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510(k) Data Aggregation

    Why did this record match?
    Device Name :

    SOMATOM go.Now; SOMATOM go.Up; SOMATOM go.All; SOMATOM go.Top; SOMATOM go.Sim; SOMATOM go.Open Pro; SOMATOM
    Pro.Pulse

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

    This computed tomography system is intended to generate and process cross-sectional images of patients by computer reconstruction of X-ray transmission data.

    The images delivered by the system can be used by a trained staff as an aid in diagnosis, treatment, and radiation therapy planning as well as for diagnostic and therapeutic interventions.

    This CT system can be used for low dose lung cancer screening in high risk populations*.

    *As defined by professional medical societies. Please refer to clinical literature, including the results of the National Lung Screening Trial (N Engl J Med 2011; 365:395-409) and subsequent literature, for further information.

    Device Description

    Siemens intends to market a new software version, SOMARIS/10 syngo CT VB20 for the following SOMATOM Computed Tomography (CT) Scanner Systems:

    a) Single Source CT Scanner systems (SOMATOM go. Platform):

    • SOMATOM go.Now
    • SOMATOM go.Up
    • SOMATOM go.All
    • SOMATOM go.Top
    • SOMATOM go.Sim
    • SOMATOM go.Open Pro

    In this submission, the above listed CT scanner systems are jointly referred to as subject devices by "SOMATOM go. Platform" CT scanner systems.

    b) Dual Source CT Scanner system:

    • SOMATOM Pro.Pulse

    The above listed subject devices with SOMARIS/10 syngo CT VB20 are Computed Tomography X-ray Systems which feature one (Single Source) or two (Dual Source) continuously rotating tube-detector system and function according to the fan beam principle. The SOMATOM go. Platform and the SOMATOM Pro.Pulse with software SOMARIS/10 syngo CT VB20 produce CT images in DICOM format, which can be used by trained staff for software applications, e.g. post-processing applications, commercially distributed by Siemens Healthcare and other vendors as an aid in diagnosis, treatment preparation and therapy planning support (including, but not limited to, Brachytherapy, Particle including Proton Therapy, External Beam Radiation Therapy, Surgery). The computer system delivered with the CT scanner is able to run optional post processing applications.

    AI/ML Overview

    The provided FDA 510(k) Clearance Letter for the SOMATOM CT Systems focuses heavily on establishing substantial equivalence to predicate devices through comparisons of technological characteristics, hardware, and software. It generally asserts that the device has met performance criteria through verification and validation testing, but it does not provide a detailed "Acceptance Criteria Table" with specific quantitative metrics and reported device performance. Similarly, it describes the types of studies performed (e.g., bench testing, retrospective blinded rater study), but it lacks the specific details requested regarding sample sizes, data provenance, expert qualifications, and effect sizes that would typically be found in a detailed study report.

    Therefore, I will extract and synthesize the information that is available in the document and explicitly state where the requested information is not provided.


    Understanding the Device and its Changes

    The devices under review are Siemens SOMATOM CT Systems (SOMATOM go.Now, SOMATOM go.Up, SOMATOM go.All, SOMATOM go.Top, SOMATOM go.Sim, SOMATOM go.Open Pro, and SOMATOM Pro.Pulse) with a new software version, SOMARIS/10 syngo CT VB20. This new software version builds upon the previous VB10 version cleared in K233650 and K232206.

    The submission focuses on modifications and new features introduced with VB20, including:

