K232862 · Mim Software, Inc. · LLZ · May 13, 2024 · Radiology
Device Facts
Record ID
K232862
Device Name
MIM – Monte Carlo Dosimetry
Applicant
Mim Software, Inc.
Product Code
LLZ · Radiology
Decision Date
May 13, 2024
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 892.2050
Device Class
Class 2
Attributes
Software as a Medical Device
Indications for Use
MIM software is intended for trained medical professionals including, but not limited to. radiologists, oncologists, physicians, medical technologists, dosimetrists, and physicists. MIM is a medical image and information management system that is intended to receive, transmit, store, retrieve, display, print and process digital medical images, as well as create, display, and print reports from those images. The medical modalities of these medical imaging systems include, but are not limited to, CT, MR, CR, DX, MG, US, SPECT, PET and XA as supported by ACR/NEMA DICOM 3.0. MIM provides the user with the means to display, register and fuse medical images from multiple modalities. Additionally, it evaluates cardiac left ventricular function and perfusion, including left ventricular end-diastolic volume, end-systolic volume, and ejection fraction. The Region of Interest (ROI) feature reduces the time necessary for the user to define objects in medical image volumes by providing an initial definition of object contours. The objects include, but are not limited to, tumors and normal tissues. MIM provides tools to quickly create, transform, and modify contours for applications including, but not limited to, quantitative analysis, aiding adaptive therapy, transferring contours to radiation therapy treatment planning systems and archiving contours for patient follow-up and management. MIM aids in the assessment of PET/SPECT brain scans. It provides automated quantitative and statistical analysis by automatically registering PET/SPECT brain scans to a standard template and comparing intensity values to a reference database or to other PET/SPECT scans on a voxel-by-voxel basis, within stereotactic surface projections or standardized regions of interest. MIM allows the dose distribution of an implant to be individually shaped for each patient and is a general-purpose brachytherapy planning system used for prospective and confirmation dose calculations for patients undergoing a course of brachytherapy using permanent implants of various radioisotopes (not including radioactive microspheres). MIM allows voxel-based dose calculations for patients who have been administered radioisotopes or radioactive microspheres. MIM assists with the planning and evaluation of ablation procedures by allowing the energy zone that comprises the ablation zone to be visualized on medical imaging through the placement of virtual ablation devices for the purpose of confirming ablation zone placement.
Device Story
MIM - Monte Carlo Dosimetry is a standalone software application extending MIM - Ablation (K220256). It processes digital medical images (CT, PET, SPECT) to perform voxel-based absorbed radiation dose calculations for patients administered radionuclides. The device utilizes a Monte Carlo method to simulate particle histories, accounting for tissue density and inhomogeneities to estimate dose distribution. Operated by clinicians (radiologists, oncologists, physicists) on Windows, Mac, or Linux systems, it provides visualization and quantitative analysis of dose maps. The output assists healthcare providers in treatment planning and evaluation of radionuclide therapy. By providing more accurate dose estimation compared to traditional Voxel S-value (VSV) methods—particularly in low-density tissues like lungs—the device supports personalized dosimetry, potentially improving treatment precision and patient outcomes.
Clinical Evidence
Bench testing only. Compared Monte Carlo dosimetry against model-based dosimetry (OLINDA/EXM) and VSV dosimetry (MIM-Ablation) using Lu-177, I-131, and Y-90 activity maps. Average absolute percent difference was 4.3% vs OLINDA and 6.0% vs VSV. Comparison against GATE (GEANT4) Monte Carlo algorithm showed high agreement (1.4% average difference). Characterization of particle histories (1x10^6) confirmed <1% uncertainty in ROI dose calculations.
Technological Characteristics
Standalone software; runs on Windows, Mac, Linux. Uses Monte Carlo simulation for voxel-based radionuclide dose calculation. Supports DICOM 3.0 standards. Integrates with existing MIM-Ablation infrastructure. No hardware components.
Indications for Use
Indicated for trained medical professionals to aid in evaluation and information management of digital medical images (CT, MR, CR, DX, MG, US, SPECT, PET, XA). Assists in image processing, registration, fusion, cardiac function evaluation, tumor/tissue contouring, PET/SPECT brain scan analysis, brachytherapy planning, radionuclide absorbed dose calculation, and ablation procedure visualization. Not for mammography CAD. Clinical use requires FDA-approved radiopharmaceuticals.
Regulatory Classification
Identification
A medical image management and processing system is a device that provides one or more capabilities relating to the review and digital processing of medical images for the purposes of interpretation by a trained practitioner of disease detection, diagnosis, or patient management. The software components may provide advanced or complex image processing functions for image manipulation, enhancement, or quantification that are intended for use in the interpretation and analysis of medical images. Advanced image manipulation functions may include image segmentation, multimodality image registration, or 3D visualization. Complex quantitative functions may include semi-automated measurements or time-series measurements.
Special Controls
*Classification.* Class II (special controls; voluntary standards—Digital Imaging and Communications in Medicine (DICOM) Std., Joint Photographic Experts Group (JPEG) Std., Society of Motion Picture and Television Engineers (SMPTE) Test Pattern).
