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510(k) Data Aggregation

    K Number
    K233293
    Manufacturer
    Date Cleared
    2024-01-16

    (109 days)

    Product Code
    Regulation Number
    882.5898
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Applicant Name (Manufacturer) :

    NeuroSigma, Inc.

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

    The Generation 2.0 Monarch external Trigeminal Nerve Stimulation (eTNS) System® ("Monarch Gen 2") is indicated for treatment of pediatric Attention Deficit Hyperactivity Disorder (ADHD) as a monotherapy in patients ages 7 through 12 years old who are not currently taking prescription ADHD medications. The device is used for patient by prescription only and is intended to be used in the home under the supervision of a caregiver during periods of sleep.

    Device Description

    The Monarch Gen 2 eTNS System is a non-invasive device that uses electrical signals to therapeutically stimulate the Trigeminal nerve. The primary components of the device are:

    • . The Monarch® Gen 2 external pulse generator, which controls the electrical stimulation, and
    • The Monarch® NS-2 external (cutaneous) electrical patches, which are single-use disposable patches worn on the forehead (Figure 3).
    AI/ML Overview

    The provided text describes the Generation 2.0 Monarch external Trigeminal Nerve Stimulation (eTNS) System for treating pediatric Attention Deficit Hyperactivity Disorder (ADHD) and compares it to its predicate device, the first-generation Monarch eTNS System. However, it does not explicitly state acceptance criteria in a table format and does not detail a specific study proving the device meets these criteria in the way requested. Instead, it focuses on demonstrating substantial equivalence to the predicate device through technological comparison and performance data from internal bench tests and external lab testing, along with a reference to the clinical trials that supported the clearance of the first-generation device.

    Based on the provided information, here's an attempt to structure the answer, acknowledging the limitations in fully addressing all aspects of the request due to the nature of the text:

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

    The document does not provide a formal table of "acceptance criteria" and "reported device performance" for the Generation 2.0 Monarch eTNS System in the context of clinical efficacy for ADHD. Instead, it relies on demonstrating substantial equivalence to its predicate device, which had previous regulatory clearance based on clinical trials. The performance data presented for the Generation 2.0 device primarily relate to safety and technical compliance.

    Acceptance Criteria (Inferred from Substantial Equivalence and Testing)Reported Device Performance (Generation 2.0 Monarch eTNS System)
    Efficacy for pediatric ADHD (as monotherapy in ages 7-12 not on ADHD meds)Substantially equivalent to predicate device, which demonstrated statistically significant outcome on primary endpoint in two clinical trials.
    Maximum output current8.0mA (vs. 10.0mA for Gen 1); considered an improvement for user-friendliness and patient safety.
    Current Increment Control0.1 mA (vs. 0.2 mA for Gen 1); considered an improvement for user-friendliness.
    Electrical SafetyConforms to IEC 60601-1.
    Electromagnetic Compatibility (EMC)Conforms to IEC 60601-1-2:2014 +AMD1:2020; no modifications required.
    Home Environment SafetyConforms to IEC 60601-1-11:2015/AMD1:2020; meets safety requirements for uncontrolled home use.
    Battery Life/PerformanceCan perform two therapy sessions per single charge. Cycle life of 300 charge cycles.
    Nerve and Muscle Stimulator Safety/PerformanceConforms to IEC 60601-2-10:2012+AMD1:2016; met all applicable requirements.
    BiocompatibilityGel, foam, and adhesive underwent skin sensitization and histocompatibility studies in animals according to ISO 10993-1.
    Software and Firmware Testing/ValidationPerformed, and device functioned as intended.

    2. Sample size used for the test set and the data provenance

    For the Generation 2.0 Monarch eTNS System:

    • Test set sample size: Not specified as a clinical test set. The performance data provided are from internal bench tests and external lab testing (e.g., electrical safety, EMC, battery testing, biocompatibility). These tests do not typically involve human subjects or "test sets" in the clinical sense.
    • Data provenance: Not specified, but generally from internal company testing and external independent testing laboratories. The document implies these are retrospective for the purpose of demonstrating equivalence, as they are not new clinical trials for the Gen 2 device.

    For the first-generation Monarch eTNS System (predicate device) (which the efficacy claims of Gen 2 lean on):

    • Test set sample size: Two clinical trials.
      • Trial 1: 24 subjects (ages 7-14)
      • Trial 2: 62 subjects (ages 8-12)
    • Data provenance: Clinical trials. The document does not specify the country of origin, nor whether they were retrospective or prospective, but clinical trials supporting device clearance are typically prospective.

