(262 days)
Yes
The device description explicitly mentions "AiCE (Advanced intelligent Clear-IQ Engine)" which utilizes "Deep Convolutional Neural Network methods" for image reconstruction and noise reduction. Deep Convolutional Neural Networks are a type of Artificial Intelligence/Machine Learning.
No
The device is a CT scanner, which is used for diagnostic imaging, not therapeutic purposes.
Yes
Explanation: The device is a CT scanner, which acquires and displays cross-sectional volumes of the body for "specialized studies" by "a trained and qualified physician," indicating its use in diagnosing medical conditions. The performance studies also mention "diagnostic quality" images.
No
The device description explicitly states that the Aquilion Precision is a "whole body multi-slice helical CT scanner, consisting of a gantry, couch and a console used for data processing and display." This indicates it is a hardware device with integrated software, not a software-only medical device. While it includes software components like FIRST 3.0 and AiCE, these are part of a larger hardware system.
Based on the provided information, this device is not an IVD (In Vitro Diagnostic).
Here's why:
- IVD Definition: In Vitro Diagnostics are devices intended for use in the collection, preparation, and examination of specimens taken from the human body (such as blood, urine, or tissue) to provide information for diagnostic purposes.
- Device Function: The description clearly states that this device is a CT scanner. It acquires and displays cross-sectional volumes of the whole body using X-rays. It processes and reconstructs these images.
- Lack of Specimen Handling: There is no mention of collecting, preparing, or examining specimens from the human body. The device works by scanning the patient directly.
While the device is used for diagnostic purposes (acquiring images for a physician to interpret), it does not fit the definition of an In Vitro Diagnostic device. It is an in vivo imaging device.
No
The letter does not explicitly state that the FDA has reviewed, approved, or cleared a PCCP for this specific device. The relevant text for PCCP is "Not Found."
Intended Use / Indications for Use
This device is indicated to acquire and display cross-sectional volumes of the whole body, to include the head. The Aquilion Precision has the capability to provide volume sets. These volume sets can be used to perform specialized studies, using indicated software/hardware, by a trained and qualified physician.
FIRST 3.0 is an iterative reconstruction algorithm intended to reduce exposure dose and improve high contrast spatial resolution for abdomen, pelvis, chest, cardiac, extremities and head applications.
AiCE is a noise reduction algorithm that improves image quality and reduces image noise by employing Deep Convolutional Neural Network methods for abdomen and pelvis applications.
Product codes
JAK
Device Description
Aquilion Precision (TSX-304A/1 and /2) V8.8 with AiCE is an ultra-high resolution whole body multi-slice helical CT scanner, consisting of a gantry, couch and a console used for data processing and display. Aquilion Precision incorporates a 160-row, 0.25 mm detector, a 5.7-MHU large-capacity tube, and 0.35 s scanning, enabling wide-range scanning with short scan times to capture cross sectional volume data sets used to perform specialized studies, using indicated software/hardware, by a trained and qualified physician. In addition, the subject device incorporates the latest reconstruction technology, AiCE (Advanced intelligent Clear-IQ Engine), intended to reduce image noise and improve image quality by utilizing Deep Convolutional Neural Network methods to 1024x1024 HR/SHR images. These methods can more fully explore the statistical properties of the signal and noise. By learning to differentiate structure from noise, the algorithm produces fast, high quality CT reconstruction.
Mentions image processing
Yes
Mentions AI, DNN, or ML
Yes
Input Imaging Modality
Computed Tomography X-Ray
Anatomical Site
Whole body, to include the head.
FIRST 3.0: abdomen, pelvis, chest, cardiac, extremities and head applications.
AiCE: abdomen and pelvis applications.
Indicated Patient Age Range
Not Found
Intended User / Care Setting
Trained and qualified physician
Description of the training set, sample size, data source, and annotation protocol
Not Found
Description of the test set, sample size, data source, and annotation protocol
Not Found
Summary of Performance Studies
Image Quality Evaluation:
CT image quality metrics were performed, utilizing phantoms, to assess Contrast-to-Noise Ratios (CNR), CT Number Accuracy, Uniformity, Slice Sensitivity Profile (SSP), Modulation Transfer Function (MTF)-Wire, Modulation Transfer Function (MTF)-Edge, Standard Deviation of Noise (SD), Noise Power Spectra (NPS), Low Contrast Detectability (LCD) and Pediatric water phantom.