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Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food and Drug Administration (FDA). The logo consists of two parts: the Department of Health and Human Services logo on the left and the FDA logo on the right. The FDA logo is a blue square with the letters "FDA" in white, followed by the words "U.S. FOOD & DRUG ADMINISTRATION" in blue.
May 13, 2024
MIM Software Inc. Sydney Lindner Clinical Engineer II 25800 Science Park Drive Suite 180 Cleveland, Ohio 44122
Re: K232862
Trade/Device Name: MIM - Monte Carlo Dosimetry Regulation Number: 21 CFR 892.2050 Regulation Name: Medical Image Management And Processing System Regulatory Class: Class II Product Code: LLZ Dated: April 9, 2024 Received: April 9, 2024
Dear Sydney Lindner:
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 (the 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 available 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.
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
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Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30, Design controls; 21 CFR 820.90, Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
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 Part 803) for devices or postmarketing safety reporting (21 CFR Part 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 Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 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,
Daniel M. Krainak, Ph.D. Assistant Director DHT8C: Division of Radiological Imaging and Radiation Therapy Devices OHT8: Office of Radiological Health Office of Product Evaluation and Quality Center for Devices and Radiological Health
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## Indications for Use
Submission Number (if known)
K232862
Device Name
MIM - Monte Carlo Dosimetry
#### Indications for Use (Describe)
MIM software is used by trained medical professionals as a tool to aid in evaluation and information management of digital medical images. The medical imaqe modalities include, but are not limited to, CT. MR. CR. DX. MG. US. SPECT, PET and XA as supported by ACR/NEMA DICOM 3.0. MIM assists in the following indications:
- · Receive, transmit, store, retrieve, display, print, and process medical images and DICOM objects. · Create, display, and print reports from medical images.
- · Registration, fusion display, and review of medical images for diagnosis, treatment evaluation, and treatment planning.
- · Evaluation of cardiac left ventricular function and perfusion, including left ventricular end-diastolic volume, end-systolic volume, and ejection fraction.
- · Localization and definition of objects such as tumors and normal tissues in medical images.
- · Creation, transformation, and modification of contours for applications including, but not limited to, quantitative analysis, aiding adaptive therapy, transferring contours to radiation therapy treatment planning systems, and archiving contours for patient follow-up and management.
- · Quantitative and statistical analysis of PET/SPECT brain scans by comparing to other registered PET/SPECT brain scans.
- · Planning and evaluation of permanent implant brachytherapy procedures (not including radioactive microspheres).
- · Calculating absorbed radiation dose as a result of administering a radionuclide.
- Assist with the planning and evaluation of ablation procedures by providing visualization and analysis, including energy zone visualization through the placement of virtual ablation devices validated for inclusion in MIM-Ablation. The software is not intended to predict specific ablation zone volumes or predict ablation success.
When using the device clinically, within the United States, the user should only use FDA approved radiopharmaceuticals. If used with unapproved ones, this device should only be used for research purposes.
Lossy compressed mammographic images and digitized film screen images must not be reviewed for primary image interpretations. Images that are printed to film must be printed using an FDAapproved printer for the diagnosis of digital mammography images. Mammographic images must be viewed on a display system that has been cleared by the FDA for the diagnosis of digital mammography images. The software is not to be used for mammography CAD.
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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Image /page/3/Picture/0 description: The image is a logo for MIM Software. The logo consists of two overlapping squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a bold, sans-serif font. Below the text "mim" is the word "SOFTWARE" in a smaller, sans-serif font.
#### 510(k) Summary of Safety and Effectiveness (The following information is in conformance with 21 CFR 807.92)
### Submitter
# K232862
MIM Software Inc. 25800 Science Park Drive - Suite 180 Cleveland, OH 44122
| Phone: | 216-455-0600 |
|------------------------|----------------|
| Fax: | 216-455-0601 |
| Contact Person: | Sydney Lindner |
| Date Summary Prepared: | April 9, 2024 |
#### Device Name
Trade Name:
Common Name:
Regulation Number / Product Code:
Classification Name:
MIM - Monte Carlo Dosimetry (K232862)
Medical Imaging Software
21 CFR 892.2050 Product Code LLZ
System, Imaging Processing, Radiological
#### Predicate Devices
| Primary: | K220256 | MIM – Ablation | MIM Software Inc. |
|------------|---------|----------------|-----------------------|
| Reference: | K033960 | OLINDA/EXM | Vanderbilt University |
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Image /page/4/Picture/0 description: The image is a logo for MIM Software. The logo consists of two overlapping rounded squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a bold, sans-serif font, with the word "SOFTWARE" in a smaller font below it. The logo is clean and modern, with a simple color palette.
### Intended Use
MIM software is intended for trained medical professionals including, but not limited to. radiologists, oncologists, physicians, medical technologists, dosimetrists, and physicists.