    • Eco Power Mode: New feature for reduced energy consumption during idle times (not supported on go.Now and go.Up).
    • Oncology Exchange: New feature for transferring prescription information from ARIA Oncology Information System.
    • myExam Contrast: New feature for exchanging contrast injection parameters.
    • FAST 3D Camera/FAST Integrated Workflow: Modifications including retrained algorithms, collision indication, and Centerline/Grid Overlay.
    • FAST Planning: Extended to detect additional body regions.
    • myExam Companion (myExam Compass/myExam Cockpit): Clinical decision trees now available for child protocols.
    • HD FoV 5.0: New extended field of view reconstruction algorithm (for go.Sim and go.Open Pro only).
    • CT guided intervention – myAblation Guide interface: New interface.
    • Flex 4D Spiral: Modifications regarding dynamic tube current modulation.
    • ZeeFree RT: New stack artifact reduced reconstruction for respiratory-related examinations (for go.Open Pro only).
    • DirectDensity: Modified to include stopping-power ratio (Kernel St).
    • DirectLaser: Patient Marking workflow improvement.
    • Respiratory Motion management - Open Online Interface: New interface for respiratory gating.
    • DirectSetup Notes: Enabled for certain SOMATOM go. Platform systems.

    The core argument for clearance is substantial equivalence to predicate devices. This means that, despite modifications, the device is as safe and effective as a legally marketed device (the predicates).


    1. Table of Acceptance Criteria and Reported Device Performance

    The provided document does not contain a specific table of quantitative acceptance criteria with corresponding reported device performance values. Instead, it describes general acceptance criteria related to verification and validation tests and then provides qualitative statements about the test results demonstrating comparability or improvement over predicate devices.

    Here's a summary of the described performance evaluations:

    Feature/MetricAcceptance Criteria (Qualitative)Reported Device Performance (Qualitative)
    OverallMeet acceptance criteria for all software specifications. Enable safe and effective integration. Perform as intended in specified use conditions."All software specifications have met the acceptance criteria." "Verification and validation support the claims of substantial equivalence." "Perform(s) as intended in the specified use conditions." "As safe, as effective, and perform as well as or better than the predicate devices."
    FAST 3D Camera Accuracy (Isocentering, Range, Direction)Comparable or better accuracy to predicate device for adults; extend support to adolescents."Overall, the subject devices with syngo CT VB20 delivers comparable or improved accuracy to the predicate devices with syngo CT VB10 predicate device for adults and extends the support to adolescents."
    FAST Planning CorrectnessHigh fraction (percentage) of ranges calculated correctly and without needing change. Meets interactive requirements (fast calculation time)."For more than 90% of the ranges no editing action was necessary to cover standard ranges." "For more than 95%, the speed of the algorithm was sufficient."
    HD FoV 5.0 Performance (vs. HD FoV 4.0)As safe and effective as HD FoV 4.0."Results obtained with the new HD FoV 5.0 algorithm are compared with its predecessor, the HD FoV 4.0 algorithm, based on physical and anthropomorphic phantoms...This comparison is conducted to demonstrate that the HD FoV 5.0 algorithm is as safe and effective as the HD FoV 4.0 algorithm." (No quantitative metrics provided in this document excerpt regarding this comparison's outcome).
    Flex 4D Spiral Functionality & Image QualityProper function and acceptable image quality."The performed bench test report describes the technical background of Flex 4D Spiral and its functionalities with SOMATOM CT scanners, demonstrate the proper function of those, and assess the image quality of Flex 4D Spiral." (No quantitative metrics provided)
    ZeeFree RT Reconstruction PerformanceNo relevant errors in CT values and noise in homogeneous phantoms. No relevant errors in CT values in tissue-equivalent phantoms. No relevant geometrical distortions in static phantoms. No relevant deteriorations of position/shape in dynamic phantoms. No relevant new artifacts. Maintain performance with iMAR. Independent of detector width."introduces no relevant errors in terms of CT values and noise levels measured in a homogeneous water phantom" "introduces no relevant errors in terms of CT values measured in a phantom with tissue-equivalent inserts, even in the presence of metals and in combination with the iMAR algorithm" "introduces no relevant geometrical distortions in a static torso phantom" "introduces no relevant deteriorations of the position or shape of a dynamic thorax phantom" "does not introduce relevant new artefacts" "can be successfully applied in combination with metal artifact correction (iMAR)" "is independent from the physical detector width"
    DirectDensity Performance (iBHC variants)Reduced dependence on tube voltage and filtration for non-water-like tissues. Image values aligned with material properties."reduced dependence on tube voltage and filtration compared to the corresponding quantitative kernel (Qr) with iBHC Bone for non-water-like tissues, such as adipose and bone." "generate image value closely aligned with the respective material properties." "has been validated."

