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510(k) Data Aggregation

    K Number
    K061429
    Manufacturer
    Date Cleared
    2006-07-25

    (63 days)

    Product Code
    Regulation Number
    892.1000
    Reference & Predicate Devices
    Predicate For
    Why did this record match?
    Reference Devices :

    K040877, K032121, K060956

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

    The Dynamic MRI Software Option for C-scan, E-scan XQ and E-scan Opera MRI Systems allows the acquisition of MR dynamic image datasets and the post processing display of temporal variations in the acquired datasets, showing changes in contrast over time. Its purpose is to provide time intensity curves that support the diagnostic process. These images when interpreted by a trained physician, yield information that may assist in diagnosis.

    Device Description

    The Dynamic MRJ Software Option is a software package intended to be used with the Esaote C-scan. E-scan XO and E-scan Opera MRI systems, cleared via K040877 K032121 and K060956, respectively, The software package allows the acquisition of MR dynamic image datasets and the post processing display of temporal variations in the acquired image datasets, showing changes in image contrast over time.

    It provides time intensity data, calculates the interpolation curve of the data, its maximum slope and its asymptotic value. These data, when interpreted by a trained physician, vield information that may assist diagnosis.

    C-scan is a Magnetic Resonance (MR) system that produces transversal, sagittal and coronal and oblique cross-section images of the limbs and joints. It is intended for imaging portions of the arm, including the hand, wrist, forearm and elbow, but excluding the upper arm, and imaging portions of the leg, including the foot, ankle, calf and knee, but excluding the thigh.

    E-scan XO is a magnetic resonance (MR) system that produces transversal, sagittal and coronal and oblique cross-section images of the limbs and joints. It is intended for imaging portions of the arm, including the hand, wrist, forearm, elbow, upper arm and shoulder, and imaging portions of the leg, including the foot, ankle, calf, knee, thigh and hip.

    E-scan Opera is a magnetic resonance (MR) system that produces transversal, sagittal and coronal and oblique cross-section images of the limbs and ioints. It is intended for imaging portions of the arm. including the hand, wrist, forearm, elbow, upper arm and shoulder, and imaging portions of the leg, including the foot, ankle, calf, knee, thigh and hip.

    The C-scan, E-scan XO and E-scan Opera MR images correspond to the spatial distribution of protons (hydrogen nuclei) that determine magnetic resonance properties and are dependent on the MR parameters, including spin-lattice relaxation time (T1), spin-spin relaxation time (T2), nuclei density, flow velocity and "chemical shift". When interpreted by a medical expert trained in the use of MR equipment, the images can provide diagnostically useful information.

    AI/ML Overview

    Here's an analysis of the provided text regarding the acceptance criteria and study information for the Dynamic MRI Software Option for C-scan/E-scan XQ/E-scan Opera.

    It's important to note that this 510(k) summary is for a software option that enhances existing MRI systems by enabling dynamic imaging and post-processing of temporal variations. The focus is on demonstrating substantial equivalence to predicate devices rather than a de novo clinical study proving novel diagnostic efficacy. Therefore, typical acceptance criteria and study designs for entirely new diagnostic algorithms might not apply directly in the same way.


    Acceptance Criteria and Reported Device Performance

    The concept of "acceptance criteria" for this specific 510(k) is primarily centered around demonstrating substantial equivalence to predicate devices, particularly in terms of indications for use and technological characteristics, without introducing new questions of safety or effectiveness. The reported performance is essentially that the device functions comparably to the predicate devices in its ability to acquire and process dynamic MRI data to produce time-intensity curves.

    Given the nature of a 510(k) for a software enhancement to an already cleared imaging system, the "acceptance criteria" are implied through comparison with predicate devices, rather than explicit numerical performance targets like sensitivity/specificity for a diagnostic AI model.

