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510(k) Data Aggregation

    Why did this record match?
    Product Code :

    NOY

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

    Bead Block microspheres are intended to be used for the embolization of hypervascular tumours, including uterine fibroids (UFE) and arteriovenous malformations (AVMs). Bead Block microspheres are also intended for embolization of prostatic arteries (PAE) for symptomatic benign prostatic hyperplasia (BPH).

    Device Description

    Bead Block, a permanent intravascular implant, is made up of preformed soft, compressible, biocompatible, hydrophilic, non-resorbable and precisely calibrated microspheres that occlude vessels for the purpose of blocking the blood flow to a target tissue. Bead Block compressible microspheres consist of a macromer derived from polyvinyl alcohol (PVA). The fully polymerized microsphere is approximately 90-95% water and is compressible to approximately 30% by diameter. Bead Block microspheres are dyed blue to aid in the visualization of the microspheres in the delivery syringe. The microspheres can be suspended in contrast agents and delivered through microcatheters to the target location. Bead Block is available in bead sizes from 100 – 1200µm and supplied sterile in 20ml syringes which contain 1 or 2 ml of beads suspended in 6 or 5 ml of phosphate buffered saline, respectively. The different bead sizes of the product are differentiated by differently colored labels and syringe end caps. Bead Block is provided as a single use, non-pyrogenic, sterile (steam sterilized) device.

    AI/ML Overview

    This document is a 510(k) Premarket Notification from the FDA regarding the "Bead Block" device. It attests to the device's substantial equivalence to previously marketed predicate devices for the specified indications for use.

    Based on the provided text, the Acceptance Criteria and Device Performance for this medical device (Bead Block) are not defined in terms of typical AI/ML-based image analysis performance metrics (e.g., sensitivity, specificity, AUC). Instead, the document focuses on demonstrating substantial equivalence to existing predicate devices based on safety and effectiveness for its intended use, which is embolization.

    The "study" described is a retrospective data review of the clinical outcomes of patients treated with Bead Block for prostatic artery embolization (PAE) for symptomatic benign prostatic hyperplasia (BPH). This is a clinical effectiveness study, not a study of an AI/ML device's diagnostic or analytical performance.

    Therefore, many of the requested points related to AI/ML device study parameters (e.g., test set, ground truth experts, MRMC studies, standalone performance) are not applicable to this document.

    Here's an attempt to answer the prompt based on the provided text, reinterpreting the "acceptance criteria" and "study" in the context of a medical device submission for substantial equivalence:

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

    The "acceptance criteria" for this 510(k) submission are not explicitly stated as quantitative thresholds for clinical performance but rather are implicitly tied to demonstrating safety and effectiveness comparable to predicate devices. The "reported device performance" refers to the clinical outcomes observed in the retrospective study.

    Acceptance Criteria (Implicit from 510(k) Process)Reported Device Performance (from Retrospective Study)
    Safety: Device is safe for intended use, with acceptable adverse event profile compared to predicate.Observed AEs: 149/232 patients (64.2%) reported at least one AE. Most AEs were non-serious and transient. Most common were renal/urinary disorders (15.2%), dysuria (41.4%), pollakiuria (45.3%). Conclusion: "well tolerated treatment."
    Effectiveness: Device effectively achieves intended clinical outcome, comparable to predicate.Clinical Improvements at 12 Months:
    • 85% of patients: decrease in total IPSS by at least 3 points.
    • 62% of patients: dropped at least 1 symptom category (severe to moderate to mild).
    • Statistically significant and clinically relevant improvements in total IPSS, QoL, PSA, and prostate volume (p
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    K Number
    K192684
    Manufacturer
    Date Cleared
    2020-01-22

    (118 days)

    Product Code
    Regulation Number
    876.5550
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    NOY

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

    The HydroPearl® Microspheres are intended for the embolization of arteriovenous malformations and hypervascular tumors, including uterine fibroids, and for embolization of prostatic arteries (PAE) for symptomatic benign prostatic hyperplasia (BPH).

    Device Description

    The HydroPearl TM Microspheres are a pre-formed, compressible, precisely calibrated, spherical embolic agent consisting of a biocompatible hydrogel. The HydroPearl TM Microspheres are offered in a variety of diameters ranging from 75-1100µm and are provided in a sterile syringe pre-filled with microspheres in phosphate buffered saline. The pre- filled syringe is packaged in a sealed sterile dispenser tray. The HydroPearl TM Microspheres are delivered to the treatment site through a delivery catheter.

