[HTML][HTML] How to build the virtual cell with artificial intelligence: Priorities and opportunities
Cells are essential to understanding health and disease, yet traditional models fall short of
modeling and simulating their function and behavior. Advances in AI and omics offer …
modeling and simulating their function and behavior. Advances in AI and omics offer …
From computational models of the splicing code to regulatory mechanisms and therapeutic implications
C Capitanchik, OG Wilkins, N Wagner… - Nature Reviews …, 2024 - nature.com
Since the discovery of RNA splicing and its role in gene expression, researchers have
sought a set of rules, an algorithm or a computational model that could predict the splice …
sought a set of rules, an algorithm or a computational model that could predict the splice …
Multiplexed single-cell characterization of alternative polyadenylation regulators
Most mammalian genes have multiple polyA sites, representing a substantial source of
transcript diversity regulated by the cleavage and polyadenylation (CPA) machinery. To …
transcript diversity regulated by the cleavage and polyadenylation (CPA) machinery. To …
A community effort to optimize sequence-based deep learning models of gene regulation
A systematic evaluation of how model architectures and training strategies impact genomics
model performance is needed. To address this gap, we held a DREAM Challenge where …
model performance is needed. To address this gap, we held a DREAM Challenge where …
Big data and deep learning for RNA biology
H Hwang, H Jeon, N Yeo, D Baek - Experimental & Molecular Medicine, 2024 - nature.com
The exponential growth of big data in RNA biology (RB) has led to the development of deep
learning (DL) models that have driven crucial discoveries. As constantly evidenced by DL …
learning (DL) models that have driven crucial discoveries. As constantly evidenced by DL …
Reference-informed prediction of alternative splicing and splicing-altering mutations from sequences
Alternative splicing plays a crucial role in protein diversity and gene expression regulation in
higher eukaryotes, and mutations causing dysregulated splicing underlie a range of genetic …
higher eukaryotes, and mutations causing dysregulated splicing underlie a range of genetic …
In silico RNA isoform screening to identify potential cancer driver exons with therapeutic applications
M Anglada-Girotto, L Ciampi, S Bonnal… - Nature …, 2024 - nature.com
Alternative splicing is crucial for cancer progression and can be targeted pharmacologically,
yet identifying driver exons genome-wide remains challenging. We propose identifying such …
yet identifying driver exons genome-wide remains challenging. We propose identifying such …
Variations of intronic branchpoint motif: identification and functional implications in splicing and disease
J Xie, L Wang, RJ Lin - Communications Biology, 2023 - nature.com
The branchpoint (BP) motif is an essential intronic element for spliceosomal pre-mRNA
splicing. In mammals, its sequence composition, distance to the downstream exon, and …
splicing. In mammals, its sequence composition, distance to the downstream exon, and …
Rinalmo: General-purpose rna language models can generalize well on structure prediction tasks
Ribonucleic acid (RNA) plays a variety of crucial roles in fundamental biological processes.
Recently, RNA has become an interesting drug target, emphasizing the need to improve our …
Recently, RNA has become an interesting drug target, emphasizing the need to improve our …
Vision and structured-language pretraining for cross-modal food retrieval
Abstract Vision-Language Pretraining (VLP) and Foundation models have been the go-to
recipe for achieving SoTA performance on general benchmarks. However, leveraging these …
recipe for achieving SoTA performance on general benchmarks. However, leveraging these …