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

    The document provides very limited, qualitative information:

    • FAST 3D Camera: Optimized using "additional data from adults and adolescence patients." No specific number of patients or images mentioned.
    • FAST Planning: Evaluated on "patient data." No specific number of patients or images mentioned.
    • HD FoV 5.0: Evaluated with "physical and anthropomorphic phantoms."
    • Flex 4D Spiral: No specific sample size or data type mentioned for performance assessment.
    • ZeeFree RT: Evaluated with "homogeneous water phantom," "phantom with tissue-equivalent inserts," "static torso phantom," and "dynamic thorax phantom." Also, "retrospective blinded rater studies of respiratory 4D CT examinations performed at two institutions." No specific number of phantoms, images per phantom, or patient cases mentioned.
    • DirectDensity: Evaluated on "SOMATOM CT scanner models." No specific sample size or data type mentioned.

    Data Provenance:

    • Country of Origin: Not specified for the patient data used for algorithm optimization/validation.
    • Retrospective or Prospective:
      • FAST 3D Camera: Implied retrospective as it uses "additional data."
      • FAST Planning: Implied retrospective as it uses "patient data."
      • HD FoV 5.0: Retrospective for the blinded rater study.
      • ZeeFree RT: Retrospective for the blinded rater study of clinical cases. The phantom tests are by nature not retrospective/prospective.

    3. Number of Experts and Qualifications for Ground Truth

    • HD FoV 5.0: "board-approved radio-oncologists and medical physicists." The number of experts is not specified.
    • ZeeFree RT: "board-approved radio-oncologists and medical physicists." The number of experts is not specified.

    For other tests, ground truth appears to be established by phantom measurements or internal engineering verification, rather than human expert reads validating clinical ground truth.


    4. Adjudication Method for the Test Set

    The document mentions "retrospective blinded rater study" for HD FoV 5.0 and ZeeFree RT. However, it does not specify the adjudication method used (e.g., 2+1, 3+1, none) for these studies. It only states they were "blinded."


    5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study

    • A Multi-Reader Multi-Case (MRMC) comparative effectiveness study was mentioned for HD FoV 5.0 and ZeeFree RT. Both were "retrospective blinded rater studies."
    • Effect Size: The document does not report specific effect sizes (e.g., how much human readers improve with AI vs. without AI assistance). It only states that the purpose of the comparison was to "demonstrate that the HD FoV 5.0 algorithm is as safe and effective as the HD FoV 4.0 algorithm" and for ZeeFree RT that it "enables the optional reconstruction of stack artefact corrected images, which reduce the strength of misalignment artefacts." This implies an assessment of non-inferiority or improvement in image quality, but specific quantitative results for reader performance are not provided in this excerpt.

    6. Standalone (Algorithm Only) Performance

    The document describes tests for several algorithms (FAST 3D Camera, FAST Planning, HD FoV 5.0, Flex 4D Spiral, ZeeFree RT, DirectDensity) using phantoms and "patient data." These evaluations seem to be focused on the algorithm's performance in generating images or calculations, independent of human interpretation in some cases (e.g., accuracy of FAST 3D Camera, correctness percentage of FAST Planning).

    However, it does not explicitly use the term "standalone performance" to differentiate these from human-in-the-loop assessments. The mention of "retrospective blinded rater studies" for HD FoV 5.0 and ZeeFree RT indicates a human-in-the-loop component for that specific evaluation, but the phantom testing mentioned alongside them would be considered standalone.