    AI/ML Overview

    The provided document describes the acceptance criteria and study for the HydroPearl Microspheres, specifically for the expanded indication of prostatic artery embolization (PAE) for symptomatic benign prostatic hyperplasia (BPH).

    Here's an organized breakdown of the requested information:

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not explicitly state pre-defined acceptance criteria with specific numerical thresholds (e.g., "IPSS score reduction must be X%"). Instead, it reports the observed clinical outcomes and concludes that these results support safe and effective use. The "acceptance criteria" here are implied through the positive clinical outcomes and the comparison to established understanding of PAE effectiveness.

    Acceptance Criteria (Implied)Reported Device Performance (HydroPearl Microspheres)
    Primary Endpoint: Reduction in IPSS score during follow-upMean baseline IPSS: 20.7 (range; 4-30)
    Mean IPSS at latest follow-up (8.6 months): 9.1 (range; 2-18)
    (p
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    K Number
    K180102
    Manufacturer
    Date Cleared
    2018-04-19

    (93 days)

    Product Code
    Regulation Number
    876.5550
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    NOY

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

    Embozene Microspheres are intended for embolization of arteriovenous malformations and hypervascular tumors, including uterine fibroids (UFE) and hepatoma, and for embolization of prostatic arteries (PAE) for symptomatic benien prostatic hyperplasia (BPH).

    This device is not intended for neurovascular use.

    Device Description

    Embozene™ Color-Advanced Microspheres (hereafter referenced as Embozene or Embozene Microspheres) are spherical, tightly calibrated, biocompatible, hydrogel microspheres coated with proprietary polymer (Polyzene®-F). The microspheres are compressible to enable smooth delivery through the indicated delivery catheter and color-coded by size to allow for easy identification.

    Microspheres are supplied sterile and packaged in 20 ml syringes with an approximate 7ml fill volume across the range. Embozene microspheres syringes are available in 2 ml microsphere volume for 40 -1300 µm.

    AI/ML Overview

    Acceptance Criteria and Device Performance for Embozene Color-Advanced Microspheres

    This information is extracted from the provided 510(k) Summary for Embozene Color-Advanced Microspheres (K180102).

    1. Table of Acceptance Criteria and Reported Device Performance

    The acceptance criteria for the Embozene Color-Advanced Microspheres for the expanded indication of prostatic artery embolization (PAE) for symptomatic benign prostatic hyperplasia (BPH) are implicitly derived from the primary endpoints of the prospective clinical study, which focused on safety and symptomatic improvement. Specific quantitative acceptance criteria are not explicitly stated in the provided document, but the results demonstrate successful outcomes relative to baseline.

    Acceptance Criteria (Implied from Study Endpoints)Reported Device Performance (Embozene Prospective Data)
    Safety: No serious adverse events or device-related events.- No serious adverse events reported.
    • No device-related events reported.
    • No post-prostatic artery embolization syndrome events reported.
    • Total adverse events in 39.5% of subjects, none of which were serious or device-related. |
      | Symptomatic Improvement of BPH (at 6 and 12 months) as measured by IPSS:
    • Improvement in average IPSS score over baseline.
    • Proportion of subjects with at least 3 IPSS points improvement. | IPSS:
    • Average 6-month IPSS score demonstrated 46% improvement over baseline.
    • Average 12-month IPSS score demonstrated 47% improvement over baseline.
    • 81.8% of subjects improved at least 3 IPSS points at 12 months. |
      | Improvement in Quality of Life (QoL):
    • Improvement in average QoL score over baseline. | QoL:
    • Baseline QoL score of 4.4 (mostly dissatisfied) improved to 2.3 (mostly satisfied) at 3 months, maintained through 12 months. |
      | Physiological Improvements:
    • Prostate volume reduction.
    • Increase in peak flow rates (Qmax). | Physiological Parameters:
    • Prostate volume reduction maintained through follow-up.
    • Increase of peak flow rates (Qmax) maintained through follow-up. |
      | Procedural Success:
    • High success rate of embolization procedures.
    • No non-targeted embolization. | Procedural Success:
    • 100% (38/38) successful embolization procedures.
    • No cases of non-targeted embolization. |

    The document also refers to non-clinical tests for biocompatibility and performance for the Embozene Microspheres (which were previously cleared). The acceptance criteria for these tests were "All tests passed, indicating that the device materials are biocompatible for its intended use" and "All tests passed demonstrating the device meets the predetermined performance requirements." These include:

