A deep learning approach predicting the activity of COVID-19 therapeutics and vaccines against emerging variants.

Understanding which viral variants evade neutralization is crucial for improving antibody-based treatments, especially with rapidly evolving viruses like SARS-CoV-2. Yet, conventional assays are labor intensive and cannot capture the full spectrum of variants. We present a deep learning approach to predict changes in neutralizing antibody activity of COVID-19 therapeutics and vaccine-elicited sera/plasma against emerging viral variants.

Continuous genomic diversification of long polynucleotide fragments drives the emergence of new SARS-CoV-2 variants of concern.

Highly transmissible or immuno-evasive SARS-CoV-2 variants have intermittently emerged, resulting in repeated COVID-19 surges. With over 6 million SARS-CoV-2 genomes sequenced, there is unprecedented data to decipher the evolution of fitter SARS-CoV-2 variants. Much attention has been directed to studying the functional importance of specific mutations in the Spike protein, but there is limited knowledge of genomic signatures shared by dominant variants.

On the Origins of Omicron's Unique Spike Gene Insertion.

The emergence of a heavily mutated SARS-CoV-2 variant (Omicron; Pango lineage B.1.1.

High diversity in Delta variant across countries revealed by genome-wide analysis of SARS-CoV-2 beyond the Spike protein.

The highly contagious Delta variant of SARS-CoV-2 has become a prevalent strain globally and poses a public health challenge around the world. While there has been extensive focus on understanding the amino acid mutations in the Delta variant's Spike protein, the mutational landscape of the rest of the SARS-CoV-2 proteome (25 proteins) remains poorly understood. To this end, we performed a systematic analysis of mutations in all the SARS-CoV-2 proteins from nearly 2 million SARS-CoV-2 genomes from 176 countries/territories.

Evidence of sinks and sources in the phospholipase C-activated PIP cycle.

In many eukaryotic signalling cascades, receptor-mediated phospholipase C (PLC) activity triggers phosphatidylinositol-4,5-bisphosphate (PIP ) hydrolysis, leading to information transfer. Coupled with PLC activation is a sequence of reactions spread across multiple compartments which resynthesize PIP , a process essential for supporting sustained PLC signalling. The biochemical strategies coordinating these reactions and, in particular, whether this is a closed cycle with no net addition or loss of metabolites, are poorly understood.