Search Filters

Search Results

Found 3 results

510(k) Data Aggregation

    K Number
    K222191
    Manufacturer
    Date Cleared
    2022-10-28

    (98 days)

    Product Code
    Regulation Number
    892.1550
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K202455, K173090, K171233

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

    The Hologic SuperSonic Imagine SUPERSONIC MACH range ultrasound diagnostic systems and transducers are intended for general purpose pulse echo ultrasound imaging, soft tissue viscoelasticity imaging, doppler fluid flow analysis of the human body. The Hologic SuperSonic SUPERSONIC MACH range ultrasound diagnosic systems are indicated for use in the following applications, for imaging and measurement of anatomical Small Organs, Musculoskeletal, Superficial Musculoskeletal, Vascular, Intraoperative, OB-GYN, Pelvic, Pediatric, Urology, Trans-rectal, Trans-vaginal and Neonatal/Adult Cephalic, Non-invasive Cardiac.

    Modes of operation include: B-mode [2D ; 3D ; Panoramic Imaging; Spatial Compounding ], M-mode , Doppler [Continuous Wave (CW); Pulsed Wave (PW); Color and Power Doppler (Color Flow Imaging). Color Doppler (Angio PL.U.S) ], Strain Elastography, Tissue Harmonic Imaging, Contrast Enhanced Ultrasound Imaging (CEUS); Shear Wave Elastography (SWE); ShearWave dispersion Viscosity (Vi PLUS); Combination Modes [ (B/Color Flow) ; (B/SWE), ( B/ PW), {B/PW/Color Flow); (B/ M-mode); (B/Color flow/SWE); (B/M-mode/Color flow); (B/Strain Elastography/SWE)].

    In addition, the Hologic SuperSonic SUPERSONIC MACH range ultrasound diagnostic systems and associated transducers are intended for:

    -Measurements of abdominal anatomical structures,

    • Measurements of broad band shear wave speed, and tissue stiffness in internal structures of the liver and the spleen,
    • Measurements of brightness ratio between liver and kidney,
    • Visualization of abdominal vascularization, microvascularization and perfusion,
    • Quantification of abdominal vascularization and perfusion.

    The shearwave speed, beam attenuation, viscosity and stiffness measurements, the visualization of vascularization, microvascularization and perfusion of vascularization and perfusion may be used as an aid to clinical management of adult and pediatric patients with liver disease.

    Furthermore, the SUPERSONIC MACH ultrasound diagnostic systems and associated transducers are intended for:

    • Measurements of breast anatomical structures
    • Measurements of broad band shear waves speed and tissue stiffness in internal structures of the breast
    • Visualization of breast structures and micro-vascularization
    • · Visualization of breast morphology using shearwave elastography and micro-vascularization 2D mapping.

    The shear waves speed and stiffness measurements may be used as an aid to management of women patients with breast masses, as shearwave elastography in conjunction with 2D gray scale imaging and vascularization provides added information to better characterize breast masses and improve the diagnostic accuracy of ultrasound.

    This device is intended for use by, or by the order of, and under the supervision of a licensed physician qualified to use or direct the use of the device. This device is intended for use in hospital environment or physician's office, This system should only be used by trained Health Care Professionals (HCP) who are knowledgeable about the risk of excessive acoustic energy in the body, particularly in the case where a great amount of fluid is present in the scanning area.

    Device Description

    The SuperSonic Imagine AIXPLORER® MACH / SUPERSONIC MACH systems are cart based ultrasound imaging systems used to perform non-invasive diagnostic general purpose ultrasound imaging studies.

    The system contains a scan converter and can be coupled to a variety of linear, curved, micro-convex, and motorized linear and phased array transducers to produce images, which are displayed on a LCD monitor. An adjustable control panel with integrated touch screen allows the user to perform an ultrasound exam quickly and efficiently in accordance with ALARA principles.

    The system also allows the user to perform measurements, capture images to digital memory or to an external device (such as a printer), and review diagnostic studies in the form of a report. The system functions in a manner identical to the predicate devices and transducers for the imaging modes: B-Mode (harmonic or fundamental), M-mode, Color Flow (and sub-modes as CFI-ColorFlow Imaging, CPI-ColorPower Imaging- also called Amplitude Doppler, dCPI-directional Color Power Imaging and Angio PL.U.S), Pulsed Wave Doppler, Continuous Wave Doppler, 3D imaging, CEUS-Contrast Enhanced Ultrasound Imaging and for ShearWaveTM elastography and Strain Elastography.