    7. Type of Ground Truth Used

    • Phantom Data: For HD FoV 5.0, Flex 4D Spiral, ZeeFree RT, and DirectDensity, physical and/or anthropomorphic phantoms were used, implying the ground truth is precisely known physical characteristics or pre-defined phantom configurations.
    • Expert Consensus/Reads: For HD FoV 5.0 and ZeeFree RT, board-approved radio-oncologists and medical physicists performed retrospective blinded rater studies, implying their interpretations/ratings served as a form of ground truth or evaluation metric. It's not explicitly stated if this was against a clinical gold standard (e.g., pathology) or if it was a comparative assessment of image quality and clinical utility.
    • Internal Verification: For FAST 3D Camera, FAST Planning, accuracy was assessed, likely against internal system metrics or pre-defined ideal outcomes.

    8. Sample Size for the Training Set

    The document does not provide any specific information about the sample size used for training the algorithms (e.g., for FAST 3D Camera, FAST Planning, HD FoV 5.0, ZeeFree RT). It only states that FAST 3D Camera was "optimized using additional data" and FAST Planning's algorithm had "product development, validation, and verification on patient data."


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

    The document does not provide any specific information on how the ground truth for the training set was established. It only mentions the data types used for validation/verification (phantoms, patient data from two institutions, expert raters).

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    K Number
    K232206
    Date Cleared
    2023-12-06

    (134 days)

    Product Code
    Regulation Number
    892.1750
    Reference & Predicate Devices
    Why did this record match?
    Device Name :

    SOMATOM Pro.Pulse

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

    This computed tomography system is intended to generate and process cross-sectional images of patients by computer reconstruction of x-ray transmission data.

    The images delivered by the system can be used by trained staff as an aid in diagnosis, treatment and radiation therapy planning as well as for diagnostic and therapeutic interventions.

    This CT system can be used for low dose lung cancer screening in high risk populations*.

    • As defined by professional medical societies. Please refer to clinical literature, including the results of the National Lung Screening Trial (N Engl J Med 2011; 365:395-409) and subsequent literature, for further information.
    Device Description

    The subject device SOMATOM Pro.Pulse with software version SOMARIS/10 synqo CT VB10 is a Computed Tomography X-ray system which features two continuously rotating tube-detector system (dual source) and functions according to the fan beam principle. The SOMATOM Pro.Pulse with SOMARIS/10 syngo CT VB10 produces CT images in DICOM format. The images delivered by the system can be used by trained staff for post-processing applications commercially distributed by Siemens Healthcare and other vendors as an aid in diagnosis, treatment preparation, radiation therapy planning, and therapeutic interventions (including, but not limited to, Brachytherapy, Particle including Proton Therapy, External Beam Radiation Therapy, Surgery). The computer system delivered with the CT scanner is able to run optional post processing applications.

    The platform software for the SOMATOM Pro.Pulse is SOMARIS/10 syngo CT VB10. It is a command-based program used for patient management, data management, X-ray scan control, image reconstruction, and image archive/evaluation.

    The software platform provides plugin software interfaces that allow for the use of specific commercially available post processing software algorithms in an unmodified form from the cleared stand-alone post processing version.

    AI/ML Overview

    The provided text describes the Siemens SOMATOM Pro.Pulse CT system, its modifications, and its substantial equivalence to predicate devices, but it does not contain a detailed study proving the device meets specific acceptance criteria in the format requested. Instead, it refers to broad categories of non-clinical testing and general statements about meeting pre-determined acceptance criteria.

    Here's an attempt to structure the answer based on the available information. Many fields will be marked as "Not Provided" due to the nature of the document being a 510(k) summary, which often focuses on establishing substantial equivalence rather than detailed study results for specific performance metrics.


    Acceptance Criteria and Device Performance Study for SOMATOM Pro.Pulse

    The K232206 submission for the SOMATOM Pro.Pulse focuses on demonstrating substantial equivalence to its predicate devices (SOMATOM go.Top (K211373) and SOMATOM Drive (K230421)). The document details non-clinical testing performed to verify and validate modifications and ensure the device's functionality, image quality, and safety are comparable to the predicates.

    1. Table of Acceptance Criteria and Reported Device Performance

    The document does not provide a table with specific quantitative acceptance criteria alongside numerical performance results for the device. Instead, it offers qualitative descriptions of performance objectives and outcomes for various features based on bench testing.