Low Contrast Detectability, Noise Reduction, Dose Neutrality:
AiCE demonstrated 13% improved low contrast detectability and 42% noise reduction for superhigh resolution body at the same dose compared to AIDR 3D. Additionally, it was demonstrated that there is dose neutrality between super-high resolution mode with AiCE and normal resolution mode with AIDR as well as superior LCD performance for super-high resolution body at the same dose for AiCE vs AIDR 3D.
Spatial Resolution:
A spatial resolution comparison study was conducted to support a high contrast spatial resolution improvement claim of 8.8 lp/cm at 10% of the MTF for AiCE relative to AIDR 3D Standard for abdomen/body.
Representative abdomen/pelvis diagnostic images, reviewed by an American Board Certified Radiologist, were obtained using the subject device and it was confirmed that the AiCE reconstructed images were of diagnostic quality.
Key Metrics
Low Contrast Detectability, Noise Reduction, Spatial Resolution
Predicate Device(s)
Reference Device(s)
Not Found
Predetermined Change Control Plan (PCCP) - All Relevant Information
Not Found
§ 892.1750 Computed tomography x-ray system.
(a)
Identification. A computed tomography x-ray system is a diagnostic x-ray system intended to produce cross-sectional images of the body by computer reconstruction of x-ray transmission data from the same axial plane taken at different angles. This generic type of device may include signal analysis and display equipment, patient and equipment supports, component parts, and accessories.(b)
Classification. Class II.
0
Image /page/0/Picture/0 description: The image contains two logos. The logo on the left is the Department of Health & Human Services logo. The logo on the right is the FDA logo, which stands for U.S. Food & Drug Administration. The FDA logo is in blue.
Canon Medical Systems Corporation % Orlando Tadeo, Jr. Sr. Manager, Regulatory Affairs Canon Medical Systems USA, Inc. 2441 Michelle Drive TUSTIN CA 92780
Re: K182901
Trade/Device Name: Aquilion Precision (TSX-304A/1 and /2) V8.8 with AiCE Regulation Number: 21 CFR 892.1750 Regulation Name: Computed Tomography X-Ray System Regulatory Class: Class II Product Code: JAK Dated: July 11, 2019 Received: July 12, 2019
Dear Mr. Tadeo:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical device-related adverse events) (21 CFR 803) for
July 5, 2019
1
devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about mediation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medicaldevices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-device-advice-comprehensive-regulatoryassistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely.
For
Thalia T. Mills, Ph.D. Director Division of Radiological Health OHT7: Office of In Vitro Diagnostics and Radiological Health Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
2
Indications for Use
510(k) Number (if known) K182901
Device Name
Aquilion Precision (TSX-304A/1 and /2) V8.8 with AiCE
Indications for Use (Describe)
This device is indicated to acquire and display cross-sectional volumes of the whole body, to include the head. The Aquilion Precision has the capability to provide volume sets. These volume sets can be used to perform specialized studies, using indicated software/hardware, by a trained and qualified physician.
FIRST 3.0 is an iterative reconstruction algorithm intended to reduce exposure dose and improve high contrast spatial resolution for abdomen, pelvis, chest, cardiac, extremities and head applications.
AiCE is a noise reduction algorithm that improves image quality and reduces image noise by employing Deep Convolutional Neural Network methods for abdomen and pelvis applications.
Type of Use (Select one or both, as applicable) | |
---|---|
☒ Prescription Use (Part 21 CFR 801 Subpart D) | ☐ Over-The-Counter Use (21 CFR 801 Subpart C) |
CONTINUE ON A SEPARATE PAGE IF NEEDED.
This section applies only to requirements of the Paperwork Reduction Act of 1995.
DO NOT SEND YOUR COMPLETED FORM TO THE PRA STAFF EMAIL ADDRESS BELOW.
