K Number
K200980
Date Cleared
2020-06-11

(58 days)

Product Code
Regulation Number
892.1560
Reference & Predicate Devices
Predicate For
N/A
AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
Intended Use

The Butterfly Auto 3D Bladder Volume Tool is a software application package. It is designed to view, quantify and report results acquired on Butterfly Network ultrasound systems for noninvasive volume measurements of the bladder, to support physician diagnosis. Indicated for use in adult populations.

Device Description

The Butterfly Auto 3D Bladder Volume Tool is a software application used on Butterfly iQ Ultrasound Systems to provide a non-invasive measurement of bladder volume. The system calculates the bladder volume using proprietary artificial intelligence automatic segmentation and volume measurement algorithms on Butterfly Network ultrasound systems.

The Auto 3D Bladder Volume Tool allows the clinician to calculate bladder volume when using the Bladder preset in B-mode. The tool is used to acquire 25, 2D images of the bladder. Once acquired, a volume estimate is calculated and presented back to the clinician. The clinician can then exit, restart the tool or save the acquisition to the study roll. The information presented is intended as additional input to standard diagnostic pathways and is only to be used by qualified clinicians.

The Auto 3D Bladder Volume Tool is based on the image segmentation method, U-Net', and the volume calculation is computed using the process of integration over binary images.

AI/ML Overview

Here's a breakdown of the acceptance criteria and study information for the Butterfly Network Auto 3D Bladder Volume Tool, based on the provided FDA 510(k) summary:

1. Acceptance Criteria and Reported Device Performance

Acceptance CriteriaReported Device Performance (Target Performance)
Measurement Accuracy0-100mL = ±7.5mL
100-740 mL = ±7.5%
Measurement Range0 to 740 mL

Note: The document states that the "primary endpoint was met" but does not explicitly provide the specific numerical results of the device performance against the acceptance criteria within this summary section. It only lists the target performance (which matches the predicate's stated performance).

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

The document states, "A non-interventional validation study was conducted, where bladder volume was calculated." It mentions that "The patient dataset was constructed to provide a representative range of volume values, in a patient population with a balanced gender proportion and clinically typical age."

  • Sample Size: The exact sample size for the test set is not explicitly stated in the provided text.
  • Data Provenance: The document does not specify the country of origin of the data. It indicates the study was "non-interventional" and used a "patient dataset," suggesting it was retrospective data, but this is not explicitly confirmed.

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

Not explicitly stated. The document mentions that the primary endpoint was met and that inter and intra-operator variability was assessed, implying the involvement of operators/experts, but provides no details on their number or qualifications, nor how they established ground truth for the test set.

4. Adjudication Method for the Test Set

Not explicitly stated. No information is provided regarding an adjudication method (e.g., 2+1, 3+1, none) for the test set.

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

No. The document does not mention a multi-reader multi-case (MRMC) comparative effectiveness study comparing human readers with AI assistance versus without AI assistance. The study focuses on the performance of the algorithm itself.

6. Standalone (Algorithm Only) Performance Study

Yes. The validation study described appears to be a standalone performance study. The document states, "A non-interventional validation study was conducted, where bladder volume was calculated." It also mentions "Inter and intra-operator variability was assessed between operators processing the same images," which suggests the algorithm's output was part of the assessment, but the primary focus is on the device's ability to calculate bladder volume using its AI algorithm. The statement "Test datasets were strictly segregated from algorithm training datasets" further supports this.

7. Type of Ground Truth Used

The document does not explicitly state the method used to establish the ground truth volume for the test set. Given the context of bladder volume measurement, common methods for ground truth could include:

  • Catheterization (direct measurement): This is often considered the gold standard for bladder volume.
  • Manual ultrasound tracing by experts: Expert consensus on manual tracing of the bladder in 2D or 3D ultrasound could also be used as a reference.
  • Phantom studies: Controlled experiments with known volumes.

However, the provided text does not specify which type of ground truth was used.

8. Sample Size for the Training Set

Not explicitly stated. The document mentions "Test datasets were strictly segregated from algorithm training datasets," confirming that a training set was used, but its size is not provided.

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

Not explicitly stated. The document mentions the use of "proprietary artificial intelligence automatic segmentation and volume measurement algorithms" and references the U-Net convolutional network for biomedical image segmentation, which implies that the training set would have included images with corresponding ground truth segmentations. However, the exact method or the qualifications of those who established this ground truth for the training data are not detailed.

