Semantic similarity and machine learning with ontologies

M Kulmanov, FZ Smaili, X Gao… - Briefings in …, 2021 - academic.oup.com
Ontologies have long been employed in the life sciences to formally represent and reason
over domain knowledge and they are employed in almost every major biological database …

Biological research and self-driving labs in deep space supported by artificial intelligence

LM Sanders, RT Scott, JH Yang, AA Qutub… - Nature Machine …, 2023 - nature.com
Abstract Space biology research aims to understand fundamental spaceflight effects on
organisms, develop foundational knowledge to support deep space exploration and …

Functional landscape of SARS-CoV-2 cellular restriction

L Martin-Sancho, MK Lewinski, L Pache, CA Stoneham… - Molecular cell, 2021 - cell.com
A deficient interferon (IFN) response to severe acute respiratory syndrome coronavirus 2
(SARS-CoV-2) infection has been implicated as a determinant of severe coronavirus …

Predicting multicellular function through multi-layer tissue networks

M Zitnik, J Leskovec - Bioinformatics, 2017 - academic.oup.com
Motivation Understanding functions of proteins in specific human tissues is essential for
insights into disease diagnostics and therapeutics, yet prediction of tissue-specific cellular …

Using deep learning to model the hierarchical structure and function of a cell

J Ma, MK Yu, S Fong, K Ono, E Sage, B Demchak… - Nature …, 2018 - nature.com
Although artificial neural networks are powerful classifiers, their internal structures are hard
to interpret. In the life sciences, extensive knowledge of cell biology provides an opportunity …

Compact integration of multi-network topology for functional analysis of genes

H Cho, B Berger, J Peng - Cell systems, 2016 - cell.com
The topological landscape of molecular or functional interaction networks provides a rich
source of information for inferring functional patterns of genes or proteins. However, a …

Identification of disease treatment mechanisms through the multiscale interactome

C Ruiz, M Zitnik, J Leskovec - Nature communications, 2021 - nature.com
Most diseases disrupt multiple proteins, and drugs treat such diseases by restoring the
functions of the disrupted proteins. How drugs restore these functions, however, is often …

The psychiatric cell map initiative: a convergent systems biological approach to illuminating key molecular pathways in neuropsychiatric disorders

AJ Willsey, MT Morris, S Wang, HR Willsey, N Sun… - Cell, 2018 - cell.com
Although gene discovery in neuropsychiatric disorders, including autism spectrum disorder,
intellectual disability, epilepsy, schizophrenia, and Tourette disorder, has accelerated …

[HTML][HTML] AI applications in functional genomics

C Caudai, A Galizia, F Geraci, L Le Pera… - Computational and …, 2021 - Elsevier
We review the current applications of artificial intelligence (AI) in functional genomics. The
recent explosion of AI follows the remarkable achievements made possible by “deep …

Protein ensembles link genotype to phenotype

R Nussinov, CJ Tsai, H Jang - PLoS computational biology, 2019 - journals.plos.org
Classically, phenotype is what is observed, and genotype is the genetic makeup. Statistical
studies aim to project phenotypic likelihoods of genotypic patterns. The traditional genotype …