MIM is a medical image and information management system that is intended to receive, transmit, store, retrieve, display, print and process digital medical images, as well as create, display, and print reports from those images. The medical modalities of these medical imaging systems include, but are not limited to, CT, MR, CR, DX, MG, US, SPECT, PET and XA as supported by ACR/NEMA DICOM 3.0.
MIM provides the user with the means to display, register and fuse medical images from multiple modalities. Additionally, it evaluates cardiac left ventricular function and perfusion, including left ventricular end-diastolic volume, end-systolic volume, and ejection fraction.
The Region of Interest (ROI) feature reduces the time necessary for the user to define objects in medical image volumes by providing an initial definition of object contours. The objects include, but are not limited to, tumors and normal tissues.
MIM provides tools to quickly create, transform, and modify contours for applications including, but not limited to, quantitative analysis, aiding adaptive therapy, transferring contours to radiation therapy treatment planning systems and archiving contours for patient follow-up and management.
MIM aids in the assessment of PET/SPECT brain scans. It provides automated quantitative and statistical analysis by automatically registering PET/SPECT brain scans to a standard template and comparing intensity values to a reference database or to other PET/SPECT scans on a voxel-by-voxel basis, within stereotactic surface projections or standardized regions of interest.
MIM allows the dose distribution of an implant to be individually shaped for each patient and is a general-purpose brachytherapy planning system used for prospective and confirmation dose calculations for patients undergoing a course of brachytherapy using permanent implants of various radioisotopes (not including radioactive microspheres).
MIM allows voxel-based dose calculations for patients who have been administered radioisotopes or radioactive microspheres. MIM assists with the planning and evaluation of ablation procedures by allowing the energy zone that comprises the ablation zone to be visualized on medical imaging through the placement of virtual ablation devices for the purpose of confirming ablation zone placement.
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Image /page/5/Picture/0 description: The image shows the logo for MIM Software. The logo consists of two overlapping rounded squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a bold, sans-serif font, with the word "SOFTWARE" in a smaller font below it. The logo is clean and modern, with a focus on the company's name.
## Indications for Use
MIM software is used by trained medical professionals as a tool to aid in evaluation and information management of digital medical images. The medical image modalities include, but are not limited to, CT, MR, CR, DX, MG, US, SPECT, PET and XA as supported by ACR/NEMA DICOM 3.0. MIM assists in the following indications:
- Receive, transmit, store, retrieve, display, print, and process medical images and . DICOM objects.
- Create, display, and print reports from medical images.
- Registration, fusion display, and review of medical images for diagnosis, treatment evaluation, and treatment planning.
- Evaluation of cardiac left ventricular function and perfusion, including left . ventricular end-diastolic volume, end-systolic volume, and ejection fraction.
- . Localization and definition of objects such as tumors and normal tissues in medical images.
- Creation, transformation, and modification of contours for applications including, but not limited to, quantitative analysis, aiding adaptive therapy, transferring contours to radiation therapy treatment planning systems, and archiving contours for patient follow-up and management.
- Quantitative and statistical analysis of PET/SPECT brain scans by comparing to ● other registered PET/SPECT brain scans.
- . Planning and evaluation of permanent implant brachytherapy procedures (not including radioactive microspheres).
- . Calculating absorbed radiation dose as a result of administering a radionuclide.
- . Assist with the planning and evaluation of ablation procedures by providing visualization and analysis, including energy zone visualization through the placement of virtual ablation devices validated for inclusion in MIM-Ablation. The software is not intended to predict specific ablation zone volumes or predict ablation success.
When using the device clinically, within the United States, the user should only use FDA approved radiopharmaceuticals. If used with unapproved ones, this device should only be used for research purposes.
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Image /page/6/Picture/0 description: The image is a logo for MIM Software. The logo consists of two overlapping rounded squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a bold, sans-serif font, with the word "SOFTWARE" in a smaller font below it. The logo is simple and modern, and the colors are eye-catching.
Lossy compressed mammographic images and digitized film screen images must not be reviewed for primary image interpretations. Images that are printed to film must be printed using an FDA-approved printer for the diagnosis of digital mammography images. Mammographic images must be viewed on a display system that has been cleared by the FDA for the diagnosis of digital mammography images. The software is not to be used for mammography CAD.
#### Device Description
MIM - Monte Carlo Dosimetry (K232862) extends the features of MIM - Ablation (K220256). It is designed for use in medical imaging and operates on Windows, Mac, and Linux computer systems. The intended use and indications for use in MIM - Monte Carlo Dosimetry are unchanged from the predicate device, MIM - Ablation (K220256).