    AI/ML Overview

    The provided text is a 510(k) Summary for an ultrasound diagnostic system. It explicitly states in section 8, "A brief discussion of the clinical tests submitted, referenced, or relied on in the premarket notification submission for a determination of substantial equivalence: Not applicable.".

    Therefore, the document does not contain information regarding:

    • Acceptance criteria and reported device performance (beyond compliance with technical standards).
    • Details of a study proving the device meets acceptance criteria.
    • Sample size used for a test set or data provenance.
    • Number of experts used to establish ground truth or their qualifications.
    • Adjudication method for a test set.
    • Multi-reader multi-case (MRMC) comparative effectiveness study, effect size.
    • Standalone algorithm performance.
    • Type of ground truth used.
    • Sample size for the training set.
    • How ground truth for the training set was established.

    The document only discusses non-clinical tests (electrical safety, EMC, acoustic output, biocompatibility) which confirmed the device performs according to its intended use and complies with relevant standards. It concludes that the device is "at least as safe and effective as the predicate devices".

    Ask a Question

    Ask a specific question about this device

    K Number
    K203645
    Manufacturer
    Date Cleared
    2021-06-29

    (197 days)

    Product Code
    Regulation Number
    892.1550
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K173090, K171233

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

    The SuperSonic Imagine AIXPLORER® MACH / SUPERSONIC MACH range ultrasound diagnostic systems and transducers are intended for general purpose pulse echo ultrasound imaging, soft tissue viscoelasticity imaging, doppler fluid flow analysis of the human body.

    The SuperSonic Imagine AIXPLORER® MACH / SUPERSONIC MACH ultrasound diagnostic systems are indicated for use in the following applications, for imaging and measurement of anatomical structures: Abdominal, Small Organs, Musculoskeletal, Superficial Musculoskeletal, Vascular, Intraoperative, OB-GYN, Pelvic, Pediatric, Urology, Trans-rectal, Trans-vaginal and Neonatal/Adult Cephalic, Non-invasive Cardiac.

    In addition, the SuperSonic Imagine AIXPLORER® MACH / SUPERSONIC MACH ultrasound diagnostic systems and associated transducers are intended for:

    -Measurements of abdominal anatomical structures,

    • Measurements of broad band shear wave speed, and tissue stiffness in internal structures of the liver and the spleen,
    • Measurements of brightness ratio between liver and kidney,
    • Visualization of abdominal vascularization, microvascularization and perfusion,
    • Quantification of abdominal vascularization and perfusion.

    The shearwave speed, beam attenuation, viscosity and stiffness measurements, the visualization of vascularization, microvascularization and perfusion of vascularization and perfusion may be used as an aid to clinical management of adult and pediatric patients with liver disease.

    Furthermore, the SuperSonic Imagine AIXPLORER® MACH / SUPERSONIC MACH ultrasound diagnostic systems and associated transducers are intended for:

    • Measurements of breast anatomical structures
    • · Measurements of broad band shear waves speed and tissue stiffness in internal structures of the breast
    • Visualization of breast structures and micro-vascularization
    • Visualization of breast masses morphology using shearwave elastography and micro-vascularization 2D mapping

    The shear waves speed and stiffness measurements may be used as an aid to management of women patients with breast masses, as shearwave elastography in conjunction with 2D gray scale imaging and vascularization provides added information to better characterize breast masses and improve the diagnostic accuracy of ultrasound.

    Device Description

    The SuperSonic Imagine AIXPLORER® MACH / SUPERSONIC MACH systems are cart based ultrasound imaging systems used to perform non-invasive diagnostic general purpose ultrasound imaging studies. The system contains a scan converter and can be coupled to a variety of linear, curved, micro-convex, and motorized linear and phased array transducers to produce images, which are displayed on a LCD monitor.