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June 11, 2020

Image /page/0/Picture/1 description: The image shows the logo of the U.S. Food and Drug Administration (FDA). The logo consists of two parts: on the left, there is a seal with an abstract design, and on the right, there is the text "FDA U.S. FOOD & DRUG ADMINISTRATION" in blue. The text is arranged in three lines, with "FDA" in a larger font and enclosed in a blue square.

Butterfly Network, Inc. % Mr. Brian Sawin Sr. Regulatory Affairs Manager 530 Old Whitfield Street GUILFORD CT 06437

Re: K200980

Trade/Device Name: Auto 3D Bladder Volume Tool Regulation Number: 21 CFR 892.1560 Regulation Name: Ultrasonic pulsed echo imaging system Regulatory Class: Class II Product Code: IYO, ITX Dated: April 8, 2020 Received: April 14, 2020

Dear Mr. Sawin:

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/cfpmp/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 devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see

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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 medical devices and radiation-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

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Indications for Use

510(k) Number (if known) K200980

Device Name Auto 3D Bladder Volume Tool

Indications for Use (Describe)

The Butterfly Auto 3D Bladder Volume Tool is a software application package. It is designed to view, quantify and report results acquired on Butterfly Network ultrasound systems for noninvasive volume measurements of the bladder, to support physician diagnosis. Indicated for use in adult populations.

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)

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K200980

510(k) Summary or Statement

Image /page/3/Picture/2 description: The image shows the logo for Butterfly Network. The logo consists of a blue butterfly icon on the left, followed by the words "Butterfly" and "Network" in black text. The word "Butterfly" is larger and on top, while "Network" is smaller and below it.

510(k) Summary of Safety and Effectiveness

Submitter Information

Submitter Name and Address

Butterfly Network, Inc. 530 Old Whitfield St. Guilford, CT 06437 USA (tel.) 855-296-6188 (fax) 203-458-2514 www.butterflynetwork.com

Contact Person

Brian Sawin Sr. Regulatory Affairs Manager 855-296-6188 bsawin@butterflynetwork.com

Date Prepared

June 8, 2020

Subject Device - Proprietary/Trade Name

Auto 3D Bladder Volume Tool

Subject Device - Common Name

Diagnostic Ultrasound System with accessories

Classification Name

Classification NameRegulation NumberProduct Code
Ultrasonic Pulsed Echo Imaging System21 CFR 892.1560IYO
Diagnostic Ultrasound Transducer21 CFR 892.1570ITX

Classification

Class II

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Predicate Device:

K172356 - BladderScan Prime PLUS System. Verathon. Inc. (Clearance Date: 09/15/2017)

Device Summary:

The Butterfly Auto 3D Bladder Volume Tool is a software application used on Butterfly iQ Ultrasound Systems to provide a non-invasive measurement of bladder volume. The system calculates the bladder volume using proprietary artificial intelligence automatic segmentation and volume measurement algorithms on Butterfly Network ultrasound systems.

The Auto 3D Bladder Volume Tool allows the clinician to calculate bladder volume when using the Bladder preset in B-mode. The tool is used to acquire 25, 2D images of the bladder. Once acquired, a volume estimate is calculated and presented back to the clinician. The clinician can then exit, restart the tool or save the acquisition to the study roll. The information presented is intended as additional input to standard diagnostic pathways and is only to be used by qualified clinicians.

The Auto 3D Bladder Volume Tool is based on the image segmentation method, U-Net', and the volume calculation is computed using the process of integration over binary images.

  1. Ronneberger, Olaf, Fischer, Philipp, and Brox, Thomas. "U-net: Convolutional networks for biomedical image segmentation." International Conference on Medical image computing and computer-assisted intervention. Springer, Cham, 2015.

Indications for Use:

The Butterfly Auto 3D Bladder Volume Tool is a software application package. It is designed to view, quantify and report results acquired on Butterfly Network ultrasound systems for noninvasive volume measurements of the bladder, to support physician diagnosis. Indicated for use in adult populations.

Summary of Technoloqical Characteristics

The Butterfly Auto 3D Bladder Volume Tool has a substantially equivalent intended use and technological characteristics as the legally marketed predicate device. Quantification and reporting of results of bladder volume is the technological principle for both the subject and predicate devices and are used to aid in diagnosis. The subject and predicate devices are based on the following same technological elements:

  • Quantification of bladder volume based on the analysis of on image segmentation data
  • Identifying and outlining the bladder
  • Auto-contouring of the bladder
  • Reporting of bladder volume

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The following technological differences exist between the subject and predicate devices:

  • The Butterfly Auto 3D Bladder Volume Tool uses the machine learning-based . algorithm, U-Net.
    • o The predicate has the same intended use and provides machine learningbased algorithms for its bladder volume calculations via patented neural network technology.