MIM - Monte Carlo Dosimetry (K232862) is a standalone software application that extends the functionality of the predicate device by providing:
- · Dose calculation of radionuclides performed using a Monte Carlo method
#### Substantial Equivalence
MIM - Monte Carlo Dosimetry is substantially equivalent to the predicate devices, MIM – Ablation (K220256) and OLINDA/EXM (K033960).
| ITEM | Subject Device:<br>MIM - Monte Carlo<br>Dosimetry<br>(K232862) | Predicate Device:<br>MIM - Ablation<br>(K220256) | Reference Predicate:<br>OLINDA/EXM<br>(K033960) |
|----------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------|
| Clearance Date | TBD | October 7, 2022 | June 15, 2004 |
| Intended Use | MIM software is intended for<br>trained medical professionals<br>including, but not limited to,<br>radiologists, oncologists,<br>physicians, medical<br>technologists, dosimetrists,<br>and physicists.<br>MIM is a medical image and<br>information management<br>system that is intended to<br>receive, transmit, store, | MIM software is intended for<br>trained medical professionals<br>including, but not limited to,<br>radiologists, oncologists,<br>physicians, medical<br>technologists, dosimetrists,<br>and physicists.<br>MIM is a medical image and<br>information management<br>system that is intended to<br>receive, transmit, store, | The purpose of<br>OLINDA/EXM is to estimate<br>radiation doses received by<br>internal organs as a result of<br>administering a<br>radiopharmaceutical. |
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Image /page/7/Picture/0 description: The image is a logo for MIM Software. The logo consists of two overlapping rounded squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a bold, sans-serif font. Below the text "mim" is the text "SOFTWARE" in a smaller, sans-serif font.
25800 Science Park Drive - Suite 180 Cleveland, OH 44122 866-421-2536 www.mimsoftware.com
| retrieve, display, print and<br>process digital medical<br>images, as well as create,<br>display, and print reports<br>from those images. The<br>medical modalities of these<br>medical imaging systems<br>include, but are not limited to,<br>CT, MR, CR, DX, MG, US,<br>SPECT, PET and XA as<br>supported by ACR/NEMA<br>DICOM 3.0. | retrieve, display, print and<br>process digital medical<br>images, as well as create,<br>display, and print reports<br>from those images. The<br>medical modalities of these<br>medical imaging systems<br>include, but are not limited to,<br>CT, MR, CR, DX, MG, US,<br>SPECT, PET and XA as<br>supported by ACR/NEMA<br>DICOM 3.0. |
|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| MIM provides the user with<br>the means to display, register<br>and fuse medical images<br>from multiple modalities.<br>Additionally, it evaluates<br>cardiac left ventricular<br>function and perfusion,<br>including left ventricular<br>end-diastolic volume,<br>end-systolic volume, and<br>ejection fraction. | MIM provides the user with<br>the means to display, register<br>and fuse medical images<br>from multiple modalities.<br>Additionally, it evaluates<br>cardiac left ventricular<br>function and perfusion,<br>including left ventricular<br>end-diastolic volume,<br>end-systolic volume, and<br>ejection fraction. |
| The Region of Interest (ROI)<br>feature reduces the time<br>necessary for the user to<br>define objects in medical<br>image volumes by providing<br>an initial definition of object<br>contours. The objects<br>include, but are not limited to,<br>tumors and normal tissues. | The Region of Interest (ROI)<br>feature reduces the time<br>necessary for the user to<br>define objects in medical<br>image volumes by providing<br>an initial definition of object<br>contours. The objects<br>include, but are not limited to,<br>tumors and normal tissues. |
| MIM provides tools to quickly<br>create, transform, and modify<br>contours for applications<br>including, but not limited to,<br>quantitative analysis, aiding<br>adaptive therapy, transferring<br>contours to radiation therapy<br>treatment planning systems<br>and archiving contours for<br>patient follow-up and<br>management. | MIM provides tools to quickly<br>create, transform, and modify<br>contours for applications<br>including, but not limited to,<br>quantitative analysis, aiding<br>adaptive therapy, transferring<br>contours to radiation therapy<br>treatment planning systems<br>and archiving contours for<br>patient follow-up and<br>management. |
| MIM aids in the assessment<br>of PET/SPECT brain scans.<br>It provides automated<br>quantitative and statistical<br>analysis by automatically<br>registering PET/SPECT brain<br>scans to a standard template<br>and comparing intensity<br>values to a reference | MIM aids in the assessment<br>of PET/SPECT brain scans.<br>It provides automated<br>quantitative and statistical<br>analysis by automatically<br>registering PET/SPECT brain<br>scans to a standard template<br>and comparing intensity<br>values to a reference |
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Image /page/8/Picture/0 description: The image is a logo for MIM Software. The logo consists of two overlapping rounded squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a bold, sans-serif font, with the word "SOFTWARE" in a smaller font below it. The logo is simple and modern, and the colors are eye-catching.
