Current progress and open challenges for applying deep learning across the biosciences
Deep Learning (DL) has recently enabled unprecedented advances in one of the grand
challenges in computational biology: the half-century-old problem of protein structure …
challenges in computational biology: the half-century-old problem of protein structure …
Emerging roles and functional mechanisms of PIWI-interacting RNAs
X Wang, A Ramat, M Simonelig, MF Liu - Nature Reviews Molecular …, 2023 - nature.com
PIWI-interacting RNAs (piRNAs) are a class of small non-coding RNAs that associate with
proteins of the PIWI clade of the Argonaute family. First identified in animal germ line cells …
proteins of the PIWI clade of the Argonaute family. First identified in animal germ line cells …
A genomic mutational constraint map using variation in 76,156 human genomes
The depletion of disruptive variation caused by purifying natural selection (constraint) has
been widely used to investigate protein-coding genes underlying human disorders,,–, but …
been widely used to investigate protein-coding genes underlying human disorders,,–, but …
A pathology foundation model for cancer diagnosis and prognosis prediction
Histopathology image evaluation is indispensable for cancer diagnoses and subtype
classification. Standard artificial intelligence methods for histopathology image analyses …
classification. Standard artificial intelligence methods for histopathology image analyses …
The Tabula Sapiens: A multiple-organ, single-cell transcriptomic atlas of humans
The Tabula Sapiens Consortium*, RC Jones… - Science, 2022 - science.org
Molecular characterization of cell types using single-cell transcriptome sequencing is
revolutionizing cell biology and enabling new insights into the physiology of human organs …
revolutionizing cell biology and enabling new insights into the physiology of human organs …
Genetic diversity fuels gene discovery for tobacco and alcohol use
Tobacco and alcohol use are heritable behaviours associated with 15% and 5.3% of
worldwide deaths, respectively, due largely to broad increased risk for disease and injury …
worldwide deaths, respectively, due largely to broad increased risk for disease and injury …
FerrDb V2: update of the manually curated database of ferroptosis regulators and ferroptosis-disease associations
N Zhou, X Yuan, Q Du, Z Zhang, X Shi… - Nucleic acids …, 2023 - academic.oup.com
Ferroptosis is a mode of regulated cell death characterized by iron-dependent accumulation
of lipid peroxidation. It is closely linked to the pathophysiological processes in many …
of lipid peroxidation. It is closely linked to the pathophysiological processes in many …
Senescence atlas reveals an aged-like inflamed niche that blunts muscle regeneration
Tissue regeneration requires coordination between resident stem cells and local niche
cells,. Here we identify that senescent cells are integral components of the skeletal muscle …
cells,. Here we identify that senescent cells are integral components of the skeletal muscle …
Genome-wide prediction of disease variant effects with a deep protein language model
Predicting the effects of coding variants is a major challenge. While recent deep-learning
models have improved variant effect prediction accuracy, they cannot analyze all coding …
models have improved variant effect prediction accuracy, they cannot analyze all coding …
Predicting RNA-seq coverage from DNA sequence as a unifying model of gene regulation
Sequence-based machine-learning models trained on genomics data improve genetic
variant interpretation by providing functional predictions describing their impact on the cis …
variant interpretation by providing functional predictions describing their impact on the cis …