    Acceptance Criteria (Implied by Substantial Equivalence)Reported Device Performance
    Indications for Use Equivalence: The software performs dynamic MRI data acquisition and post-processing for temporal variation display to support diagnosis."The Dynamic MRI Software Option for the C-scan, E-scan XQ and E-scan Opera MRI Systems allows the acquisition of MR dynamic image datasets and the post processing display of temporal variations in the acquired datasets, showing changes in contrast over time. Its purpose is to provide time intensity curves that support the diagnostic process. These images when interpreted by a trained physician, yield information that may assist in diagnosis." (Matches predicate's intent)
    Technological Characteristics Equivalence: Maintains similar fundamental scientific technology (pulse sequences, parameters, system components)."The addition of the Dynamic MRI Software Option... does not alter the fundamental scientific technology of the C-scan system... E-scan XQ system... and E-scan Opera system." The comparison tables show similar pulse sequences (SET1, GE) and ranges for TR, TE, and FOV, with specific versions optimized for high acquisition speed and contrast resolution. (Substantially equivalent)
    Image Processing Feature Equivalence: Provides time intensity data and curves to aid diagnosis."It provides time intensity data, calculates the interpolation curve of the data, its maximum slope and its asymptotic value." (Comparable to predicate's "Time intensity curves" and "Parametric images for parameters like time to peak")
    Safety and Effectiveness: Does not raise new questions of safety or effectiveness compared to predicate devices, and operates within established MRI system parameters.Implied by the 510(k) clearance itself, confirming no new safety or effectiveness concerns were identified during the review of substantial equivalence.

    Study Information

    Based on the provided 510(k) summary, there is no explicit clinical study described for this specific device. The clearance is based on demonstrating "substantial equivalence" to legally marketed predicate devices, which is a common pathway for modifications or enhancements to existing, cleared medical devices.

    The information suggests that the device’s performance is validated through engineering comparisons to predicate devices, confirming that the new software option provides similar functionality without altering the fundamental scientific technology or raising new safety/effectiveness concerns.

    Here's why specific sections of your request are not directly addressed in this type of submission:

    1. Sample size used for the test set and the data provenance: Not applicable. No "test set" in the sense of a clinical trial dataset is described. The assessment is a comparison of technical specifications and intended use against predicate devices.
    2. Number of experts used to establish the ground truth for the test set and the qualifications of those experts: Not applicable. No "ground truth" derived from expert consensus on a test set is described. The device leverages existing MRI technology, where "ground truth" is typically established by the inherent diagnostic capabilities of MRI when interpreted by a trained physician.
    3. Adjudication method (e.g. 2+1, 3+1, none) for the test set: Not applicable. No clinical test set requiring adjudication is mentioned.
    4. 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: Not applicable. This is not an AI-assisted diagnostic device in the modern sense, but rather a software feature for dynamic imaging. No MRMC study is mentioned.
    5. If a standalone (i.e. algorithm only without human-in-the loop performance) was done: Not applicable. This device is inherently "human-in-the-loop" as it provides data for a trained physician to interpret. It is not an autonomous diagnostic algorithm.
    6. The type of ground truth used (expert consensus, pathology, outcomes data, etc): Not explicitly stated as part of a validation study for this specific software, as its functionality is based on established MRI principles. The "ground truth" concept is inherent in the predicate MRI systems providing diagnositc information when interpreted by a medical expert.
    7. The sample size for the training set: Not applicable. This is not a machine learning or AI algorithm that requires a "training set."
    8. How the ground truth for the training set was established: Not applicable.

    In summary, the provided document is a 510(k) summary demonstrating substantial equivalence for a software feature (dynamic MRI acquisition and post-processing) for existing MRI systems. It relies on the prior clearance of its predicate devices and the established safety and effectiveness of MRI technology itself, rather than presenting a new clinical study with explicit performance metrics against a defined ground truth.

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    K Number
    K040877
    Device Name
    ARTOSCAN C
    Manufacturer
    Date Cleared
    2004-05-04

    (29 days)

    Product Code
    Regulation Number
    892.1000
    Reference & Predicate Devices
    Predicate For
    Why did this record match?
    Reference Devices :

    K032121

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

    C-scan is a magnetic resonance (MR) system that produces transversal, sagittal and coronal and oblique crosssection images of the limbs and joints. It is intended for imaging portions of the arm, including the hand, wrist, forearm and elbow, but excluding the upper arm, and imaging portions of the leg, including the foot, ankle, call and knee, but excluding the thigh.