| | database or to other<br>PET/SPECT scans on a<br>voxel-by-voxel basis, within<br>stereotactic surface<br>projections or standardized<br>regions of interest. | database or to other<br>PET/SPECT scans on a<br>voxel-by-voxel basis, within<br>stereotactic surface<br>projections or standardized<br>regions of interest. | |
|---------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------|
| | MIM allows the dose<br>distribution of an implant to<br>be individually shaped for<br>each patient and is a<br>general-purpose<br>brachytherapy planning<br>system used for prospective<br>and confirmation dose<br>calculations for patients<br>undergoing a course of<br>brachytherapy using<br>permanent implants of<br>various radioisotopes (not<br>including radioactive<br>microspheres). | MIM allows the dose<br>distribution of an implant to<br>be individually shaped for<br>each patient and is a<br>general-purpose<br>brachytherapy planning<br>system used for prospective<br>and confirmation dose<br>calculations for patients<br>undergoing a course of<br>brachytherapy using<br>permanent implants of<br>various radioisotopes (not<br>including radioactive<br>microspheres). | |
| | MIM allows voxel-based<br>dose calculations for patients<br>who have been administered<br>radioisotopes or radioactive<br>microspheres. MIM assists<br>with the planning and<br>evaluation of ablation<br>procedures by allowing the<br>energy zone that comprises<br>the ablation zone to be<br>visualized on medical<br>imaging through the<br>placement of virtual ablation<br>devices for the purpose of<br>confirming ablation zone<br>placement. | MIM allows voxel-based<br>dose calculations for patients<br>who have been administered<br>radioisotopes or radioactive<br>microspheres. MIM assists<br>with the planning and<br>evaluation of ablation<br>procedures by allowing the<br>energy zone that comprises<br>the ablation zone to be<br>visualized on medical<br>imaging through the<br>placement of virtual ablation<br>devices for the purpose of<br>confirming ablation zone<br>placement. | |
| Indications for Use | MIM software is used by<br>trained medical professionals<br>as a tool to aid in evaluation<br>and information management<br>of digital medical images.<br>The medical image<br>modalities include, but are<br>not limited to, CT, MR, CR,<br>DX, MG, US, SPECT, PET<br>and XA as supported by<br>ACR/NEMA DICOM 3.0. MIM<br>assists in the following<br>indications:<br>• Receive, transmit, store. | MIM software is used by<br>trained medical professionals<br>as a tool to aid in evaluation<br>and information management<br>of digital medical images.<br>The medical image<br>modalities include, but are<br>not limited to, CT, MR, CR,<br>DX, MG, US, SPECT, PET<br>and XA as supported by<br>ACR/NEMA DICOM 3.0. MIM<br>assists in the following<br>indications:<br>• Receive, transmit, store. | Estimates the absorbed<br>doses to several tissues of a<br>reference patient for a<br>specified<br>radiopharmaceutical<br>dosage. |
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Image /page/9/Picture/0 description: The image shows the logo for MIM Software. The logo consists of two overlapping rounded squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a sans-serif font, with the word "SOFTWARE" below it in a smaller font. The logo is simple and modern, with a focus on the company's name.
| process medical images and<br>DICOM objects. | process medical images and<br>DICOM objects. |
|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| • Create, display, and print<br>reports from medical images. | • Create, display, and print<br>reports from medical images. |
| • Registration, fusion display,<br>and review of medical<br>images for diagnosis,<br>treatment evaluation, and<br>treatment planning. | • Registration, fusion display,<br>and review of medical<br>images for diagnosis,<br>treatment evaluation, and<br>treatment planning. |
| • Evaluation of cardiac left<br>ventricular function and<br>perfusion, including left<br>ventricular end-diastolic<br>volume, end-systolic volume,<br>and ejection fraction. | • Evaluation of cardiac left<br>ventricular function and<br>perfusion, including left<br>ventricular end-diastolic<br>volume, end-systolic volume,<br>and ejection fraction. |
| • Localization and definition<br>of objects such as tumors<br>and normal tissues in<br>medical images. | • Localization and definition<br>of objects such as tumors<br>and normal tissues in<br>medical images. |
| • Creation, transformation,<br>and modification of contours<br>for applications including, but<br>not limited to, quantitative<br>analysis, aiding adaptive<br>therapy, transferring contours<br>to radiation therapy treatment<br>planning systems, and<br>archiving contours for patient<br>follow-up and management. | • Creation, transformation,<br>and modification of contours<br>for applications including, but<br>not limited to, quantitative<br>analysis, aiding adaptive<br>therapy, transferring contours<br>to radiation therapy treatment<br>planning systems, and<br>archiving contours for patient<br>follow-up and management. |
| • Quantitative and statistical<br>analysis of PET/SPECT brain<br>scans by comparing to other<br>registered PET/SPECT brain<br>scans. | • Quantitative and statistical<br>analysis of PET/SPECT brain<br>scans by comparing to other<br>registered PET/SPECT brain<br>scans. |
| • Planning and evaluation of<br>permanent implant<br>brachytherapy procedures<br>(not including radioactive<br>microspheres). | • Planning and evaluation of<br>permanent implant<br>brachytherapy procedures<br>(not including radioactive<br>microspheres). |
| • Calculating absorbed<br>radiation dose as a result of<br>administering a radionuclide. | • Calculating absorbed<br>radiation dose as a result of<br>administering a radionuclide. |
| • Assist with the planning and<br>evaluation of ablation<br>procedures by providing<br>visualization and analysis,<br>including energy zone | • Assist with the planning and<br>evaluation of ablation<br>procedures by providing<br>visualization and analysis,<br>including energy zone |
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Image /page/10/Picture/0 description: The image shows the logo for MIM Software. The logo consists of two overlapping rounded squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a bold, sans-serif font, with the word "SOFTWARE" in a smaller font below it. The logo is clean and modern, with a focus on simplicity and readability.
