MIRAI-MRI: Comparing Screening MRI for Patients at High Risk for Breast Cancer Identified by Mirai and Tyrer-Cuzick
NCT05968157 · Status: RECRUITING · Phase: NA · Type: INTERVENTIONAL · Enrollment: 200
Last updated 2026-01-07
Summary
Accurate risk assessment is essential for the success of population screening programs and early detection efforts in breast cancer. Mirai is a new deep learning model based on full resolution mammograms.
Mirai is a mammography-based deep learning model designed to predict risk at multiple timepoints, leverage potentially missing risk factor information, and produce predictions that are consistent across mammography machines. Mirai was trained on a large dataset from Massachusetts General Hospital (MGH) in the United States and found to be significantly more accurate than the Tyrer-Cuzick model, a current clinical standard.
The primary aim of this study is to prospectively quantify the clinical benefit (i.e. MRI/CEM cancer detection rate) of Mirai-based guidelines and to compare them to the current standard of care.
1. Conduct a prospective study where patients who are identified as high risk by Mirai guidelines are invited to receive supplemental MRI within 12 months.
2. Compare cancer outcomes between patients only identified as high risk by Mirai and patients identified as high risk by existing guidelines The secondary aim is to study the impact of new guidelines by race and ethnicity, to ensure equitable improvements in cancer screening.
Conditions
Interventions
- DIAGNOSTIC_TEST
-
Breast MRI
Supplemental MRI (in addition to standard of care MRI).
- DEVICE
-
MIRAI
Artificial intelligence software
Sponsors & Collaborators
-
Massachusetts Institute of Technology
collaborator OTHER -
Breast Cancer Research Foundation
collaborator OTHER -
University of Massachusetts, Worcester
lead OTHER
Principal Investigators
-
Mohammed Salman Shazeeb, PhD · UMass Chan Medical School
Study Design
- Allocation
- NON_RANDOMIZED
- Purpose
- SCREENING
- Masking
- NONE
- Model
- PARALLEL
Eligibility
- Min Age
- 40 Years
- Sex
- FEMALE
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2024-02-04
- Primary Completion
- 2026-06-30
- Completion
- 2027-09-30
- FDA Device
- Yes
Countries
- United States
Study Locations
More Related Trials
-
Evaluation of a Three Dimensional Functional Metabolic Imaging and Risk Assessment System in Classifying Women for Likelihood of Breast Cancer
NCT03080155 ·Status: UNKNOWN ·Phase: NA
-
High Risk Screening Breast MR Using a Rapid Imaging Exam
NCT00588614 ·Status: COMPLETED
-
Feasibility of Short Breast MRI (SBMRI) for Screening Patients at High Risk for Breast Cancer
NCT02590458 ·Status: COMPLETED ·Phase: EARLY_PHASE1
-
Evaluation of Magnetic Resonance Imaging (MRI) vs Molecular Breast Imaging (Tc-MBI) in Breast Cancer Patients
NCT02024074 ·Status: TERMINATED ·Phase: PHASE1
-
Imaging Modality Effects on the Multi-dimensional InfraRed Analysis (MIRA) Technology
NCT01029977 ·Status: WITHDRAWN
-
3.0 Tesla Magnetic Resonance Imaging for Breast Cancer Detection in High Risk Women
NCT01409226 ·Status: WITHDRAWN ·Phase: NA
-
AI-based pCR Assessment/Prediction in HER2-Positive BC Using PET/MRI
NCT06708910 ·Status: RECRUITING
-
MRI for Detecting Cancer in Women Who Are at High Risk of Developing Breast Cancer
NCT00003736 ·Status: COMPLETED ·Phase: NA
-
A Evaluation of 3D Functional MIRA System in Women With Mammographically Dense Breasts
NCT03288792 ·Status: TERMINATED ·Phase: NA
-
Magnetic Resonance Imaging in Radiotherapy for Breast Cancer
NCT05902507 ·Status: SUSPENDED
-
Comparative Performance of Molecular Breast Imaging (MBI) to Magnetic Resonance Imaging (MRI) of the Breast in Identifying and Excluding Breast Carcinoma in Women at High Risk for Breast Cancer
NCT05042687 ·Status: RECRUITING ·Phase: NA
-
HER2-PET Imaging in HER2-low Breast Cancers
NCT06732336 ·Status: RECRUITING ·Phase: PHASE1/PHASE2
-
Magnetic Resonance Imaging of Breast Cancer
NCT01035112 ·Status: RECRUITING ·Phase: NA
-
MRg-NIRS Imaging System Breast Cancer Trial
NCT06400563 ·Status: RECRUITING ·Phase: NA
-
Contrast-enhanced MR Imaging as a Breast Cancer Screening in Women at Intermediate Risk
NCT02210546 ·Status: UNKNOWN ·Phase: NA
-
Low-field MRI for Breast Cancer Screening
NCT05486520 ·Status: ENROLLING_BY_INVITATION ·Phase: NA
-
Visualization Tool for Investigation of Breast Lesions
NCT00934297 ·Status: TERMINATED
-
Intra-SURGerY High-resolution Specimen PET/CT Imager for Margin Assessment in Early-stage Breast Cancer
NCT06474975 ·Status: NOT_YET_RECRUITING ·Phase: NA
-
99mTc-MIRC213 SPECT/CT for the Detection of HER2-positive Breast Cancer
NCT05622240 ·Status: UNKNOWN ·Phase: EARLY_PHASE1
-
Digital Mammography for the Detection and Preoperative Staging of Breast Cancer
NCT01086514 ·Status: COMPLETED ·Phase: NA
-
Comparison of Contrast-enhanced Spectral Mammography (CESM) to MRI in Screening High Risk Women for Breast Cancer
NCT02275871 ·Status: TERMINATED ·Phase: NA
-
Evaluation of a 3D Functional Metabolic Imaging and Risk Assessment System in Classifying Women for Likelihood of Breast Cancer
NCT03296683 ·Status: UNKNOWN ·Phase: NA
-
Implantation of CEST and CESL MRI Methods for Detection of Breast Tumors
NCT05305937 ·Status: UNKNOWN ·Phase: NA
-
Breast Cancer Screening With Diffusion-weighted MRI in Women at High Risk for Breast Cancer
NCT03835897 ·Status: UNKNOWN
-
Assessment of Cardiotoxicity by Cardiac Magnetic Resonance (CMR) in Breast Cancer Patients Receiving Trastuzumab
NCT01022086 ·Status: UNKNOWN