    C-scan MR images correspond to the spatial distribution of protons (hydrogen nuclei) that determine magnetic resonance properties and are dependent on the MR parameters, including spin-lattice relaxation time (T1), spin relaxation time (T2), nuclei density, flow velocity and "chemical shift". When interpreted by a medical expert trained in the use of MR equipment, the images can provide diagnostically useful information.

    Device Description

    The C-scan device is a magnetic resonance (MR) system. The changes performed on the C-scan device, with respect to the cleared version - Artoscan C K010057 -, are due to the improvement of the system performance. These modifications do not affect the intended use or alter the fundamental scientific technology of the device and are the following:

    1. Upgrading of the electronics.
    2. New pulse sequences.
    3. A new software release.
    4. Mobile installation.

    The system is composed of three main parts:

    1. Patient Positioning Seat
    2. Operating console that consists of the PC unit (including keyboard and mouse), the monitor and the operating table.
    3. Electronics and Magnetic Unit
    AI/ML Overview

    The provided document is a 510(k) summary for the C-scan MR system, indicating it's a submission for modifications to an already cleared device (Artoscan C K010057) rather than a de novo submission. As such, the focus is on demonstrating substantial equivalence to the predicate device, not necessarily on entirely new clinical studies to prove effectiveness or diagnostic accuracy against specific acceptance criteria for a novel device.

    The "study" described here is a comparison of technical specifications and performance characteristics between the modified C-scan and the predicate Artoscan C, to show that the modifications do not alter the intended use and maintain or improve performance within the established safety and effectiveness profile of an MR diagnostic device.

    Here's an attempt to extract the requested information based on the provided text, acknowledging that some fields may not be directly applicable or explicitly stated in a 510(k) summary focused on technical equivalence for an MR system upgrade:


    Description of Acceptance Criteria and Study to Prove Device Meets Criteria

    The device under review, the C-scan MR System, is a modified version of the previously cleared Artoscan C (K010057). The acceptance criteria are implicitly based on demonstrating that the performance of the C-scan, with its upgraded electronics, new pulse sequences, new software, and mobile installation capability, is equivalent to or improved compared to the predicate device, without negatively affecting its intended use or fundamental scientific technology. The study presented is a technical comparison focusing on various system characteristics.