| | visualization through the<br>placement of virtual ablation<br>devices validated for<br>inclusion in MIM-Ablation.<br>The software is not intended<br>to predict specific ablation<br>zone volumes or predict<br>ablation success. | visualization through the<br>placement of virtual ablation<br>devices validated for<br>inclusion in MIM-Ablation.<br>The software is not intended<br>to predict specific ablation<br>zone volumes or predict<br>ablation success. | |
|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------|
| | When using the device<br>clinically, within the United<br>States, the user should only<br>use FDA approved<br>radiopharmaceuticals. If used<br>with unapproved ones, this<br>device should only be used<br>for research purposes. | When using device clinically,<br>within the United States, the<br>user should only use FDA<br>approved<br>radiopharmaceuticals. If<br>using with unapproved ones,<br>this device should only be<br>used for research purposes. | |
| | Lossy compressed<br>mammographic images and<br>digitized film screen images<br>must not be reviewed for<br>primary image<br>interpretations. Images that<br>are printed to film must be<br>printed using an<br>FDA-approved printer for the<br>diagnosis of digital<br>mammography images.<br>Mammographic images must<br>be viewed on a display<br>system that has been cleared<br>by the FDA for the diagnosis<br>of digital mammography<br>images. The software is not<br>to be used for mammography<br>CAD. | Lossy compressed<br>mammographic images and<br>digitized film screen images<br>must not be reviewed for<br>primary image<br>interpretations. Images that<br>are printed to film must be<br>printed using an<br>FDA-approved printer for the<br>diagnosis of digital<br>mammography images.<br>Mammographic images must<br>be viewed on a display<br>system that has been cleared<br>by the FDA for the diagnosis<br>of digital mammography<br>images. The software is not<br>to be used for mammography<br>CAD. | |
| Operating<br>Platform | Microsoft Windows, Apple®<br>OS X, Linux-based OS | Microsoft Windows, Apple®<br>OS X, Linux-based OS | Microsoft Windows |
| Supported<br>Imaging<br>Modalities | CT, MR, CR, DX, MG, US,<br>NM, PET, XA, and other<br>DICOM modalities | CT, MR, CR, DX, MG, US,<br>NM, PET, XA, and other<br>DICOM modalities | None |
| Receive, transmit,<br>display, general<br>manipulation<br>(window/level,<br>pan, zoom,<br>cross-hairs, slice<br>navigation), and<br>co-registration of<br>medical images | Yes | Yes | No |
| 3D image | Yes | Yes | No |
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Image /page/11/Picture/0 description: The image is a logo for MIM Software. The logo consists of two overlapping squares, one gray and one red, with a white circle cut out of the red square. To the right of the squares is the text "mim" in black, with the word "SOFTWARE" in smaller black letters below it. The logo is simple and modern, and the colors are eye-catching.
| segmentation | | | |
|-----------------------------------------------------------------|-------------------------------------------------------|------------------------------------|--------------------------------------------------|
| Dose calculation<br>of radionuclides<br>from activity<br>images | LDM, Monte Carlo derived<br>VSV, and full Monte Carlo | LDM and Monte Carlo<br>derived VSV | Model-based with Monte<br>Carlo derived S-values |
## Testing and Performance Data
Software verification and validation testing included 4 main sections: 1) Comparison to model-based dose calculation with Monte Carlo derived S-values, 2) Comparison to voxel-based dose calculation with Monte Carlo derived voxel S-value (VSV), 3) Comparison to a well-established Monte Carlo dose calculation algorithm, 4) Characterization of user inputs for number of simulated particle histories, number of computational threads, and the simulation starting point.
MIM - Monte Carlo Dosimetry was compared to model-based dosimetry with Monte Carlo derived S-values in OLINDA/EXM (K033960) for Lu-177, I-131, and Y-90 activity maps. A testing dataset was created from an existing CT scan of the patient that was of height (1.7m) and weight (77kg) similar to the default Adult Male model in OLINDA (1.7m, 70kg). Each region was masked to a realistic relative activity per isotope with the rest-of-body reqion normalized to 1. Mean absorbed doses were compared for kidneys, spleen, lungs, liver, salivary glands, lacrimal glands, thyroid and tumors. For all structures and isotopes, the average, absolute percent difference between the dose calculation methods was 4.3%. The differences observed between MIM - Monte Carlo Dosimetry and OLINDA is within the expected range based on a similar study' conducted with 171Lu-DOTATATE data where the two methods differed by 5% on average.