The burden time for this collection of information is estimated to average 79 hours per response, including the time to review instructions, search existing data sources, gather and maintain the data needed and complete and review the collection of information. Send comments regarding this burden estimate or any other aspect of this information collection, including suggestions for reducing this burden, to:
Department of Health and Human Services Food and Drug Administration Office of Chief Information Officer Paperwork Reduction Act (PRA) Staff PRAStaff@fda.hhs.gov
"An agency may not conduct or sponsor, and a person is not required to respond to, a collection of information unless it displays a currently valid OMB number."
3
510(k) SUMMARY
-
- SUBMITTER'S NAME: Canon Medical Systems Corporation 1385 Shimoishigami Otawara-Shi, Tochigi-ken, Japan 324-8550
-
- OFFICIAL CORRESPONDENT: Naofumi Watanabe Senior Manager, Regulatory Affairs and Vigilance
-
- ESTABLISHMENT REGISTRATION: 9614698
4. CONTACT PERSON:
Orlando Tadeo, Jr. Sr. Manager, Regulatory Affairs Canon Medical Systems USA, Inc 2441 Michelle Drive Tustin, CA 92780 (714) 669-7459
-
- Date Prepared: June 11, 2019
-
- TRADE NAME(S): Aquilion Precision (TSX-304A/1 and /2) V8.8 with AiCE
7. COMMON NAME:
System, X-ray, Computed Tomography
-
- DEVICE CLASSIFICATION (Regulatory Class, CFR Reference, Name): Class II (per 21 CFR 892.1750, Computed Tomography X-ray System)
9. PRODUCT CODE / DESCRIPTION: JAK / Computed Tomography X-Ray System
10. PERFORMANCE STANDARD:
This device conforms to applicable Performance Standards for Ionizing Radiation Emitting Products [21 CFR, Subchapter J, Part 1020]
K182901
Made For life
4
11. PREDICATE DEVICE:
| Product | Marketed
by | Regulation
Number | Regulation
Name | Product Code | 510(k)
Number | Clearance
Date |
|-----------------------------------------|-------------------------------------|----------------------|----------------------------------------|---------------------------------------------------|------------------|-------------------|
| Aquilion Precision
(TSX-304A/2) V8.6 | Canon
Medical
Systems,
USA | 21 CFR
892.1750 | Computed
Tomography
X-ray System | JAK:
System, X-ray,
Tomography,
Computed | K173468 | 02/23/2018 |
12. REASON FOR SUBMISSION:
Modification of existing medical device
13. DEVICE DESCRIPTION:
Aquilion Precision (TSX-304A/1 and /2) V8.8 with AiCE is an ultra-high resolution whole body multi-slice helical CT scanner, consisting of a gantry, couch and a console used for data processing and display. Aquilion Precision incorporates a 160-row, 0.25 mm detector, a 5.7-MHU large-capacity tube, and 0.35 s scanning, enabling wide-range scanning with short scan times to capture cross sectional volume data sets used to perform specialized studies, using indicated software/hardware, by a trained and qualified physician. In addition, the subject device incorporates the latest reconstruction technology, AiCE (Advanced intelligent Clear-IQ Engine), intended to reduce image noise and improve image quality by utilizing Deep Convolutional Neural Network methods to 1024x1024 HR/SHR images. These methods can more fully explore the statistical properties of the signal and noise. By learning to differentiate structure from noise, the algorithm produces fast, high quality CT reconstruction.
14. INDICATIONS FOR USE:
This device is indicated to acquire and display cross-sectional volumes of the whole body, to include the head.
The Aquilion Precision has the capability to provide volume sets. These volume sets can be used to perform specialized studies, using indicated software, by a trained and qualified physician.
FIRST 3.0 is an iterative reconstruction algorithm intended to reduce exposure dose and improve high contrast spatial resolution for abdomen, pelvis, chest, cardiac, extremities and head applications.
AiCE is a noise reduction algorithm that improves image quality and reduces image noise by employing Deep Convolutional Network methods for abdomen and pelvis applications.
15. SUBSTANTIAL EQUIVALENCE:
The Aquilion Precision (TSX-304A/1 and /2) V8.8 with AiCE, is substantially equivalent to the Aquilion Precision (TSX-304A/2) V8.6 with FIRST 3.0, which received premarket clearance under K173468 and is marketed by Canon Medical Systems USA. The intended use of the Aquilion Precision is the same as that of the predicate device. The changes made to the subject device include the addition of AiCE (Advanced intelligent Clear-IQ Engine), a reconstruction algorithm that utilizes Deep Convolutional Network methods to reduce image noise and improve image quality. A comparison of the technological characteristics between the subject and the predicate device is included below.