    An adjustable control panel with integrated touch screen allows the user to perform an ultrasound exam quickly and efficiently in accordance with ALARA principles. The system also allows the user to perform measurements, capture images to digital memory or to an external device (such as a printer), and review diagnostic studies in the form of a report. The system functions in a manner identical to the predicate devices and transducers for the imaging modes: B-Mode (harmonic or fundamental), M-mode, Color Flow (and submodes as CFI-ColorFlow Imaging,

    CPI-ColorPower Imaging-also called Amplitude Doppler, dCPI-directional Color Power Imaging and Angio PL.U.S), Pulsed Wave Doppler, Continuous Wave Doppler, 3D imaging, CEUS-Contrast Enhanced Ultrasound Imaging and for ShearWave™ elastography and Strain Elastography.

    AI/ML Overview

    Here's an analysis of the provided text regarding the acceptance criteria and study proving device performance:

    Device: SuperSonic Imagine AIXPLORER® MACH30/SUPERSONIC MACH30, AIXPLORER® MACH20/SUPERSONIC MACH20, SUPERSONIC MACH40 Ultrasound Diagnostic Systems.

    1. Table of Acceptance Criteria and Reported Device Performance

    The provided text does not explicitly state specific numerical acceptance criteria for performance metrics. Instead, the submission focuses on demonstrating "substantial equivalence" to a predicate device (AIXPLORER® MACH range sw V2, K191007) and adherence to recognized standards.

    However, based on the intended use for liver disease and breast masses, and the discussion of ShearWave™ Elastography (SWE), we can infer the acceptance criteria and reported performance qualitatively:

    Acceptance Criteria (Inferred from Intended Use & Discussion)Reported Device Performance (Qualitative, from Summary)
    For Liver Disease:
    - Aid in clinical management of adult and pediatric patients with liver disease through measurements of broad band shear wave speed, tissue stiffness, brightness ratio, visualization and quantification of vascularization, microvascularization, and perfusion.Shearwave speed, beam attenuation, viscosity, and stiffness measurements, brightness ratio, visualization, microvascularization, and quantification of vascularization and perfusion may be used as an aid to clinical management of adult and pediatric patients with liver disease.
    For Breast Masses:
    - Aid in management of women patients with breast masses, by providing added information through shearwave elastography in conjunction with 2D gray scale imaging and vascularization to better characterize breast masses and improve diagnostic accuracy.Addition of Shear Wave elastography to conventional B-mode Ultrasound increased the specificity of breast mass assessment. It can significantly improve the positive predictive value of biopsy recommendation for probably benign and low suspicion breast lesions... while preserving sensitivity.
    - High intra-operator repeatability and inter-observer reproducibility for SWE evaluation of breast lesions to increase inter-observer agreement on global cancer risk assessment.SWE evaluation of breast lesions increases the inter-observer agreement on their global cancer risk assessment with ultrasound, thanks to its "almost perfect" intra-operator repeatability and high inter-observer reproducibility.
    - Contribution to defining more appropriate management strategies (e.g., accurate cancer size measurements, correlation with aggressiveness and response to neo-adjuvant chemotherapy) for breast cancers with SWE.Evaluation of breast cancers with SWE seem to contribute to defining more appropriate management strategies through more accurate cancer size measurements, correlation with cancer aggressiveness and response to neo-adjuvant chemotherapy treatment.
    General Performance:
    - Performance according to stated intended use and within pre-determined product specifications and external standard requirements."The above testing confirmed that the AIXPLORER® MACH / SUPERSONIC MACH Systems perform according to the stated intended use. All data fell within pre-determined product specifications and external standard requirements."
    - Substantial equivalence to predicate devices for safety and effectiveness."Results of non-clinical testing confirmed the substantial equivalence of the AIXPLORER® MACH / SUPERSONIC MACH Systems to the predicate device(s)." "Performance testing demonstrated that the submission device is at least as safe and effective as the predicate devices..."

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

    • Sample Size: Not specified. The submission refers to a "clinical evaluation by literature route" and provides a "Summary of literature review." This implies that the performance claims are based on published studies, not a new clinical trial conducted specifically for this 510(k) submission.
    • Data Provenance: Retrospective, as it relies on a "literature review." The specific countries of origin for the studies included in the literature review are not mentioned in this document.

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

    Not applicable in the context of this submission. Since the clinical evidence is based on a literature review, the experts establishing ground truth would be those involved in the original studies cited, but these details are not provided in this 510(k) summary.

    4. Adjudication Method for the Test Set

    Not applicable, as a new test set requiring adjudication was not explicitly created for this submission. The clinical evidence relies on previously published research.

