Graph representation learning in biomedicine and healthcare
Networks—or graphs—are universal descriptors of systems of interacting elements. In
biomedicine and healthcare, they can represent, for example, molecular interactions …
biomedicine and healthcare, they can represent, for example, molecular interactions …
From big data to precision medicine
For over a decade the term “Big data” has been used to describe the rapid increase in
volume, variety and velocity of information available, not just in medical research but in …
volume, variety and velocity of information available, not just in medical research but in …
Expansion of the Human Phenotype Ontology (HPO) knowledge base and resources
Abstract The Human Phenotype Ontology (HPO)—a standardized vocabulary of phenotypic
abnormalities associated with 7000+ diseases—is used by thousands of researchers …
abnormalities associated with 7000+ diseases—is used by thousands of researchers …
Biomedical knowledge graph-optimized prompt generation for large language models
Abstract Motivation Large language models (LLMs) are being adopted at an unprecedented
rate, yet still face challenges in knowledge-intensive domains such as biomedicine …
rate, yet still face challenges in knowledge-intensive domains such as biomedicine …
Structured prompt interrogation and recursive extraction of semantics (SPIRES): A method for populating knowledge bases using zero-shot learning
Motivation Creating knowledge bases and ontologies is a time consuming task that relies on
manual curation. AI/NLP approaches can assist expert curators in populating these …
manual curation. AI/NLP approaches can assist expert curators in populating these …
Pharos 2023: an integrated resource for the understudied human proteome
Abstract The Illuminating the Druggable Genome (IDG) project aims to improve our
understanding of understudied proteins and our ability to study them in the context of …
understanding of understudied proteins and our ability to study them in the context of …
Unexplored therapeutic opportunities in the human genome
A large proportion of biomedical research and the development of therapeutics is focused
on a small fraction of the human genome. In a strategic effort to map the knowledge gaps …
on a small fraction of the human genome. In a strategic effort to map the knowledge gaps …
Systematic integration of biomedical knowledge prioritizes drugs for repurposing
The ability to computationally predict whether a compound treats a disease would improve
the economy and success rate of drug approval. This study describes Project Rephetio to …
the economy and success rate of drug approval. This study describes Project Rephetio to …
Classification, ontology, and precision medicine
Ontologies, Phenotypes, and Big Data Data-organizing methods have been in place for
centuries, but very large data sets have come into being relatively recently. The authors …
centuries, but very large data sets have come into being relatively recently. The authors …
Lidar sheds new light on plant phenomics for plant breeding and management: Recent advances and future prospects
Plant phenomics is a new avenue for linking plant genomics and environmental studies,
thereby improving plant breeding and management. Remote sensing techniques have …
thereby improving plant breeding and management. Remote sensing techniques have …