    • Biocompatibility: Cytotoxicity, Sensitization, Sub-Acute and Sub-Chronic Systemic Toxicity, Systemic Toxicity- Material Mediated Pyrogenicity, Genotoxicity (Bacterial Mutagenicity, In-vitro Chromosome Aberration, In-Vivo Micronucleous Assay), Implantation, Hemocompatibility (hemolysis, partial thromboplastin time, platelet/leukocyte counts).
    • Performance: Microsphere size distribution, visual inspection, pH of transport solution, Osmolality of transport solution, Microsphere suspension, Catheter compatibility, and Elution Test: Determination of leachable substances by UV-Vis, HPLC, and ICP-MS.

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

    • Sample Size: 38 patients (male evaluable subjects).
    • Data Provenance: Prospective clinical study at a single center. The country of origin is not explicitly stated, but the submission is to the U.S. FDA by a U.S.-based company (Boston Scientific Corporation).

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

    The document does not specify the number or qualifications of experts used to establish a "ground truth" for the test set. The clinical study collected patient-reported outcomes (IPSS, QoL, IIEF) and objective clinical measurements (Qmax, PVR, PV, PSA) which serve as the primary evaluation metrics for efficacy and safety. These are standard clinical assessments rather than expert-adjudicated ground truth in a diagnostic sense.

    4. Adjudication Method for the Test Set

    The document does not describe any specific adjudication method (e.g., 2+1, 3+1) for the test set. The data presented are reported clinical outcomes and adverse events collected directly from patients and clinical assessments.

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

    No, a Multi-Reader Multi-Case (MRMC) comparative effectiveness study was not done. This study is a prospective single-arm study evaluating the device's performance directly in patients, not assessing human reader performance with or without AI assistance.

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

    This question is not applicable. The device, Embozene Color-Advanced Microspheres, is a medical device (embolization microspheres) used in a medical procedure performed by a physician, not an algorithm or AI system. Therefore, standalone algorithm performance is not relevant.

    7. The Type of Ground Truth Used

    The "ground truth" for the clinical study's primary endpoints was based on:

    • Patient-reported outcomes: International Prostate Symptom Score (IPSS), Quality of Life (QoL) questionnaires, and International Index of Erectile Function (IIEF).
    • Objective clinical measurements: Peak flow rate (Qmax), Post Void Residual (PVR), Prostate Volume (PV), and Prostate Specific Antigen (PSA) levels.
    • Safety assessment: Reported adverse events.
    • Procedural success: Radiographic evidence.

    8. The Sample Size for the Training Set

    No training set is mentioned as this is a medical device and not an AI/ML algorithm.

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

    Not applicable, as no training set was used for an AI/ML algorithm.

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    K Number
    DEN160040
    Date Cleared
    2017-06-21

    (320 days)

    Product Code
    Regulation Number
    876.5550
    Type
    Direct
    Reference & Predicate Devices
    Why did this record match?
    Product Code :

    NOY

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

    Embosphere Microspheres are indicated for use in embolization of arteriovenous malformations, hypervascular tumors, including symptomatic uterine fibroids, and prostatic arteries for symptomatic benign prostatic hyperplasia (BPH).

    Device Description

    Embosphere Microspheres are small, compressible, hydrophilic spheres of acrylic polymer and porcine-derived gelatin, provided sterile, non-pyrogenic in 10 saline. They are available in six size ranges (40 um - 1200 um), in svringes (Figure 1) or vials. The syringes contain 1 mL or 2 mL of microspheres in 6 or 7 mL of saline, respectively, in a single unit packaging. Vials contain 1 mL or 2 mL of microspheres in 3 or 4 mL of saline, respectively, in a single unit packaging.

    The microspheres are delivered to the target site via catheter under fluoroscopic control. The technological characteristics of the subject devices are identical to the legally marketed Embosphere Microspheres (K991549. K021397).

    AI/ML Overview

    The provided text does not describe a study involving a device that uses AI or machine learning, nor does it provide acceptance criteria and proof of meeting those criteria in the context of such a device. The device described, Embosphere Microspheres, is a physical medical device used for prostatic artery embolization.

    Therefore, I cannot fulfill the request as it asks for information related to AI/ML device performance and studies demonstrating its adherence to acceptance criteria, which is not present in the provided text.

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