    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

    • MRMC Study: The document explicitly mentions that "Addition of Shear Wave elastography to conventional B-mode Ultrasound increased the specificity of breast mass assessment" and "increases the inter-observer agreement." This strongly suggests that a form of comparative effectiveness study was done in the literature reviewed, comparing human interpretation with and without SWE. However, it is not explicitly stated as a new MRMC study conducted for this specific 510(k) submission.
    • Effect Size: The document uses qualitative terms like "increased specificity" and "significantly improve the positive predictive value," and "almost perfect" intra-operator repeatability and "high inter-observer reproducibility" for SWE. However, no specific numerical effect sizes (e.g., AUC improvement, percentage increase in sensitivity/specificity, or agreement metrics) are provided in this summary.

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

    The device is an ultrasound diagnostic system that includes ShearWave™ Elastography functionality. The "clinical evaluation by literature route" focuses on the utility of SWE as an aid to human interpretation. Phrases like "Addition of Shear Wave elastography to conventional B-mode Ultrasound" and "shearwave elastography in conjunction with 2D gray scale imaging and vascularization provides added information to better characterize breast masses" indicate that the performance described is a human-in-the-loop scenario, where SWE provides information to aid the clinician. Therefore, a standalone (algorithm only) performance study as typically understood for an AI diagnostic device is not described here. The SWE technology itself generates quantitative data (shear wave speed, stiffness) that is interpreted by the user.

    7. The Type of Ground Truth Used

    Based on the literature review summary for breast masses, the ground truth likely involved:

    • Pathology: "Improve the diagnostic accuracy of ultrasound" and "assess the risk of lesion malignancy" strongly imply pathological diagnosis (biopsy results) as the ground truth for breast mass characterization.
    • Outcomes Data: "More appropriate management strategies," "accurate cancer size measurements," "correlation with cancer aggressiveness and response to neo-adjuvant chemotherapy treatment" suggest that long-term patient outcomes or confirmed clinical diagnoses were used as ground truth in the cited literature.

    For liver disease, although not explicitly stated, ground truth would similarly rely on established diagnostic methods for liver pathology and progression.

    8. The Sample Size for the Training Set

    Not applicable. This submission is for an ultrasound system with enhanced features (including ShearWave™ Elastography), not a standalone AI model that undergoes a distinct training phase in the typical sense of deep learning or machine learning. The underlying SWE algorithms would have been developed and validated through extensive research, but a "training set" as understood for a new AI algorithm is not detailed here.

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

    Not applicable for the same reasons as #8. The document does not describe a new AI model with a dedicated training set. The clinical evaluation relies on previously established literature for the performance of SWE technology.

    Ask a Question

    Ask a specific question about this device

    K Number
    K180323
    Date Cleared
    2018-03-30

    (53 days)

    Product Code
    Regulation Number
    892.2050
    Reference & Predicate Devices
    Why did this record match?
    Reference Devices :

    K173088,K173090

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

    Vitrea Software Toshiba Package is an application package developed for use on Vitrea®, a medical diagnostic system that allows the processing, review, analysis, communication and media interchange of multi-dimensional digital images acquired from a variety of imaging devices. Vitrea has the following additional indications:

    The Cerebral Aneurysm Analysis application is intended to facilitate the extraction and segmentation of user identified aneurysms on the cerebral arteries. The software can be used as an adjunct to diagnosis for the purposes of measurement of size and aspect ratio.

    The MR Wall Motion Tracking application is intended to assist physicians with performing cardiac functional analysis based upon magnetic resonance images. It provides measurements of global and regional myocardial function that is used for patients with suspected heart disease.

    The MR Coronary Tracking application is intended to assist physicians with performing coronary artery analysis for MR heart images which are intended for the qualitative and quantitative analysis of coronary arteries.

    The SUREVolume Synthesis application is intended to load volume images acquired by whole-body X-ray CT scanners, X-ray angiography systems, and MRI systems and displays fusion images.

    The Angio Viewer application displays image data acquired using an X-ray angiography system. It supports cine display, subtraction, and distance measurement.

    The US Cardiac Fusion application enables fusion display of the analysis results obtained using the US 3D Wall Motion Tracking application and the CT Coronary Artery Analysis application.

    The Ultrasound Clinical Applications are indicated for the visualization of structures, and dynamic processes with the human body using saved ultrasound DICOM images to provide image information for diagnosis.