    1. Table of Acceptance Criteria and Reported Device Performance:

    Feature/CharacteristicAcceptance Criteria (Implied: Equivalence/Improvement to Predicate)Reported Device Performance (C-scan)
    Pulse SequencesMaintained or enhanced range of pulse sequences.New sequences added: Spin Echo T1 3D (SET1_3D), Short TI Inversion Recovery 3D (STIR_3D), Short Time Inversion Recovery Gradient Echo 3D (GE_STIR_3D), and several High Resolution sequences (se_26, se_26_hf, se_18_he, tse_80, tme, ge_16). Existing sequences retained.
    Sequence ParametersMaintained or improved parameter ranges, especially for new sequences.SET1_3D: TR 60-5000 ms, TE 24 ms, min FOV 100 mm, FOV 3D 40-200 mm.STIR_3D: TR 150-5000 ms, TE 24 ms, TI 20-200 ms, min FOV 100 mm, FOV 3D 40-200 mm.GE_STIR_3D: TR 150-5000 ms, TE 16 ms, TI 20-200 ms, FA 90°, min FOV 100 mm, FOV 3D 40-200 mm.High Resolution Sequences: Fixed TEs (e.g., SE T1 at 26ms, GE at 16ms), increased max acquisition matrix to 512x512, ensuring best S/N for high resolution.
    Spatial ResolutionMaintained or improved spatial resolution.Improved: Up to 0.2 mm (nominal value), compared to Artoscan C's 0.4 mm. Achieved by increasing acquisition matrix (min pixel size = min FOV / max matrix size = 100x100mm / 512x512).
    Acquisition MatrixSufficient matrices for standard & high resolution imaging.2D FT: 192x128 to 256x256 (non-High Resolution); 192x128 to 512x512 (High Resolution).3D FT: 192x128 to 256x256, slice encoding from 24 to 128.
    Control System (Gradients)Modernized and capable control system.Digital electronic, DSP SHARC 21161@100 MHz, 400 MFLOPs, 128 KB On-Chip SRAM (upgrade from DSP SHARC 21062@40 MHz). Software ramp generation (from hardware).
    Magnetic CompensationRobust and technologically current compensation system."Open loop" control, digital elaboration of signal in separated channels (DC - 50/60 Hz - 16.6 Hz). Digital electronic, DSP SHARC 21161@100 MHz, 400 MFLOPs, 128 KB On-Chip SRAM (technological updating from microcontroller HC11).
    A/D Conversion (RF System)Technologically updated and efficient A/D conversion.For each channel: 3 MHz conversion, A/D converter 14 bit 20 MHz sampling (upgrade from 2 A/D converter 16 bit 78 kHz sampling). Digital demodulation and low-pass filter with wider bandwidth.
    Synthesizer (RF System)Improved frequency, amplitude, and phase modulation capabilities and stability.Digital, DSP SHARC 21161@100 MHz, 400 MFLOPs, 128 KB On-Chip SRAM (upgrade from DSP SHARC 66 Mips). Improved resolutions (e.g., 28.4 µHz frequency, 4096 levels amplitude) and stability (< 1 ppm, < 8 x 10^-8 on 15 minutes).
    Central Processing UnitModern and powerful CPU for image processing.CPU Pentium IV 2.4 GHz or more, 1 GB Main memory, 512 KB Secondary cache (upgrade from Pentium III 700 MHz, 256 MB main memory, 256 MB secondary cache).
    Control ProcessorUpgraded control processor.DSP SHARC 21161 @ 100 MHz, 400 MFLOPs, 128 KB On-Chip SRAM + 384 KB SSRAM (upgrade from DSP SHARC 21062 @ 40 MHz).
    Acquisition/Reconstruction ProcessorEnhanced processing power for image acquisition and reconstruction.DSP SHARC 21161 @ 100 MHz, 400 MFLOPs, 128 KB On-Chip SRAM + from 256 to 512 MB SDRAM + 1.28 MB SSRAM (upgrade from DSP SHARC 21060 @ 40 MHz).
    Hard Disk UnitIncreased storage capacity.At least 40 GB, 7200 rpm (upgrade from at least 20 GB).
    Image Reconstruction MatrixSupport for higher resolution images.2D: 128x128, 256x256, 512x512 (added 512x512).3D: 256x256x24 to 256x256x128 step 8 (modified lower bound for slice encoding).
    Type of InstallationFlexibility in installation.Permanent, Mobile (added mobile installation).
    Power ConsumptionCharacterization of power consumption.More precise characterization with slightly reduced consumption during quick magnet heating (950 VA vs 1100 VA).

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

    • This 510(k) summary primarily details technical specifications and comparisons to a predicate device. It does not describe a clinical test set in the traditional sense of patient data used for diagnostic accuracy assessment. The "study" here is a technical comparison report.
    • Therefore, there is no mention of a sample size or data provenance (country of origin, retrospective/prospective) for a clinical test set. The submission focuses on inherent device performance characteristics.

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

    • Not applicable. As no clinical test set is described, there's no mention of experts establishing ground truth for such a set. The validation is based on engineering and performance metrics compared to established standards for MR systems and the predicate device.

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

    • Not applicable. No clinical test set.

    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:

    • Not applicable. The C-scan MR System is a diagnostic imaging device, not an AI-assisted diagnostic tool. There is no mention of AI or MRMC studies.

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

    • Not applicable. This is a hardware/software upgrade of an MR imaging system; it does not represent an "algorithm only" product for standalone performance assessment.

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

    • Not applicable in the clinical sense. The "ground truth" for this submission are the established technical specifications and performance characteristics of the predicate device (Artoscan C K010057) and general regulatory requirements for MR diagnostic devices. The modifications are assessed against these technical and performance benchmarks.

    8. The sample size for the training set:

    • Not applicable. This document does not describe a machine learning or AI algorithm where a "training set" would be used.

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

    • Not applicable, as there is no training set mentioned.
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