    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts

    This information is not provided for either the Generation 2.0 device's testing or the clinical trials of the first-generation predicate device. Clinical trials for ADHD would typically involve assessments by qualified clinicians (e.g., child psychiatrists, developmental pediatricians) using standardized diagnostic and symptom rating scales, but the text does not detail the specific number or qualifications of experts involved in establishing ground truth (e.g., ADHD diagnosis, symptom improvement assessments).

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

    This information is not provided. Clinical trials for ADHD often involve multiple raters for symptom scales, with potential for adjudication in cases of disagreement, but the document does not elaborate on these methodologies for the predicate device's studies.

    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

    An MRMC comparative effectiveness study is not applicable to this device. This type of study usually pertains to diagnostic imaging or AI-assisted diagnostic tools where human readers interpret medical images or data. The Monarch eTNS System is a therapeutic device for ADHD. The document mentions clinical trials showing a "statistically significant outcome on the primary endpoint" for the predicate device, which implies efficacy, but not an MRMC study comparing human performance with and without AI assistance.

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

    This concept is not applicable to this device. The Monarch eTNS System is a therapeutic device applied by a caregiver, not an algorithm that performs a task independently or as part of a diagnostic workflow.

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

    For the Generation 2.0 Monarch eTNS System:

    • The "ground truth" for its performance data is compliance with recognized standards (IEC 60601-x for electrical safety, EMC, home environment, nerve stimulation) and engineering specifications (battery life, output current).

    For the first-generation Monarch eTNS System (predicate device):

    • The ground truth for effectiveness was based on clinical outcomes data from two trials, demonstrating "statistically significant outcome on the primary endpoint." This would typically involve standardized clinical assessment tools for ADHD symptoms and functional impairment.

    8. The sample size for the training set

    This information is not provided. This term is usually relevant for machine learning algorithms. For regulatory clearance of a medical device, the focus is on verification and validation studies (like bench testing) and clinical trials (for the predicate device's efficacy), not typically on "training sets" in the AI sense.

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

    As the concept of a "training set" in the AI sense is not applicable here, this information is not provided.

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    K Number
    DEN180041
    Manufacturer
    Date Cleared
    2019-04-19

    (263 days)

    Product Code
    Regulation Number
    882.5898
    Type
    Direct
    Reference & Predicate Devices
    N/A
    Why did this record match?
    Applicant Name (Manufacturer) :

    NeuroSigma, Inc

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

    The Monarch external Trigeminal Nerve Stimulation (eTNS) System is indicated for treatment of pediatric Attention Deficit Hyperactivity Disorder as a monotherapy in patients ages 7 through 12 years old who are not currently taking prescription ADHD medications. The device is used for patient treatment by prescription only and is intended to be used in the home under the supervision of a caregiver during periods of sleep.

    Device Description

    The Monarch external Trigeminal Nerve Stimulation (eTNS) System is a non-invasive device that uses electrical signals to therapeutically stimulate the Trigeminal nerve. The primary components of the device are:

    • The Monarch external pulse generator
    • The Monarch NS-2 external (cutaneous) electrical patches, which are single use disposable patches worn on the forehead.

    The device has two primary components A) an external pulse generator approximately the size of a cell phone, and B) the non-invasive electrical patch that patients apply to their forehead to receive therapy.

    AI/ML Overview

    The Monarch eTNS System underwent two clinical studies to establish its effectiveness and safety.

    1. Acceptance Criteria and Reported Device Performance

    The primary acceptance criteria for effectiveness were based on the change in ADHD-IV Rating Scale (ADHD-RS) scores.

    Acceptance Criteria (Implicit from Study 2 Primary Endpoint)Reported Device Performance (Study 2, Active Group vs. Sham)
    Statistically significant improvement in ADHD-IV RS total score in the active group compared to the sham group after 4 weeks of treatment.ADHD-RS Total Score:
    Active Group: Decreased from 34.1 at baseline to 23.4 at Week 4 (mean change of -10.7).
    Sham Group: Decreased from 33.7 at baseline to 27.5 at Week 4 (mean change of -6.2).
    The difference between active and sham groups was clinically meaningful and statistically significant (p
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