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 | Stroke

Dec. 18, 2025 — Brainomix, a provider of AI-powered imaging biomarkers for stroke and lung fibrosis, has announced ...

Time December 24, 2025
arrow
News | Information Technology

Dec. 16, 2025 — McCrae Tech has launched the world’s first health AI orchestrator called Orchestral. It is a health ...

Time December 23, 2025
arrow
News | Women's Health

Dec. 12. 2025 — A new study has found that an individualized approach to breast cancer screening that assesses patients’ ...

Time December 17, 2025
arrow
News | RSNA 2025

Dec. 12, 2025 — At RSNA 2025, United Imaging Intelligence (UII), the AI-focused subsidiary of United Imaging Group ...

Time December 17, 2025
arrow
News | Breast Imaging

Dec. 16, 2025 — Hologic, Inc, a medical technology company dedicated to improving women’s health, recently announced new ...

Time December 16, 2025
arrow
News | Artificial Intelligence

Dec. 1, 2025 — Researchers at the University of California, Berkeley and University of California, San Francisco have ...

Time December 10, 2025
arrow
Feature | Radiation Oncology | Kyle Hardner

Genomics has guided personalized cancer treatments for the past two decades. Now, AI biomarkers are expanding the field ...

Time December 09, 2025
arrow
News | Breast Imaging

Dec. 01, 2025 — DeepHealth, a wholly owned subsidiary of RadNet, Inc., has launched the DeepHealth Breast Suite,2 an end ...

Time December 04, 2025
arrow
News | Women's Health

Dec. 1, 2025 — ScreenPoint Medical has completed a commercial agreement making its Transpara breast-imaging AI portfolio ...

Time December 03, 2025
arrow
News | Information Technology

Dec. 1, 2025 — BioSked has announced a major expansion of its Momentum scheduling platform, introducing one of the first ...

Time December 03, 2025
arrow
Subscribe Now