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510(k) Data Aggregation

    K Number
    K171632

    Validate with FDA (Live)

    Date Cleared
    2017-09-19

    (109 days)

    Product Code
    Regulation Number
    876.1500
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Intuitive Surgical Endoscopic Instrument Control System (da Vinci Surgical System, Model 184000) is intended to assist in the accurate control of Intuitive Surgical Endoscopic Instruments including rigid endoscopes, blunt and sharp endloscopic dissectors, scalpels, forceps/pick-ups, needle holders, endoscopic retractors, electrocautery and accessories for endoscopic manipulation of tissue, including grasping, cutting, blunt and sharp dissection, approximation, ligation, electrocautery, suturing, and delivery and placement of microwave and cryogenic ablation probes and accessories, during urologic surgical procedures, general laparoscopic surgical procedures, gynecologic laparossopic surgical procedures, general thoracoscopic surgical procedures and thoracoscopically-assisted cardiotomy procedures. The system can also be employed with adjunctive mediastinotomy to perform coronary anastomosis during cardiac revascularization. The system is indicated for adult and pediatic use. It is intended to be used by trained physicians in an operating room environment in accordance with the representative, specific procedures set forth in the Professional Instructions for Use.

    Device Description

    This 510(k) is for expansion of the representative, specific procedures via labeling modification, to include the following additional representative, specific procedures under the previously cleared "general laparoscopic surgical procedures" indication for the da Vinci Xi Surgical System (K131861) and the da Vinci X Surgical System (K171294) : Colectomy (Right, Left, Transverse, Total, Hemi & Sigmoidectomy);- Small Bowel Resection; Rectopexy; Intersphincteric Resection (ISR); and Low Anterior Resection/Total Mesorectal Excision (LAR/TME) and Abdominoperineal Resection (APR). There are no changes to the technological characteristics of the cleared da Vinci Xi or X Surgical Systems proposed in this submission. The da Vinci Xi and X Surgical Systems, Models IS4000 and IS4200, are softwarecontrolled, electro-mechanical systems designed for surgeons to perform minimally invasive surgery. The Model IS4000 and Model IS4200 Surgical Systems consist of a Surgeon Console, a Patient Side Cart (PSC), and a Vision Side Cart (VSC) and are used with an Endoscope, EndoWrist Instruments, and Accessories.

    AI/ML Overview

    The provided document is a 510(k) summary for the da Vinci Surgical System, Model IS4000 and IS4200. This submission seeks to expand the "general laparoscopic surgical procedures" indication to include specific additional procedures. The core of the submission revolves around demonstrating substantial equivalence to predicate devices, focusing on clinical outcomes from existing literature rather than new device performance testing.

    Here's an analysis of the provided information based on your questions:


    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly state "acceptance criteria" in a quantitative, pre-defined manner for device performance as would be seen in a typical medical device study. Instead, it relies on demonstrating comparable outcomes to existing surgical methods (open and laparoscopic) for the new indications. The "reported device performance" is the aggregated clinical outcomes from published literature for the da Vinci-assisted procedures (specifically LAR/TME and ISR), compared against open and laparoscopic procedures. The acceptance criterion is essentially that the da Vinci system should at least be comparable to or better than the existing methods across various clinical metrics.

    Acceptance Criteria/Clinical Outcomes for Comparison:

    Clinical MetricDa Vinci-Assisted Procedures vs. Open/Laparoscopic Procedures (LAR/TME Umbrella Procedure)Da Vinci-Assisted Procedures vs. Open/Laparoscopic Procedures (ISR Umbrella Procedure)
    MortalityComparable mortality ratesComparable mortality rates
    TransfusionsComparable or lower blood transfusion rates and EBL volumesComparable blood transfusion rates and EBL volumes
    Length of StayComparable or shorter lengths of hospital stayComparable lengths of hospital stay
    ComplicationsComparable or lower complication ratesComparable complication rates
    Surgical MarginsComparable rates of positive surgical marginsComparable rates of positive surgical margins
    Anastomotic LeakComparable anastomotic leak ratesComparable anastomotic leak rates
    Erectile DysfunctionComparable or lower ED ratesLower erectile dysfunction ED rates
    Operative TimeIncreased operative times (but not associated with increased mortality/complications)Increased operative times (but not associated with increased mortality/complications)
    Urologic FunctionComparable urologic function and comparable or lower conversion ratesComparable urologic function and comparable conversion rates
    Fecal ContinenceNot reported in LAR/TME summaryComparable or higher fecal continence rates

    Note: The tables (1A, 1B, 2A, 2B) provide detailed numerical data from various publications supporting these summary findings. For instance, in LAR/TME, operative times for da Vinci systems ranged from 191 to 337.9 minutes, while open procedures were 124 to 273.8 minutes and laparoscopic were 158.1 to 298.8 minutes, showing the reported "increased operative times" for da Vinci. Similarly, mortality rates were largely comparable across modalities.


