News | Digital Pathology | July 24, 2023

Pathology market’s first algorithm to use additive multiple instance learning (aMIL) heatmaps to provide greater transparency for how AI predictions are made 

Pathology market’s first algorithm to use additive multiple instance learning (aMIL) heatmaps to provide greater transparency for how AI predictions are made

July 24, 2023 —  PathAI, a leading provider of AI-powered pathology tools to advance precision medicine, today announced the availability of AIM-HER2 Breast Cancer [i] for research use by clinical laboratories, researchers, and drug developers. AIM-HER2 Breast Cancer delivers automated digital HER2 scoring and is the market’s first algorithm to use additive multiple instance learning (aMIL) heatmaps to visualize the slide features driving the algorithm’s predicted score. AIM-HER2 will be available to biopharma researchers and clinical research lab pathologists on PathAI’s AISight [i] digital pathology platform in both the clinical research lab and clinical trial setting. 

“HER2 IHC assays have provided immense impact to patients by allowing for a widely available test to establish drug eligibility,” said Mike Montalto, Chief Scientific Officer at PathAI. “With AIM-HER2 Breast Cancer, we at PathAI sought to build upon the success of HER2 testing by assisting pathologists in their ability to more confidently score HER2, especially in borderline cases that can be the most challenging and time consuming to review. We also look forward to partnering with drug developers who may be interested in enhancing the scoring of the more recently described HER2 low assay as an important emerging patient population.” 

In addition to predicting slide-level HER2 score, AIM-HER2 Breast Cancer’s visualizations on AISight utilize additive multiple instance learning (aMIL) heatmaps to deliver a more interpretable and explainable prediction, diminishing the ‘black box’ challenges typically associated with understanding how AI predictions are made. 

“Our interpretable heatmaps are critical to driving utilization and adoption of AI – because it’s not about blind trust,” said Eric Walk, Chief Medical Officer at PathAI. “The results can be interpreted, explained – and confirmed – by humans. It also streamlines workflow as it allows pathologists to hone in on specific features to confirm the algorithm score and output vs. needing to analyze the entire slide.” 

AIM-HER2 Breast Cancer was developed using 157,000 tissue annotations and consensus scores on a dataset of over 4,000 slides (collected from more than 65 expert breast pathologists). In addition to slide-level HER2 scoring, AIM-HER2 Breast Cancer quantifies invasive carcinoma and provides a comprehensive analysis of the entire WSI without necessitating manual selection of the region of interest (ROI). 

For more information: www.PathAI.com 

 

Footnote 

[i] Both AISight and the AIM-HER2  

Breast Cancer Algorithm  

are intended for research-use only. Not for use in diagnostic procedures. 


Related Content

News | FDA

Jan. 29, 2026 — GE HealthCare has received 510(k) clearance from the FDA Clears U.S. Food and Drug Administration (FDA) ...

Time February 03, 2026
arrow
News | FDA

Feb. 2, 2026 — Imagion Biosystems, Ltd. has submitted an Investigational New Drug (IND) application with the U.S. Food ...

Time February 02, 2026
arrow
News | Breast Imaging | Washington University

Jan. 22, 2026 — In breast cancer, a biopsy is the only diagnostic procedure that can determine if a suspicious lump or ...

Time January 29, 2026
arrow
News | Radiation Oncology

Jan. 27, 2026 — Researchers at the Icahn School of Medicine at Mount Sinai, in collaboration with other leading ...

Time January 29, 2026
arrow
News | Radiology Imaging

Jan.26, 2026 — SimonMed Imaging has unveiled an updated brand and the launch of SimonMed Longevity, a new division ...

Time January 27, 2026
arrow
News | Point-of-Care Ultrasound (POCUS)

Jan. 22, 2026 — Qure.ai has received a grant from the Gates Foundation to develop a large open-source multi-modal ...

Time January 23, 2026
arrow
News | PACS

Jan. 21, 2026 — Fujifilm Healthcare Americas Corp. and Voicebrook, Inc. have announced a strategic partnership to ...

Time January 22, 2026
arrow
News | Radiology Education

Jan. 21, 2026 — The American College of Radiology (ACR), through the ACR Institute for Radiologic Pathology (AIRP), has ...

Time January 22, 2026
arrow
News | Magnetic Resonance Imaging (MRI)

Jan. 20, 2026 — Hyperfine, the developer of the first FDA-cleared AI-powered portable MRI system for the brain — the ...

Time January 20, 2026
arrow
News | Mammography

Jan. 16, 2026 — Vega Imaging Informatics has announced the successful curation of the world’s largest digital breast ...

Time January 19, 2026
arrow
Subscribe Now