    Feature/TestAcceptance Criteria (Stated Objective from Text)Reported Device Performance (Summary from Text)
    ZeeFree (Cardiac Stack Artefact Correction)1. Reduction of misalignment artifacts (e.g., discontinuities in vessel structures, anatomical steps at air-soft-tissue interfaces, doubling of anatomy) in SAC reconstruction compared to standard reconstruction.
    1. No introduction of new artifacts by SAC reconstruction.
    2. Equivalent image quality (noise, homogeneity, high-contrast resolution, slice thickness, CNR) in phantom-based measurements compared to standard reconstruction.
    3. Equivalent image quality with metal objects compared to standard reconstruction.
    4. Successful application of SAC algorithm to phantom data, demonstrating correct technical function and independence from physical detector width. | 1. "If misalignment artefacts are identified in non-corrected standard ECG-gated reconstructed sequence or spiral images, the feature "Cardiac Stack Artefact Correction" (SAC, marketing name: ZeeFree) enables optional stack artefact corrected images, which reduce the number of alignment artefacts."
    5. "The SAC reconstruction does not introduce new artefacts, which were previously not present in the non-corrected standard reconstruction."
    6. "The SAC reconstruction does realize equivalent image quality in quantitative standard physics phantom-based measurements (ACR, Gammex phantom) in terms of noise, homogeneity, high-contrast resolution, slice thickness and CNR compared to a non-corrected standard reconstruction."
    7. "The SAC reconstruction does realize equivalent image quality in quantitative and qualitative phantom-based measurements with respect to metal objects compared to a non-corrected standard reconstruction."
    8. "The SAC algorithm can be successfully applied to phantom data if derived from a suitable motion phantom demonstrating its correct technical function on the tested device. The SAC algorithm is independent from the physical detector width of the acquired data." |
      | Dual Source Dual Energy (DSDE) | Successful implementation of DSDE with 80 kV / Sn140 kV and 100 kV / Sn140 kV voltage combinations.
      Image quality and spectral properties (iodine ratio) comparable to the reference device (SOMATOM Drive).
      All applied image quality tests passed. | "The measurements show that the spectral characteristics of the system in terms of iodine ratio are well comparable to the reference device SOMATOM Drive. All applied tests concerning image quality passed." |
      | FAST 3D Camera/FAST Integrated Workflow | Accuracy of FAST Isocentering, FAST Range, and FAST Direction comparable to the predicate device with syngo CT VA40 (old camera hardware, ceiling mount). | "The FAST Isocentering accuracy of the subject device with syngo CT VB10 is comparable to the predicate device with syngo CT VA40, regardless of the camera mounting position."
      "For the FAST Range feature, the detection accuracy of all body region boundaries is comparable between the subject device with syngo CT VB10 and predicate device with syngo CT VA40."
      "The FAST Direction pose detection results are of comparable accuracy for subject and predicate device, regardless of the camera mounting position."
      "Overall, the SOMARIS/10 syngo CT VB10 delivers comparable accuracy to the SOMARIS/10 syngo CT VA40 predicate for the new FAST 3D Camera hardware, also in the new gantry position." |
      | myNeedle Guide (with myNeedle Detection) | 1. High accuracy of automatic needle detection algorithm.
    9. Reduction of necessary user interactions for navigating to a needle-oriented view. | 1. "It has been shown that the algorithm was able to consistently detect needle-tips over a wide variety of scans in 90.76% of cases."
    10. "Further, the results of this bench test clearly shows that the auto needle detection functionality reduces the number of interactions steps needed to generate a needle-aligned view in the CT Intervention SW. Zero user interactions are required and a needle-aligned view is displayed right away after a new scan, if auto needle detection is switched on in the SW configuration." |
      | CARE kV | Effective mAs settings of low and high kV acquisitions in TwinkV scan adapted by CARE kV to maintain image quality (CNR).
      Consistency of image qualities (CNR values) in certain phantoms under different kV settings in "Manual kV" mode.
      Consistency of contrast, noise, and CNR values in mix images for all voltage combinations. | "Using CARE kV for TwinkV, contrast, noise, and CNR values in the mix images are consistent for all voltage combinations. In all cases, CNR values do not deviate by more than 10% from the average CNR over the available voltage combinations." |
      | Flex 4D Spiral - Neuro/Body | No artifacts should be observed due to missing data, indicating correct trajectory functioning, even with pitch setting changes. | "No artifacts had been observed for any F4DS scan mode due to missing data, indicating that the trajectories work properly in hand. This also accounts for the scenario, where the user may change the pitch setting to get access to another range of scan coverages." |
      | Low-Dose Lung Cancer Screening | Technical parameters specific to Low-Dose Lung Cancer Screening comparable to predicate and subject devices. | "It can be concluded that the subject and predicate devices are substantially equivalent for the task of Low-Dose Lung Cancer Screening since the bench test results showed comparable technical parameters." |