    Device Description

    Vitrea Software Package, VSTP-001A, an application package developed for use on Vitrea, a medical image processing software, marketed by Vital Images, Inc. Vitrea Software Toshiba Package, VSTP-001A, currently includes seven post processing applications, CT/XA Cerebral Artery Morphological Analysis, MR Wall Motion Tracking, MR Coronary Tracking and Ultrasound Applications Package, which use brain, body or cardiac image data, obtained from CT/XA/MR/US systems, to assist physicians in performing specialized measurements and analysis.

    AI/ML Overview

    The provided text describes a 510(k) submission for the Vitrea Software Package, VSTP-001A. However, it does not contain information about acceptance criteria or a study proving the device meets specific performance criteria beyond general statements about equivalence to a predicate device through "bench testing" and "regression testing".

    The document states:

    • "Risk analysis and regression testing was conducted through bench testing are included in this submission which demonstrates that the requirements for the applications have been met."
    • "Bench studies were conducted using sample data sets from the predicate device verification activities (K173090) and verifying that the outputs for both devices were substantially the same."
    • "Based upon this information, conformance to standards, successful completion of software validation, application of risk management and design controls and the performance data presented in this submission it is concluded that the subject device is substantially equivalent in safety and effectiveness to the predicate device."

    This indicates that the primary method of demonstrating performance was through comparative bench testing against a predicate device, focusing on "substantially the same" outputs. It does not provide the quantitative details typically associated with acceptance criteria tables and clinical/algorithm performance studies as outlined in your request.

    Therefore, I cannot populate the requested tables and specific study details.

    Here's why and what's missing, based on your request:
    1. A table of acceptance criteria and the reported device performance:
    * Not Available: The document does not specify quantitative acceptance criteria (e.g., sensitivity, specificity, measurement accuracy thresholds) or corresponding reported performance metrics for any specific application within the Vitrea Software Package. It only mentions that "requirements...have been met" through bench testing.

    2. Sample size used for the test set and the data provenance:
    * Not Available: The document mentions "sample data sets from the predicate device verification activities (K173090)" were used for bench testing. It does not specify the sample size, country of origin, or if the data was retrospective or prospective.

    3. Number of experts used to establish the ground truth for the test set and the qualifications of those experts:
    * Not Applicable/Not Available: The testing described is "bench testing" comparing outputs to a predicate device. This implies a technical verification of outputs rather than an expert-driven "ground truth" establishment for diagnostic accuracy, as would be the case for an AI-driven diagnostic aid. No experts are mentioned in the context of ground truth.

    4. Adjudication method (e.g. 2+1, 3+1, none) for the test set:
    * Not Applicable/Not Available: Adjudication methods are typically used when multiple human readers interpret data to establish a consensus ground truth. This type of study is not described.

    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: The document does not describe an MRMC study. The device is a "post-processing application" to "assist physicians in performing specialized measurements and analysis," but no study on human performance improvement with or without the device is mentioned.

    6. If a standalone (i.e. algorithm only without human-in-the-loop performance) was done:
    * Yes (partially, but no detailed metrics): The "bench testing" implicitly acts as a "standalone" performance check in that it verifies the software's outputs against known outputs from the predicate device. However, no specific standalone performance metrics (like accuracy for a classification task) are provided, only that the outputs were "substantially the same."

    7. The type of ground truth used (expert consensus, pathology, outcomes data, etc.):
    * Not explicitly stated/Implied "Predicate Device Outputs": The "ground truth" for the bench testing appears to be the outputs generated by the predicate device (K173090). This is a technical comparison rather than a clinical ground truth like pathology or expert consensus.

    8. The sample size for the training set:
    * Not Applicable/Not Available: This device is described as software for "post-processing" and "analysis" that applies "formulas, algorithms and measurements" similar to a predicate. There is no mention of machine learning or deep learning, and therefore no "training set" in the sense of an ML model.

    9. How the ground truth for the training set was established:
    * Not Applicable/Not Available: As no training set for an ML model is mentioned, this question is not applicable.

    In conclusion, the 510(k) summary focuses on demonstrating substantial equivalence primarily through technical bench testing against a predicate device, and it does not provide the detailed performance study results that would typically be associated with AI-driven devices requiring specific quantitative acceptance criteria and clinical validation studies.

    Ask a Question

    Ask a specific question about this device

    Page 1 of 1