Paige Changes the Game for Cancer Research, Diagnostics and Drug Development by Open-Sourcing Virchow and PRISM, the First Million Slide Foundation Model Suite
August 01 2024 - 10:00AM
Business Wire
The newly open-sourced foundation models
accelerate cancer innovation with unprecedented access to the most
trusted and advanced AI technology available today
Paige, a pioneer in AI-driven pathology solutions designed to
improve the fight against cancer, today announced the open-source
release of Paige’s Foundation Models, Open Paige Foundation Model
(“OpenPFM”), including Virchow and PRISM, two pioneering foundation
models for computational pathology, as well as an ML SDK to support
the use of these models in the research community. Virchow is the
first million-slide foundation model for cancer, while PRISM built
on Virchow, is a vision and language model for slide-level cancer
insights. These models are now available on Hugging Face, enabling
AI developers, academic researchers, and innovators to create
customized AI models and applications that accelerate cancer
research and clinical development.
Developed in collaboration with Microsoft Research, Virchow and
PRISM are designed to unlock deeper insights within pathology
slides for a variety of end uses, surpassing historical
capabilities. Harnessing an unmatched and globally diverse dataset
of 1.5 million digitized pathology slides from Memorial Sloan
Kettering Cancer Center - which is internationally recognized as a
world-leading cancer center and ranked among the top two cancer
hospitals in the United States - Virchow's training data scale is
the largest to-date. Recently published in Nature Medicine, Virchow
aims to set a new standard of what is possible in computational
pathology to change the way cancer is diagnosed and ultimately
treated.
PRISM builds on the image representations generated by Virchow,
combining them into a whole slide image signature. Since many
pathology and cancer tasks are defined at the slide-level, PRISM
adds a critical component to the computational pathology ecosystem.
Trained with an additional 587,000 whole slide images and 195,000
clinical reports, PRISM generates written diagnostic summaries,
offering a new way to gain insights into cancer and the
pathological basis of disease*. PRISM can be used for standard
diagnostic tasks such as cancer detection and subtyping without
needing additional training. It has also been shown to improve data
efficiency, reducing the number of training samples traditionally
required for AI development, as demonstrated in biomarker
prediction across a wide range of tissue types.
“We are thrilled to extend access to our AI models by making
them accessible to all," said Siqi Liu, Director of AI Science at
Paige. "This initiative highlights our best-in-class technology and
underscores our commitment to fostering innovation, collaboration,
and accessibility in AI research. The launch of OpenPFM, including
Virchow and PRISM is just the beginning of the groundbreaking
Foundation Model technology we are developing at Paige. It serves
as a crucial building block in our revolutionary journey to
transform cancer diagnosis and treatment."
"The introduction of our open-source models unlocks new
possibilities to further advance research for better patient care
and accelerate clinical discovery,” said Razik Yousfi, SVP of
Technology at Paige. “Our goal in offering access to our
technology, that underpins our clinical-grade applications, is to
drive innovation and help push the boundaries of what is possible
in cancer diagnostics and drug development, ultimately transforming
patient care."
Virchow is available under the Apache 2.0 License. Both PRISM
and the Paige ML SDK are available under the CC-BY-NC-ND 4.0
License. More advanced versions of Virchow, PRISM and other latest
AI models from Paige are accessible through various commercial
licensing options. These are designed to support AI requirements
for clinical trials, R&D, and other commercial endeavors. Paige
also offers collaboration opportunities with its team of
experienced AI scientists and medical experts to enhance scientific
discoveries.
For more information about licensing Virchow for commercial use
contact bd@paige.ai.
*Diagnostic summaries provided by PRISM are for research use
only.
About Paige
Paige uses the power of AI to drive a new era of cancer
discovery and treatment. To improve the lives of patients with
cancer, Paige has created AI technology and cloud-based platform
that transforms AI development, pathologists' workflow and
increases diagnostic confidence as well as productivity, all on a
global scale. Paige is the first company to receive FDA approval
for a clinical AI application in digital pathology. The same Paige
technology empowers pharmaceutical companies to more effectively
evaluate drug discovery.
View source
version on businesswire.com: https://www.businesswire.com/news/home/20240801514961/en/
Cindi Goodsell | Stanton cgoodsell@stantonprm.com