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

    The document mentions "phantom studies" and "phantom data" for several tests (ZeeFree, Dual Source Dual Energy, CARE kV, Flex 4D Spiral). For FAST 3D Camera, it tested the subject device against the predicate. For myNeedle Guide, it states the algorithm was able to consistently detect needle-tips in "90.76% of cases" over "a wide variety of scans." However,

    • Specific sample sizes (N) for phantom studies or "a wide variety of scans" are not provided.
    • Data Provenance (e.g., country of origin, retrospective/prospective) is not explicitly stated for these performance tests. Given they are "bench tests" and "phantom studies," they implicitly suggest a controlled laboratory setting (likely at the manufacturing locations in Germany or China) rather than clinical patient data. The reference to the National Lung Screening Trial (NLST) is supportive literature for the additional lung cancer screening Indications for Use, not a test set for the device's technical performance.

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

    • Not Provided. The non-clinical tests described in the document appear to be technical performance evaluations, primarily using phantoms and comparing against known technical specifications or established predicate device performance. There is no mention of experts establishing ground truth for these technical tests.

    4. Adjudication Method for the Test Set

    • Not Provided. This is typically relevant for studies involving human interpretation or clinical outcomes, which are not detailed for the device's technical performance validation.

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

    • No, an MRMC comparative effectiveness study is not described for the SOMATOM Pro.Pulse's performance relative to its predicate devices. The document focuses on demonstrating comparable technical performance through non-clinical bench testing.
    • Effect size of human readers improvement with AI vs. without AI assistance: Not applicable, as no MRMC study comparing human readers with and without AI assistance is detailed.

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

    • Yes, the described "bench tests" and "phantom studies" are effectively standalone algorithm-only performance evaluations. For example, the ZeeFree reconstruction and myNeedle Detection algorithm evaluations are reported based on their intrinsic technical performance in a controlled setting without human intervention in the loop of image acquisition or primary interpretation for the purpose of the validation described.

    7. The Type of Ground Truth Used

    The ground truth for the non-clinical tests appears to be:

    • Known phantom properties and measurements: For image quality metrics (noise, homogeneity, resolution, CNR, slice thickness).
    • Known mechanical or digital parameters: For features like FAST 3D Camera (accuracy of Isocentering, Range, Direction) and Flex 4D Spiral (absence of artifacts due to missing data).
    • Predicate device performance: Used as a reference for comparison, implying its performance is considered a benchmark or "ground truth" for equivalence.
    • Quantifiable algorithm outputs: For myNeedle Detection, the algorithm's ability to consistently detect needle tips (90.76% accuracy).

    8. The Sample Size for the Training Set

    • Not Provided. The document describes bench testing for verification and validation, but it does not specify details about the training data used for any machine learning components (such as the optimization of the FAST 3D Camera algorithms or myNeedle Detection, if they involve machine learning).

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

    • Not Provided. Similar to the training set size, the method for establishing ground truth for any potential training data is not detailed in this submission summary.
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