diagnostic device. Ground truth, in the context of this device, would typically refer to the clinical outcomes and validation of its physical performance during surgery, rather than a diagnostic AI's performance against expert-labeled images.

    Therefore, the concepts of "number of experts used to establish ground truth for the test set" and "qualifications of those experts" are not applicable in the context of this device's regulatory submission as described here. The "experts" involved would be the clinical investigators and surgeons who participated in the clinical trials supporting the predicate device's clearance.


    4. Adjudication Method (e.g., 2+1, 3+1, none) for the Test Set

    As this is not an AI/imaging diagnostic device requiring expert adjudication of image interpretations, an adjudication method for a test set is not applicable in the context of this device's regulatory review as described.


    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study Was Done, and Effect Size of Human Improvement with AI vs. Without AI Assistance

    This is not applicable as the AQUABEAM Robotic System is a surgical device, not an AI or imaging diagnostic device where MRMC studies are typically performed.


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

    This is not applicable for the same reasons as above. The device is a robotic surgical system, not an AI algorithm.


    7. The Type of Ground Truth Used (Expert Consensus, Pathology, Outcomes Data, etc.)

    For the overall performance of the AQUABEAM Robotic System (as established by the predicate device's original clearance and affirmed by this Special 510(k)), the "ground truth" would be clinical outcomes data related to prostate tissue removal and improvement in LUTS due to BPH, potentially supported by pathology of removed tissue and confirmed through clinical follow-up.

    For the specific non-clinical tests in this Special 510(k) (sterilization, biocompatibility, scope reliability), the "ground truth" is adherence to established engineering and biological standards (e.g., SAL of 10^-6 for sterility, passing cytotoxicity tests, meeting internal design specifications for cycles).


    8. The Sample Size for the Training Set

    This is not applicable. The AQUABEAM Robotic System is a hardware-based medical device for surgery. It is not an AI/machine learning model that requires a training set.


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

    This is not applicable for the same reasons as #8.

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    K Number
    K202961

    Validate with FDA (Live)

    Date Cleared
    2021-03-11

    (162 days)

    Product Code
    Regulation Number
    876.4350
    Reference & Predicate Devices
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The AQUABEAM® Robotic System is intended for the resection and removal of prostate tissue in males suffering from lower urinary tract symptoms (LUTS) due to benign prostatic hyperplasia.

    Device Description

    The AQUABEAM® Robotic System is intended for use in patients suffering from lower urinary tract symptoms (LUTS) resulting from benign prostatic hyperplasia (BPH). The AQUABEAM Robotic System is designed for resecting of prostate tissue during minimally invasive surgical procedures. The AQUABEAM Handpiece and AQUABEAM Scope are inserted via transurethral approach and advanced into the prostatic urethra.

    The AQUABEAM Robotic System is designed to utilize a high-velocity sterile saline wateriet as the cutting medium which is projected through a nozzle positioned within the prostatic urethra. The nozzle assembly motion is driven by a motor system, controlled by the user. The pressure is generated by a high-pressure pump system controlled by the AQUABEAM Console. The user is allowed to adjust the desired flow rates manually. All functions are displayed on the AQUABEAM Conformal Planning Unit. Pre-condition parameters are set on the AQUABEAM Conformal Planning Unit before operation.

    The AQUABEAM Robotic System, consists of the following nine components:

    • AQUABEAM Console .
    • . AQUABEAM Motorpack
    • . AQUABEAM Foot pedal
    • AQUABEAM Conformal Planning Unit .
    • . AQUABEAM Roll Stand
    • AQUABEAM Handpiece Articulating Arm
    • . AQUABEAM TRUS Articulating Arm
    • . AQUABEAM Handpiece
    • . AQUABEAM Scope
    AI/ML Overview

    The provided text describes the AQUABEAM® Robotic System and its substantial equivalence to a predicate device (DEN170024). It details various non-clinical tests performed to demonstrate this equivalence, but does not include information about acceptance criteria or a specific study proving the device meets those criteria in a quantitative manner (e.g., using specific metrics like sensitivity, specificity, accuracy with established thresholds).

    The document focuses on verification testing to show that changes to the device (e.g., software, hardware) perform as intended and that the system remains substantially equivalent to the previously cleared predicate device.

    Here's a breakdown of the information that is available, and what is missing based on your request:

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

    The document provides a table of "Non-Clinical Testing" and "Conclusion" which states that "all acceptance criteria were met" for various categories. However, it does not explicitly define those acceptance criteria (e.g., "Software performed as intended" is a conclusion, not a measurable criterion with a numerical target). Therefore, a detailed table as requested cannot be constructed from the provided text.