A comparison of the proposed Butterfly Auto 3D Bladder Volume Tool to the currently marketed predicate device are provided in the table below:

Comparison CategoryButterfly Auto 3DBladder Volume ToolPredicate VerathonBladderScan Prime PLUSSystem
(This submission)(K172356)
Comparison Overview
Intended Use/IndicationsFor UseThe Butterfly Auto 3DBladder Volume Tool is asoftware applicationpackage. It is designed toview, quantify and reportresults acquired on ButterflyNetwork ultrasoundsystems for noninvasivevolume measurements ofthe bladder, to supportphysician diagnosis.Indicated for use in adultpopulations.The BladderScan PrimeSystem is an ultrasounddevice intended to be used formeasuring the urine volume inthe bladder non- invasively.
ContraindicationsThe Auto 3D BladderVolume Tool is notintended for fetal orpediatric use or for use onpregnant patients, patientswith ascites, or patientswith open skin or woundsin the suprapubic region.The BladderScan PrimeSystem is not intended for fetaluse or for use on pregnantpatients, patients with ascites,or patients with open skin orwounds in the suprapubicregion.
Patient/User Characteristics
Target PopulationMale and FemaleMale, Female, and Pediatric
Anatomical SiteIdentical to predicateBladder
UsersIdentical to predicatePhysicians/MedicalProfessionals
Technological Characteristics and Performance
TechnologyIdentical to predicateNeural network technology
SterilityIdentical to predicateNon-sterile
Power SourceIdentical to predicateBattery powered
Energy DeliveredIdentical to predicateUltrasound
Measurement Accuracy0-100mL = ±7.5mL100-740 mL = ±7.5%0-100mL = ±7.5mL100-999 mL = ±7.5%
Measurement Range0 to 740 mL0 to 999 mL
Modes of OperationB-modeB-mode
Transducer TypeElectronic Sector Scanning(Phased Array)Mechanical Sector Probe
Sector Angle100 degrees120 degrees
Number of Scan Planes2512
Design and Usability Features
PortableIdentical to predicateYes
DisplayIdentical to predicateLCD
Scan ButtonIdentical to predicateYes
Touchscreen OperationIdentical to predicateYes
Selectable Unit Orientation(Patient Right/Left)NoYes
Live Scan ImageIdentical to predicateYes
CalibrationIdentical to predicateNo calibration recommended

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Performance Data

Software Verification and Validation Testing

Software verification and validation testing were conducted, and was provided as recommended by FDA's Guidance for Industry and FDA Staff, "Guidance for the Content of Premarket Submissions for Software Contained in Medical Devices." The software for this device is considered a "moderate" level of concern, since a failure or latent design flaw could indirectly result in minor injury to the patient or operator through incorrect or delayed information or through the action of a care provider.

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Performance Testing

Butterfly Network's Auto 3D Bladder Volume Tool software was developed and tested in accordance with company design control processes and safety and performance testing. Verification and validation testing established that the device meets its design requirements, intended use and demonstrates substantial equivalence to the predicate. A non-interventional validation study was conducted, where bladder volume was calculated. The patient dataset was constructed to provide a representative range of volume values, in a patient population with a balanced gender proportion and clinically typical age. Variability testing was also performed to demonstrate that the Auto 3D Bladder Volume Tool performs acceptably with a variety of image clips and frames from the same patient. Test datasets were strictly segregated from algorithm training datasets. The primary endpoint was met. Inter and intra-operator variability was assessed between operators processing the same images. Based on the clinical performance as documented in this study, the device has a safety and effectiveness profile that is equivalent to the predicate.

Summary of Substantial Equivalence:

The Auto 3D Bladder Volume Tool is as safe and effective as the predicate has the same intended uses and similar indications, technological characteristics, and principles of operation as its predicate device. In addition, the minor technological differences raise no new issues of safety or effectiveness. Performance data, including software verification and validation and performance testing demonstrate that the Butterfly Auto 3D Bladder Volume Tool is safe and effective and therefore, substantially equivalent.

§ 892.1560 Ultrasonic pulsed echo imaging system.

(a)
Identification. An ultrasonic pulsed echo imaging system is a device intended to project a pulsed sound beam into body tissue to determine the depth or location of the tissue interfaces and to measure the duration of an acoustic pulse from the transmitter to the tissue interface and back to the receiver. This generic type of device may include signal analysis and display equipment, patient and equipment supports, component parts, and accessories.(b)
Classification. Class II (special controls). A biopsy needle guide kit intended for use with an ultrasonic pulsed echo imaging system only is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 892.9.