Navigation Links
Mila and its partners rally the scientific community to develop novel data-driven solutions to assist with COVID-19 outbreak
Date:3/20/2020

The primary objective of the Mila AI taskforce is to bring together an interdisciplinary team of researchers in machine learning, bioinformatics, immunology, virology and vaccine design to create open source, data-driven tools that could be deployed in current and future outbreaks.

"The COVID-19 crisis gives us an opportunity and a profound motivation to act selflessly and together for the common good, collaborating with the only objective to quickly save as many lives as possible,” says Yoshua Bengio, scientific director of Mila. “Let us remember that spirit when, hopefully, we go back to more normal lives. That spirit is also the spirit of science, where the focus is on the joy of understanding, sharing and discovering solutions together.”

Many researchers and partners in our network are interested in participating in projects to fight COVID-19. In an effort to coordinate, they have identified at least 5 primary research axes against which they are already progressing:

Omic profiling of COVID-19 progression mechanisms
Guy Wolf and Irina Rish (Université de Montréal), professors at Mila, are leading this project which leverages data analysis tools to provide mechanistic understanding of the COVID-19 disease progression in order to assess risk of given medical/patient profiles, as well as to help identify binding targets for antiviral agents and potential vaccines. The researchers are looking for proteomic and transcriptomic data together with meta information that will enable them to disentangle the impact of age, gender, and other biomedical factors on the interaction and severity of the COVID-19 disease. One example of an active research question is to understand the apparent resilience of young children to severe infection, which is somewhat atypical for such epidemics.

Data-efficient deep learning to better model emerging biology
Led by Sébastien Giguère from InVivo AI. The COVID-19 outbreak offers a solemn reminder of how little we know about emerging biology. Novel algorithms are needed for these types of data poor environments. Launched in 2018, InVivo AI is developing novel algorithms capable of learning from small and noisy datasets. In light of the COVID-19 outbreak, the startup is leveraging their platform to learn models of pathways in the immune system to better predict immune response. The team is working on modeling proteasomal cleavage, TAP transport, antigen binding to MHC, antigen processing to the cell surface and recognition of MHC-antigen complexes by T-Cells and B-cells, with the goal of providing insight into immunogenic regions of the virus.

Machine learning for therapeutics discovery
The teams of Yoshua Bengio (UdeM), Jian Tang (HEC Montréal), graduate student Maksym Korablyov (UdeM), and the Mila startup InVivo AI, has developed a deep reinforcement learning system which can quickly evaluate billions of candidate molecules. The approach can gradually modify the molecular structure by adding or removing building blocks in order to converge toward new molecular structures that can bind a target protein. The Mila team is looking for collaborators with expertise in deep reinforcement learning and in drug discovery to help with their research.

Mapping the Landscape of AI + COVID-19
Sasha Luccioni (UdeM), postdoctoral researcher at Mila and her team are working with researchers from UN Global Pulse to map the landscape of current and proposed research papers that use AI to counter the COVID-19 pandemic. The article, which will be published on March 23rd, covers the many facets of the crisis, including molecular modeling, epidemiology and diagnosis, in order to pinpoint the most impactful ways in which AI can be used and the approaches that are being explored.

Data Mining of COVID-19 Related Tweets
Led by Reihaneh Rabbany(McGill), professor at Mila, this research project aims to analyse mentions of COVID-19 in Twitter, in order to discover temporal and spatial trends as well as common mentions and keywords linked to the phenomena surrounding the global pandemic.

“This is an exceptional situation that requires exceptional means, and AI can contribute greatly to many of the efforts deployed to mitigate this crisis," said Valérie Pisano, President and CEO of Mila. Mila's resources will be made available to support this effort led by researchers, start-ups and organisations here in Québec and around the world.”

Among Mila’s partners contributing to this effort, Element AI is sharing access to its computing resources (GPUs, CPUs, Storage) to facilitate and accelerate ongoing research and investigations by Mila and InVivo AI.

Even though several researchers have already demonstrated their interest and have begun to get involved in the projects, we are seeking additional collaborators from all areas of computer science and health sciences to strengthen these projects. To join the effort, you are encouraged to reachout at covid19research@mila.quebec.

Researchers who are working on a project involving COVID-19 and who would like support from the AI community are also encouraged to contact the same email address.