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

    This information is not provided in the document. The text mentions "cadaver study" for design validation, but doesn't specify sample size, origin, or retrospective/prospective nature.

    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)

    This information is not provided in the document.

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

    This information is not provided in the document.

    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

    This information is not applicable/not provided. The device is a robotic system for surgical resection, not an AI diagnostic or assistance tool for human readers in the context of image interpretation.

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

    This information is not applicable/not provided. The device is a physical robotic system, not an algorithm in the typical sense of standalone AI performance.

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

    For the system design validation, the document mentions a "cadaver study." While it doesn't explicitly state the "ground truth" for this cadaver study, it implies that the performance of the system in resecting prostate tissue on cadavers served as a proxy for validating its functionality. The nature of the ground truth (e.g., precise tissue removal confirmed by dissection or imaging) is not detailed.

    8. The sample size for the training set

    This information is not applicable/not provided. The device is a robotic system, not a machine learning model that undergoes a "training set."

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

    This information is not applicable/not provided for the same reason as point 8.


    Summary of available information related to acceptance criteria and performance:

    The document states that a variety of non-clinical tests were performed on the AQUABEAM Robotic System to demonstrate substantial equivalence to its predicate device. For each category of testing, the conclusion is that "all acceptance criteria were met." However, the specific metrics and thresholds for these "acceptance criteria" are not detailed.

    Here's what the document indicates regarding testing and conclusions:

    Table of Acceptance "Criteria" (Implicit) and Reported Device Performance:

    Non-Clinical Testing CategoryImplicit Acceptance Criterion (as per conclusion)Reported Device Performance/Conclusion
    Software and Firmware VerificationPerformance as intended, meeting all acceptance criteria.Verification testing performed on CPU software, operating system, MCU firmware, and updates to Console FPGA and Motorpack FPGA. "The software and firmware performed as intended and all acceptance criteria were met demonstrating substantial equivalence."
    Hardware VerificationPerformance as intended, meeting all acceptance criteria.Verification testing conducted on Console, Motorpack, and System. "The Console, Motorpack and System performed as intended and all acceptance criteria were met demonstrating substantial equivalence."
    Electrical Safety and Electromagnetic CompatibilityCompliance with relevant standards."All testing passed EMC per IEC 60601-1-2 4th edition requirements. All testing passed electrical safety per the standards listed."
    System Design VerificationFunctional and simulated use performance, meeting all acceptance criteria.Verification testing performed on the AQUABEAM Robotic System to test functional and simulated use. "All acceptance criteria were met demonstrating substantial equivalence to the predicate device."
    System Design ValidationPerformance in a cadaver study, meeting all acceptance criteria.A design validation was conducted via a cadaver study. "All acceptance criteria were met demonstrating substantial equivalence to the predicate device."
    Packaging ValidationCompliance with ASTM standards for packaging and transportation.Validation performed on components with design changes (Console, Motorpack). "The components with design change passed all testing conducted."
    Reliability TestingReliability equivalent to predicate device, documented use life.Evaluated the reliability of components with design changes. "The results are equivalent to the predicate device. The use life is documented in the table above and in the product labeling."

    Additional relevant points from the text:

    • Clinical Trial Data: "Existing clinical trial data is sufficient to establish the safety and effectiveness of the subject device, AQUABEAM Robotic System with the changes in design subject of this traditional 510(k) do not change the mode of operation/mechanism of action of the device." This indicates that previous clinical data for the predicate device, which shares the same indications for use and mechanism of action, is being leveraged, eliminating the need for new clinical trials for this specific 510(k) submission.
    • The 510(k) submission is for changes to an existing, already cleared device, demonstrating substantial equivalence to its predicate (DEN170024). The focus is on showing that the changes do not negatively impact safety or effectiveness.
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    K Number
    DEN170024

    Validate with FDA (Live)

    Device Name
    AQUABEAM System
    Date Cleared
    2017-12-21

    (248 days)

    Product Code
    Regulation Number
    876.4350
    Type
    Direct
    Reference & Predicate Devices
    N/A
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The AOUABEAM System is intended for the resection and removal of prostate tissue in males suffering from lower urinary tract symptoms (LUTS) due to benign prostatic hyperplasia.