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

    The document does not describe a single "test set" in the traditional sense of a prospective clinical trial for algorithm validation. Instead, it relies on a literature review of published clinical studies.

    • Sample Sizes (for "Umbrella" Procedures):

      • Low Anterior Resection/Total Mesorectal Excision (LAR/TME): Data from 11 publications. The sample sizes within these publications varied significantly, with "da Vinci" cohorts ranging from 25 to 1217 patients, "Open" cohorts from 25 to 4403 patients, and "Laparoscopic" cohorts from 156 to 5935 patients (as seen in Tables 1A and 1B).
      • Intersphincteric Resection (ISR): Data from 2 publications. Sample sizes for "da Vinci" cohorts were 40 and 108 patients; for "Open" cohorts, 114 patients; and for "Laparoscopic" cohorts, 40 patients (as seen in Tables 2A and 2B).
    • Data Provenance: The data comes from published clinical studies. While specific countries are not mentioned, published literature tends to be international in scope, potentially including data from various countries. The types of studies included a prospective randomized controlled trial, meta-analyses, systematic reviews, and large database comparative studies. This indicates a mix of retrospective and prospective studies, predominantly observational or comparative in nature.


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

    The concept of "experts used to establish ground truth" is not directly applicable here. This is because:

    • The device being assessed (da Vinci Surgical System) is a surgical tool, not an AI or diagnostic imaging device that produces classifications requiring expert labeling.
    • The "performance data" is derived from clinical outcomes published in medical literature. The "ground truth" for these outcomes (e.g., mortality, complications, length of stay, surgical margins) was established by the original research teams and clinical record-keeping within those studies, performed by trained medical professionals (surgeons, pathologists, nurses, etc.) according to their respective clinical practices.
    • The FDA review team evaluates the submitted evidence, but they do not create ground truth for the performance assessment.

    4. Adjudication Method for the Test Set

    Since there isn't a "test set" or a direct human-in-the-loop diagnostic process in this context, an adjudication method for establishing ground truth is not described or relevant. The "adjudication" in this case would be the critical review of the scientific literature by the sponsor and subsequently by the FDA to determine if the presented evidence supports substantial equivalence.


    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

    No MRMC study was done, nor would it be relevant for this type of medical device submission. The da Vinci Surgical System is a robotic surgical platform, not an AI-powered diagnostic or interpretive tool that assists human "readers" (e.g., radiologists, pathologists). Its purpose is to assist surgeons during procedures, not to interpret medical images or data. The study focuses on clinical outcomes of using the system versus traditional surgical methods.


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

    No standalone algorithm performance study was done. The da Vinci system is inherently a human-in-the-loop system, as it is controlled by a surgeon. It is a surgical instrument, not an autonomous algorithm. The "performance data" describes the clinical outcomes when used by a human surgeon.


    7. The Type of Ground Truth Used

    The "ground truth" for the performance data in this submission consists of clinical outcomes data from published literature. This includes:

    • Mortality rates
    • Blood transfusion rates and estimated blood loss (EBL)
    • Length of hospital stay
    • Post-operative and intra-operative complication rates
    • Rates of positive surgical margins (PSM)
    • Anastomotic leak rates
    • Erectile dysfunction (ED) rates
    • Urologic function scores
    • Conversion rates (from da Vinci to open or laparoscopic)
    • Number of lymph nodes harvested/retrieved
    • Circumferential Resection Margin (CRM) / Distal Resection Margin (DRM) involvement
    • Fecal continence rates (for ISR)

    These outcomes are generally established through clinical follow-up, pathology reports, and patient questionnaires in the original studies.


    8. The Sample Size for the Training Set

    This submission does not involve a "training set" in the context of machine learning or AI. The da Vinci Surgical System is a hardware/software system, and its "training" per se would involve engineering development and rigorous testing, not data-driven machine learning in the conventional sense. The "performance data" presented is clinical evidence of its use in patients, not data used to train a model. Therefore, a training set size is not applicable to this 510(k) submission.


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

    As there is no "training set" in the context of this 510(k) submission, the method for establishing its ground truth is not applicable. The device's "ground truth" development would be tied to its design specifications, engineering verification, and validation testing during its product development lifecycle, prior to clinical use and regulatory submission. The clinical data presented here is evidence of its performance, not its training.

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