5
| Item | Aquilion Precision
(TSX-304A/1 and 2) V8.8 with AiCE | Aquilion Precision
(TSX-304A/2) V8.6
K173468 |
|--------------------------------------------|---------------------------------------------------------------|----------------------------------------------------|
| Anatomical Region | Whole Body (FBP, AIDR 3D, FIRST)
Abdomen and pelvis (AiCE) | Whole Body (FBP, AIDR 3D, FIRST) |
| Noise Reduction
Processing | AIDR 3D
AIDR 3D Enhanced
AiCE | AIDR 3D
AIDR 3D Enhanced |
| Central processing unit
memory size | 128 Gbytes or more | 256 Gbytes or more |
| Patient couch - Frame
slide stroke | 310 mm | 330 mm |
| Handy Snap*
(CAXS-001A) | Optional | N/A |
| Dual energy system*
package (CSDP-001A) | Optional | N/A |
*Feature previously cleared under K141741. No changes made for implementation into the subject device.
16. SAFETY:
The device is designed and manufactured under the Quality System Regulations as outlined in 21 CFR § 820 and ISO 13485 Standards. This device is in conformance with the applicable parts of the following standards IEC60601-1, IEC60601-1-2, IEC60601-1-6, IEC60601-1-6, IEC60601-2-28, IEC60601-2-44, IEC60825-1, IEC62304, IEC62366, NEMA PS 3.1-3.18, NEMA XR-25, NEMA XR-26 and NEMA XR-29. Additionally, this device complies with all applicable requirements of the radiation safety performance standards, as outlined in 21 CFR §1010 and §1020.
17. TESTING
Risk analysis and verification/validation testing conducted through bench testing demonstrate that the established specifications for the device have been met.
Image Quality Evaluation
CT image quality metrics were performed, utilizing phantoms, to assess Contrast-to-Noise Ratios (CNR), CT Number Accuracy, Uniformity, Slice Sensitivity Profile (SSP), Modulation Transfer Function (MTF)-Wire, Modulation Transfer Function (MTF)-Edge, Standard Deviation of Noise (SD), Noise Power Spectra (NPS), Low Contrast Detectability (LCD) and Pediatric water phantom. AiCE is substantially equivalent to the predicate device as demonstrated by the results of the above testing.
Low Contrast Detectability, Noise Reduction, Dose Neutrality
AiCE demonstrated 13% improved low contrast detectability and 42% noise reduction for superhigh resolution body at the same dose compared to AIDR 3D. Additionally, it was demonstrated that there is dose neutrality between super-high resolution mode with AiCE and normal resolution mode with AIDR as well as superior LCD performance for super-high resolution body at the same dose for AiCE vs AIDR 3D.
6
Spatial Resolution
A spatial resolution comparison study was conducted to support a high contrast spatial resolution improvement claim of 8.8 lp/cm at 10% of the MTF for AiCE relative to AIDR 3D Standard for abdomen/body.
Representative abdomen/pelvis diagnostic images, reviewed by an American Board Certified Radiologist, were obtained using the subject device and it was confirmed that the AiCE reconstructed images were of diagnostic quality.
Software Documentation for a Moderate Level of Concern, per the FDA guidance document, "Guidance for the Content of Premarket Submissions for Software Contained in Medical Devices Document" issued on May 11, 2005, is also included as part of this submission.
Cybersecurity documentation, per the FDA cybersecurity premarket guidance document "Content of Premarket Submissions for Management of Cybersecurity in Medical Devices " issued on October 2, 2014, is also included as part of this submission.
Additionally, testing of the subject device was conducted in accordance with the applicable standards published by the International Electrotechnical Commission (IEC) for Medical Devices and CT Systems.
18. CONCLUSION
The Aquilion Precision (TSX-304A/1 and /2) V8.8 with AiCE performs in a manner similar to and is intended for the same use as the predicate device, as indicated in product labeling. 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 has demonstrated substantial equivalence to the predicate device and is safe and effective for its intended use.