    Device Description

    The AQUABEAM System is a personalized image-guided prostate tissue removal system that uses a high-velocity water jet to resect and remove a predetermined volume of tissue. The AQUABEAM System is comprised of nine main components along with accessories: AQUABEAM Conformal Planning Unit, AQUABEAM Console, AQUABEAM Motorpack, AQUABEAM Roll Stand, AQUABEAM Foot Pedal, AQUABEAM Handpiece Articulating Arm, AQUABEAM TRUS Articulating Arm, AQUABEAM Handpiece, and AQUABEAM Scope.

    AI/ML Overview

    The AQUABEAM System is a fluid jet system for prostate tissue removal intended for the resection and removal of prostatic tissue for the treatment of benign prostatic hyperplasia (BPH). The device cuts tissue using a pressurized fluid jet and can image the treatment area or pairs with an imaging modality to monitor treatment progress.
    The provided text details the acceptance criteria and the study that proves the device meets these criteria. The study, named WATER, was a prospective, multicenter, international double-blinded randomized clinical trial comparing the AQUABEAM System (Aquablation) to transurethral resection of the prostate (TURP).

    Here's an analysis of the acceptance criteria and the study that proves the device meets them:

    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria are derived from the "Special Controls" section, which outlines the performance data required to establish safety and effectiveness. The reported device performance is extracted from the "Safety Results" and "Efficacy Results" sections of the WATER clinical study.