--------------

About Mila
Founded in 1993 by Professor Yoshua Bengio, Mila rallies the highest academic concentration of research and development in deep and reinforcement learning. Since 2017, Mila is the result of a partnership between the Université de Montréal and McGill University with École Polytechnique de Montréal and HEC Montréal. Mila is a unique space for innovation in artificial intelligence that uses interactions with industry and fosters the emergence of start-ups while integrating the social impacts of the technology into its projects. https://mila.quebec/

About InVivo AI
Founded in 2018, InVivo AI is developing novel computational methods for drug design. In collaboration with both industry and academic partners, InVivo AI leverages their technologies to design drug-like molecules predicted to satisfy key criteria, enabling rapid and cost effective iteration towards novel drug candidates. https://www.invivoai.com

About Element AI
Element AI is a global developer of AI software that helps people and machines work smarter, together. Founded in 2016 by serial entrepreneurs including JF Gagné and A.M.Turing Award recipient, Yoshua Bengio, PhD, Element AI turns cutting-edge research and industry expertise into software solutions that exponentially learn and improve. Element AI maintains a strong connection to academia through research collaborations and takes a leadership position in policymaking around the impact of technology on society. https://www.elementai.com

Read the full story at https://www.prweb.com/releases/mila_and_its_partners_rally_the_scientific_community_to_develop_novel_data_driven_solutions_to_assist_with_covid_19_outbreak/prweb16996844.htm.


'/>"/>
Source: PRWeb
Copyright©2020 Vocus, Inc.
All rights reserved


Related medicine news :

1. Allergy Partners Discusses When a Sinus Infection is More Than “Just” a Sinus Infection?
2. Confluent Health Announces Partnership with Tallahassee Orthopedic & Sports Physical Therapy, LLC
3. Price Chopper/Market 32 and Advanced Diabetes Supply (ADS) Announce CGM Partnership
4. Pioneer Cardiovascular Surgeon Partners with Center for Vein Restoration
5. LifeBridge Health Partners with DocASAP to Enhance Patient and Member Access to Care for Its Growing Network of Hospitals and Clinics
6. From Disparaged to Doctorate, Once Displaced Immigrant Dr. Ezzat Moghazy, Partners with AYBOS as the The Rebuild Your Mind Initiative Assistant Director
7. Great Point Partners II Sells MaSTherCell Global to Catalent
8. Muscogee (Creek) Nation Department of Health Partners with Respiratory-Focused Medical Clinic and Digital Management Platform
9. Starting Hearts Launches #SaveMoreLives Challenge and Partners with Presidential Daughter, Susan Ford Bales, to Help Save 100,000 Lives Per Year by 2040
10. Ziegler Advises Radiology Ltd. on its partnership with US Radiology Specialists
11. WellHaven Pet Health Family of Practices Announces their Partnership in a New Community
Post Your Comments:
*Name:
*Comment:
*Email:
(Date:4/1/2020)... FALLS CHURCH, Va. (PRWEB) , ... April 02, 2020 , ... ... p.m. - 3:00 p.m. EDT, https://www.fdanews.com/mdchangemanagement , What change management method ... depends — the method is often dependent on the type of change. Is it ...
(Date:4/1/2020)... ... April 01, 2020 , ... “Medical ... under California law,” says Keller Grover LLP attorney Eric A. Grover. “For ... breaches and the negligent release and disclosure of medical information can, under certain ...
(Date:3/28/2020)... N.Y. (PRWEB) , ... March 27, 2020 , ... ... protect workers and the public from the spread of the coronavirus. Operating under ... crews are pressing forward with infrastructure renewal and environmental protection projects in the ...
(Date:3/27/2020)... PLAINS, N.J. (PRWEB) , ... March 27, 2020 ... ... has been reviewed and approved by NJ Top Docs. Dr. Kubeck has been ... American Board of Orthopaedic Surgery and specializes in Spinal Surgery. , Dr. ...
(Date:3/22/2020)... ... 2020 , ... In partnership with UC Health, Cincy Shirts has created a ... first responders. The title comes from the English translation of “Juncta Juvant”, the City ... , Proceeds from the sale of the shirt will benefit the YMCA of Cincinnati ...
Breaking Medicine News(10 mins):
(Date:4/5/2020)... (PRWEB) , ... April 05, 2020 , ... ... discovered and publicized the precise aetiology and pathology of COVID-19[1], we are committed ... our COVID-19 clinical predictions. , The SARS-CoV-2-mediated post-entry suppression of ACE2 mRNA ...
(Date:4/2/2020)... , ... April 02, 2020 , ... ... Kenall introduces the KRT Series, a portable, durable luminaire using Indigo-Clean Technology. These ... bacteria, bolstering existing cleaning and infection prevention protocols, and reducing harmful bacteria when ...
(Date:4/1/2020)... ... April 01, 2020 , ... Care Station Medical Group -- ... implemented a number of changes to better care for our community. As New Jersey's ... hours and crafted new ways to offer medical care to patients coping with COVID-19. ...
Breaking Medicine Technology: