David Osumi-Sutherland
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Articles (10)
Year:
2023
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2023
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2023
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2023
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2023
Bridging the gap between genetic variations, environmental determinants, and phenotypic outcomes is critical for supporting clinical diagnosis and understanding mechanisms of diseases. It requires integrating open data at a global scale. The Monarch Initiative advances these goals by developing open ontologies, semantic data models, and knowledge graphs for translational research. The Monarch App is an integrated platform combining data about genes, phenotypes, and diseases across species. Monarch's APIs enable access to carefully curated datasets and advanced analysis tools that support the understanding and diagnosis of disease for diverse applications such as variant prioritization, deep phenotyping, and patient profile-matching. We have migrated our system into a scalable, cloud-based infrastructure; simplified Monarch's data ingestion and knowledge graph integration systems; enhanced data mapping and integration standards; and developed a new user interface with novel search and graph navigation features. Furthermore, we advanced Monarch's analytic tools by developing a customized plugin for OpenAI’s ChatGPT to increase the reliability of its responses about phenotypic data, allowing us to interrogate the knowledge in the Monarch graph using state-of-the-art Large Language Models. The resources of the Monarch Initiative can be found at monarchinitiative.org and its corresponding code repository at github.com/monarch-initiative/monarch-app.
Year:
2023
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2023
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2023
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2023
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2023
Collaborators (14)
Monica C Munoz-Torres
University of Colorado Anschutz Medical Campus
Irene Papatheodorou
Head of Data Science
Earlham Institute
Merina Varghese
Assistant Professor
Icahn School of Medicine at Mount Sinai
Faisal Alquaddoomi
IT Principal Professional
University of Colorado Anschutz Medical Campus
Katy Börner
Indiana State University
Lars Vogt
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Anita Bandrowski
UCSD
Carol Thompson
Allen Institute for Brain Science
Yongsoo Kim
Associate Professor
Penn State Health Milton S Hershey Medical Center
Pedro Madrigal
EMBL-European Bioinformatics Institute
Robert Court
University of Edinburgh
Mark Musen
Professor
Stanford University
Michael Inouye
Director of Research (i.e. Research Professor)
University of Cambridge
Kathleen Mullen
University of Colorado Anschutz Medical Campus
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