    Acceptance Criteria (Special Controls)Reported Device Performance and How It Meets the Criteria
    1. Clinical performance testing must evaluate:WATER Clinical Study Results:
    a. All adverse events associated with the device;- Primary Safety Endpoint: Occurrence of Clavien-Dindo persistent grade 1 or grade 2 or higher perioperative complications at 3 months. - Aquablation (25.0%) vs. TURP (40.0%). - Rate difference: -15.0% (95% CI: -29.2 to -1.0%). - UCL (-1.0%) < 10% non-inferiority delta, demonstrating non-inferiority. - UCL < 0, demonstrating statistical superiority of Aquablation vs. TURP. - Key finding: Lower incidence of retrograde ejaculation in Aquablation (11.3%) vs. TURP (36.4%). - Comprehensive listing of Clavien-Dindo graded events by type and percentage for both groups at 3 months (Table 3), covering various adverse events (bladder spasm, bleeding, dysuria, pain, urethral damage, UTI, urinary retention, stricture, arrhhythmia, etc.).
    b. Improvement in Lower Urinary Tract Symptoms (LUTS).- Primary Efficacy Endpoint: Change in International Prostate Symptom Score (IPSS) at 6 months compared to baseline. - Mean IPSS scores decreased from 22.9 to 5.9 (Aquablation) and 22.2 to 6.8 (TURP). - IPSS change score at month 6 (Aquablation vs. TURP): 1.8 points larger (95% CI: -0.4 to 4.0). - Lower confidence limit (-0.4) was above the non-inferiority margin of -4.7, substantiating statistical and clinical non-inferiority of effectiveness. - All Aquablation subjects with baseline and 6-month data showed IPSS improvements. - Additional endpoints: Improvement in IPSS QOL, Qmax, and Post Void Residual (PVR) were seen in both groups and compared for non-inferiority/superiority (Table 6).
    2. Physician training must be provided that includes:- Training Program: Mandated and detailed (System and procedure review, hands-on lab with didactic review, treatment planning simulator, cadaveric/similar model lab, and case support from a qualified proctor). Goals include: understanding key aspects, resection contour planning, imaging methods, and how to override/stop resection.
    3. Animal testing must demonstrate that the device resects targeted tissue in a controlled manner without injury to adjacent non-target tissues.- Animal Performance Testing: 8 non-castrated male beagles treated with AQUABEAM System. - Demonstrated ablation of targeted tissue without damage to adjacent tissues. - Results showed intact capsular architecture and normal cellular architecture beyond the resected zone. - Widely patent prostatic urethral lumen observed in survived animals.
    4. Non-clinical performance data must demonstrate that the device performs as intended under anticipated conditions of use. The following performance characteristics must be tested:- Bench Studies (Table 1): Comprehensive successful testing of various device functions, including: a. Measurement of targeting accuracy and reproducibility of high velocity fluid jet: Verified accuracy of longitudinal stroke, longitudinal velocity, sweep angle, and probe centering (e.g., "Probe Longitudinal Stroke Verification," "Simulated-Use, AQUABEAM Sweep Angle Verification and Probe Centering Verification Testing"). b. High pressure fluid jet verification testing at target and non-target tissues: Verified pump performance, aspiration flow rate, irrigation flow rate, and simulated-use cutting on potato analogue ("Simulated-Use, Pump Power/Flow Testing," "Simulated-Use, Aspiration Flow Rate Testing," "Simulated Use Testing (Potato Cutting)").
    5. Software verification, validation, and hazard analysis must be performed.- Software Documentation: Developed in accordance with FDA guidance and IEC 62304. - Major Level of Concern (LOC) software. - Documentation provided and adequate: software description, device hazard analysis, requirements, architecture, design, traceability, development, V&V testing, revision history, unresolved anomalies, run-time error detection. - Console FPGA firmware, Motorpack FPGA firmware, and CPU Software components verified.
    6. The patient-contacting elements of the device must be demonstrated to be biocompatible.- Biocompatibility Testing: AQUABEAM Handpiece and AQUABEAM Scope (direct/indirect patient contact components) tested successfully using ISO 10993 tests for external communicating devices with limited exposure (<24 hours) against: Cytotoxicity, Sensitization, Irritation/intracutaneous reactivity, Acute systemic toxicity, Material-mediated pyrogenicity, Hemolysis. All tests passed.
    7. Performance data must demonstrate the electrical safety and electromagnetic compatibility (EMC) of the device.- Electrical Safety & EMC: Evaluated and confirmed conformance to IEC 60601-1 (general requirements) and IEC 60601-1-2 (EMC), and IEC 60601-2-37 (specific to ultrasonic diagnostic and monitoring equipment).
    8. Performance data must demonstrate the sterility of the patient-contacting components of the device.- Sterility: AQUABEAM Handpiece is provided sterile. - Sterilized using 100% Ethylene Oxide (EO) gas to a Sterility Assurance Level (SAL) of 10-6. - Packaging integrity and design verification testing performed after double sterilization and accelerated aging.
    9. Performance data must support the shelf life of the device by demonstrating continued sterility, package integrity, and device functionality over the identified shelf life.- Shelf Life Testing: AQUABEAM Handpiece shelf-life tested using 2-year accelerated aging (ASTM F1980). - Packaging integrity and design verification testing performed; all test samples sterilized twice prior to accelerated aging.
    10. Performance data must validate the instructions for reprocessing and reliability of reusable components.- Reprocessing Validation: Reusable components (AQUABEAM Scope) validated in accordance with AAMI TIR30, FDA guidance "Reprocessing Medical Devices in Health Care Settings," and ISO 17664. - Detailed reprocessing steps for the Scope are provided (disassembly, pre-cleaning, manual cleaning, rinsing, EO sterilization, inspection/function testing). - Scope has a use life of eight months; other reusable components have a 3-year use life. - Reliability: "Scope Re-Use testing" demonstrated performance after repeated sterilization and cleaning cycles (Table 8).
    11. Labeling must include the following:- Labeling Documentation: Complies with 21 CFR 801.109 for prescription devices. - Includes: a. A section summarizing clinical testing results (adverse event profile and LUTS improvement): Covered in "Safety Results" and "Efficacy Results" and summarized in "Benefit-Risk Determination." b. A shelf life for single use components: Explicitly stated that Handpiece shelf life supported by testing. c. A use life for reusable components: Stated (e.g., Scope 8 months, other components 3 years). d. Reprocessing instructions for reusable components: Referenced in "Reprocessing" section and "Instructions for Use."
    Additionally, the following risks were mitigated through appropriate measures: (from "Risks to Health" table) - Injury from device operation (bleeding, pain, sexual dysfunction, urethral damage, etc.) - Adverse tissue reaction - Infection - Failure to remove target tissue or removal of non-target tissue - Electrical shock or electromagnetic interference- Injury from device operation: Mitigated by Clinical performance testing (WATER study results), Animal testing, Labeling warnings/precautions, and Training requirements. - Adverse tissue reaction: Mitigated by Biocompatibility evaluation. - Infection: Mitigated by Sterilization validation, Reprocessing validation, Shelf life testing, and Labeling. - Failure to remove target tissue or removal of non-target tissue: Mitigated by Clinical performance testing (WATER study efficacy), Animal testing, Software verification/validation/hazard analysis, Non-clinical performance testing (bench studies on accuracy/cutting), Labeling, and Training. - Electrical shock or electromagnetic interference: Mitigated by Electrical safety testing, Electromagnetic compatibility testing, and Labeling (MR unsafe warning).