There were high differences in lung dose at 18.1%, and 10.8% for Lu-177, I-131, and Y-90, respectively. Without those comparisons, the average difference drops to 2.5% across the other structures. The differences for Lu-177 and Y-90 lung dose can be attributed to the model-based dosimetry in OLINDA underestimating lung dose by not accounting for the cross-dose from the nearby tumors in the liver. The larger difference in lung dose for I-131 can be attributed to the greater amount of high energy photons in addition to differences in the OLINDA model and the patient-specific lung geometry (30% smaller) leading to the significantly higher amount of cross-dose from nearby high-activity structures to be underestimated.
Dose calculation in MIM - Monte Carlo Dosimetry was also compared to the predicate Voxel S-value (VSV) dose calculation in MIM – Ablation (K220256). The same patient data from the model-based dosimetry comparison was used for the VSV comparison.
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Image /page/12/Picture/0 description: The image is a logo for MIM Software. The logo consists of two overlapping squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the word "mim" in black, sans-serif font. Below the word "mim" is the word "SOFTWARE" in a smaller, sans-serif font, with a registered trademark symbol to the right.
For all structures and isotopes, the average, absolute percent difference was 6.0%. This difference between a VSV method and a Monte Carlo method is consistent with previously published2 results for another commercial, voxel-based VSV software where organ dosimetry differed by ~10%.
The largest difference was seen for the lung dose using I-131 (61%). The average difference across all structures drops to 4.0% without the lung comparison for I-131. Larger differences in lung dose are expected when comparing Monte Carlo methods to VSV methods due to the overestimation of dose in structures significantly lower in density than the simulation material. The VSV kernel was generated assuming water density, thus, for energy deposited by beta and gamma particles in low density regions the VSV method overestimates dose as the particles travel further before being absorbed than they would in soft tissue. Whereas the Monte Carlo dose calculations account for density with the material simulation and more accurately estimate the deposited energy from beta and gamma particles in the low density tissue of the lungs. For I-131, there is a greater amount of high energy particles so the effect of nearby high-activity structures on the lung dose with the VSV approach is greater than Lu-177 or Y-90. This difference in lung dosimetry was expected and within the range of previously reported discrepancies in a study that investigated the effects of tissue inhomogeneities on the VSV method, where lung dose differed by 30-60% when compared to Monte Carlo dosimetry.
Lastly, MIM - Monte Carlo Dosimetry was compared directly to a well-established Monte Carlo dose calculation algorithm, GATE (GEANT4 Application for Tomographic Emission). The same patient data from the model-based dosimetry comparison was used in this comparison The two methods were in high agreement, with an average, absolute difference of 1.4% across all structures and isotopes. It was found that the Monte Carlo calculations differed by 2-3% for Lu-177, I-131, and Y-90.
Characterization of the user inputs to the simulation showed that the default setting for 1 x 10° particle histories is appropriate for accurate dose calculation and provided characterization for using more or less particles than the default. 1 x 10° particle histories results in less than 1% uncertainty in regions of interest and less than 1% difference between results when running multiple simulations with random simulation seeds.
#### Conclusion
Based on the Device Description and Testing and Performance Data above, the proposed device is determined to be as safe and effective as the predicate devices, MIM - Ablation (K220256) and OLINDA/EXM (K033960).
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Image /page/13/Picture/0 description: The image shows the logo for MIM Software. The logo consists of two overlapping rounded squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a sans-serif font, with the word "SOFTWARE" below it in a smaller font.
## References
- 1. Kim KM, Lee MS, Suh MS, et al. Comparison of voxel S -value methods for personalized voxel-based dosimetry of 177Lu-DOTATATE. Med Phys. 2022;49(3):1888-1901. doi:10.1002/mp.15444
- 2. Stamouli I, Nanos T, Chatzipapas K, et al. Dosimetric Evaluation of 171Lu Peptide Receptor Radionuclide Therapy Using GATE and Planet Dose. Appl Sci. 2023;13(17):9836. doi:10.3390/app13179836
- 3. Götz T, Schmidkonz C, Lang EW, Maier A, Kuwert T, Ritt P. A comparison of methods for adapting 171Lu dose-voxel-kernels to tissue inhomogeneities. Phys Med Biol. 2019;64(24):245011. doi:10.1088/1361-6560/ab5b81
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Learn the FDA Browser
Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the Tutorial button in the top bar.
Part 1 — Search, results, and everyday workflows 16 min
Part 2 — Embeddings: the galaxy map 3 min
1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
Use the checkboxes above the results to narrow: SaMD keeps only software-only devices, AI / ML keeps only devices with AI.
Exact vs. fuzzy search: what's the difference?
Exact matches on the literal phrase (prefix search works, suffix does not). Fuzzy matches on the meaning and intent of the phrase rather than the exact words. Hover over the badge on any row to see why it matched.
You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
Narrow by SaMD (software-only devices), then narrow by AI/ML (devices with AI).
2. The results table
Scroll right in the results table. The intended use is extracted for you — no need to open the PDF. The device story gives a high-level snapshot of what the device does and how it's used. The AI Performance sub-table shows each output name, acceptance criteria, observed values, and development/test dataset descriptions — the same format Innolitics uses for regulatory strategy outputs, and the fastest high-level fingerprint of an AI device. It is AI-generated but has been very reliable in practice.