    Study Details for Clinical Performance Testing (WATER Study)

    The clinical performance testing (WATER study) is paramount for demonstrating the device meets the acceptance criteria related to LUTS improvement and adverse events.

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

    • Test Set Sample Size:
      • 181 subjects were enrolled, randomized, and treated.
      • Aquablation arm: 116 subjects
      • TURP arm: 65 subjects
      • At 6-month follow-up (primary efficacy endpoint): 114/116 (98.3%) Aquablation subjects and 62/65 (95.4%) TURP subjects were available.
    • Data Provenance:
      • Country of Origin: International (multicenter study). Specific countries are not listed, but it implies a diverse geographic origin.
      • Retrospective or Prospective: Prospective. The study was "designed and executed WATER, a prospective, multicenter, international double-blinded randomized clinical trial."

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

    The term "ground truth" generally refers to a definitive diagnosis or outcome used to evaluate the performance of a device or algorithm. In this context, it's about the clinical outcomes of patients.

    • Number of Experts: An "independent clinical events committee (CEC)" was used for adjudication related to the primary safety endpoint. The exact number of experts on the CEC is not specified.
    • Qualifications of Experts: Not explicitly stated, but as a "clinical events committee," it is expected that the members are qualified medical professionals, likely urologists or others with expertise in BPH treatment and adverse event assessment.

    4. Adjudication Method for the Test Set

    • Adjudication Method: "The primary safety endpoint was adjudicated by an independent clinical events committee (CEC). The CEC classified (assigned relatedness) to the adverse events based on severity and association to the procedure or other attribution."
      • This implies a process where the CEC reviews reported adverse events and makes a consensus decision on their classification and relatedness to the procedure, rather than a 2+1 or 3+1 system typically used for image interpretation in AI studies.

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

    • Was an MRMC study done? No, a true MRMC study was not described. The WATER study was a randomized controlled trial comparing two surgical interventions (Aquablation vs. TURP) with human surgeons performing the procedures and patient outcomes being measured. This is different from an MRMC study where human readers interpret medical images with or without AI assistance to assess AI's impact on diagnostic accuracy.
    • Effect Size of Human Readers Improvement with AI vs. without AI assistance: Not applicable, as this was not an AI assistance study. The AQUABEAM System is a surgical device, not a diagnostic AI tool.

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

    • Was standalone performance done? Not applicable in the traditional sense of an "algorithm only" study for a diagnostic AI. The AQUABEAM System is a surgical device that requires continuous human operation and decision-making (e.g., planning the resection, monitoring the procedure). While it has software components that control the device's mechanics ("Console FPGA firmware," "Motorpack FPGA firmware," and "CPU Software"), its overall "performance" is inherently linked to its use by a qualified physician. The pre-clinical bench and animal studies serve as "standalone" performance verification of the device's technical capabilities as a surgical tool.

    7. The Type of Ground Truth Used (Expert Consensus, Pathology, Outcomes Data, etc.)

    • Clinical Efficacy Ground Truth: Patient-reported outcomes (International Prostate Symptom Score - IPSS, IPSS Quality of Life - QOL), objective physiological measurements (Qmax, Post Void Residual - PVR), and expert assessment of adverse events. These are forms of outcomes data and expert consensus/adjudication (for adverse events).
    • Safety Ground Truth: Clavien-Dindo classification of adverse events, adjudicated by an independent CEC, which represents an expert consensus on event severity and relatedness.
    • Animal Studies Ground Truth: Histopathological analysis of ablated tissue and surrounding areas to verify controlled tissue resection and lack of injury to non-target tissue. This is pathology-based ground truth.

    8. The Sample Size for the Training Set

    • Training Set Sample Size: Not explicitly stated for the device's underlying "algorithm" or software, as this refers to a traditional machine learning model's training data. For a hardware device with embedded software, the "training" involves extensive R&D, iterative design, and validation against design specifications rather than labeling a dataset. The software itself underwent "Verification and validation testing" (Table 6), implying rigorous internal testing, but not in the context of a "training set" for a learning algorithm.

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

    • Ground Truth for Training Set: Not applicable in the context of a machine learning training dataset. For the AQUABEAM System, the "ground truth" for its development would be based on engineering specifications, physiological principles of fluid dynamics and tissue ablation, and clinical requirements for safe and effective prostate tissue removal. These "truths" were established through engineering design, scientific literature, anatomical knowledge, and preclinical and clinical expertise guiding the device's functionality and software logic. User input via the Conformal Planning Unit defines the "ground truth" for each specific patient's treatment plan.
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