Where do you find a device's intended use without opening the PDF?
Scroll right in the search results table. The intended use column is extracted for you; no need to dig into the 510(k) summary PDF.
What does the AI Performance sub-table show, and why is it useful?
Output name, acceptance criteria, observed values, development dataset description, and test dataset description. It's the same format we use for regulatory strategy output and Fast 510(k) input, and the fastest high-level fingerprint of an AI device. AI-generated but reliable in practice.
3. Judging fuzzy relevance
Fuzzy results trail off in relevance as you scroll. Use three signals to decide how far down to go: the fuzzy badge explanations, the intended use column, and whether your target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, you're past the relevant zone. A top hit with a low score (~0.4) and a stretched explanation is a hint the closest predicates are far away — the project may be headed for De Novo. Note the fuzzy search is a pattern match: it doesn't handle negation ("not") well, and hardware devices can appear — filter by SaMD/AI ML to cut them.
How do you judge how far down fuzzy search results to go?
Use the relevancy signals: the fuzzy badge explanations, the intended use column, and whether the target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, results are trailing off in relevancy.
4. Device detail page: chat and citations
Click a device name to open its detail page: device facts on the left, a chat window on the right. Ask something like "Describe the training data". The answer carries little citation bubbles — click one to jump to the highlighted passage in the source PDF, so you can verify every AI answer against the document. There's also a Download PDF button for sharing.
How do you verify an AI chat answer on the device detail page?
Click the citation bubbles to jump to the relevant highlight in the source document.
Reading rule for every project: how many summaries do you read in full?
At least the three most relevant 510(k) or De Novo summaries, in full. After that, use targeted chat questions to confirm your memory quickly. The tool supports this professional habit — it doesn't replace it.
5. Side-by-side comparison
Select multiple rows in the results table (aim for under ~10), then open the PDF Viewer tab. Ask one question — it goes to all selected devices in parallel, each with citations. This is the fastest way to compare and contrast devices: training data, PCCP scope, how they handled adding new scanners, and so on.
What does the side-by-side PDF viewer mode do?
Select multiple devices, open the PDF viewer tab, and ask one question (e.g., "Describe the training data"). It queries all selected devices simultaneously with citations, so you can compare and contrast quickly.
6. Collections
With rows selected, go to the Collections tab and create a labeled collection (e.g., "Cobb Angle Project"). Reload that selection any time — before a client call, pull up the collection and ask questions across all of its devices at once.
How do you save a set of selected devices for later use?
Select the rows, go to the Collections tab, and create a labeled collection (e.g., "Cobb Angle Project"). You can reload the selection anytime and carry it into the PDF viewer and other tabs that support selections.
7. Product codes and the regulations tree
Click a product code in the results to jump to it in the regulations tree — identification text, sibling product codes, and devices you can open in a PDF viewer on the right. Click a regulation number to see its identification, special controls, and related product codes. You can also search by product code or regulation number at the top of the tree. Always read the special controls if any exist for your device — it broadens your search and sharpens pre-kickoff research.
What can you do from the regulations tree view?
Browse product codes and regulation numbers, read the identification text and special controls, browse sibling product codes, open device PDFs on the right, and search by product code or regulation number at the top of the tree.
8. Chart view
Click Show Chart and segment by regulation number (or product code) to see which regulations dominate your result set. Clicking a regulation takes you into the regulations tree. Great for spotting that most matches are, say, hardware laparoscopic devices — a cue to go back and filter.
How do you see which regulations dominate a search result set?
Click "Show Chart" and segment by Regulation Number. Clicking a regulation takes you to the regulations tree.
9. The predicate graph
Open the Predicates tab for a family-tree view of predicate relationships. Click a node to trace its parents and children; selections from search carry over pre-selected. Commonly predicated devices are worth reading — a lot of people predicated them for a reason. The visual lineage is also handy on client calls, e.g. to show how a predicate family evolved and justify why your predicate still holds.
In the predicate graph, why are commonly predicated devices worth reading?
A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
10. Embeddings: the galaxy map
The Embeddings tab plots every matching document in a 2-D "galaxy map" where semantically similar devices cluster together. Hover or click clusters to explore, and let AI label the clusters for you. Embeddings beat product codes for grouping: two devices can carry different product codes (LLZ vs. QIH) yet do the same thing — the embedding captures the meaning of the intended use and device story. This is also exactly how retrieval-augmented generation (RAG) works under the hood, and it makes a great visual on client calls.
Try it yourself
Head to the search page and work through a few of these AI/ML fuzzy searches to build intuition: perivascular fat on CT · aortic valve calcification opportunistic screening on noncontrast CT · breast cancer prediction on digital pathology slides · autism detection · gestational age prediction · a hearing aid that can also detect a pulse · foundation model based analysis of ECG · large language models · penetration test. Watch how the relevance scores, intended use, and AI Performance tables tell you when results stop being meaningful.