Recombination and low-diversity confound homoplasy-based methods to detect the effect of SARS-CoV-2 mutations on viral transmissibility (preprint)

The SARS-CoV-2 variant carrying the Spike protein mutation G614 was first detected in late January 2020 and within a few months became the dominant form globally. In the months that followed, many studies, both in vitro and in animal models, showed that variants carrying this mutation were more infectious and more readily transmitted than the ancestral Wuhan form. Here we investigate why a recently published study by van Dorp et al. failed to detect such higher transmissibility of the G614 variant using homoplasy-based methods. We show that both low diversity and recombination confound the methods utilized by van Dorp et al. and significantly decrease their sensitivity. Furthermore, though they claim no evidence of recombination in their dataset, we and several other studies identify a subset of the sequences as recombinants, possibly enough to affect their statistic adversely.

The evolutionary making of SARS-CoV-2 (preprint)

Covid-19 is the most devastating pandemic of the past 100 years. A zoonotic transfer presumably at a wildlife market introduced the causative virus, SARS-CoV-2 (sarbecovirus; beta-coronavirus), to humans in late 2019. Meanwhile, the mechanistic details of the infection process have been largely elucidated, and structural models explain binding of the virial spike to the human cell surface receptor ACE2. Yet, the evolutionary trajectory that gave rise to this pathogen is poorly understood. Here we scan SARS-CoV-2 protein sequences in-silico for innovations along the evolutionary lineage starting with the last common ancestor of coronaviruses. Substantial differences in the sets of proteins encoded by SARS-CoV-2 and viruses outside sarbecovirus, and in their domain architectures, indicate divergent functional demands. By contrast, sarbecoviruses themselves are almost fully conserved at these levels of resolution. However, profiling spike evolution on the sub-domain level using predicted linear epitopes reveals that this protein was gradually reshaped within sarbecovirus. The only epitope that is private to SARS-CoV-2 overlaps with the furin cleavage site. This lends phylogenetic support to the hypothesis that a change in strategy facilitated the zoonotic transfer of SARS-CoV-2 and its success as a human pathogen. Upon furin cleavage, spike switches from a "stealth mode" where immunodominant ACE2 binding epitopes are largely hidden to an "attack mode" where these epitopes are exposed. The resulting reinforcement of ACE2 binding extends the window of opportunity for cell entry. SARS-CoV-2 variants fine-tuning this mode switch will be particularly threatening as they optimize immune evasion.

Information retrieval in an infodemic: the case of COVID-19 publications (preprint)

In the context of searching for COVID-19 related scientific literature, we present an information retrieval methodology for effectively finding relevant publications for different information needs. We discuss different components of our architecture consisting of traditional information retrieval models, as well as modern neural natural language processing algorithms. We present recipes to better adapt these components to the case of an infodemic, where, from one hand, the number of publications has an exponential growth and, from the other hand, the topics of interest evolve as the pandemic progresses. The methodology was evaluated in the TREC-COVID challenge, achieving competitive results with top ranking teams participating in the competition. In retrospect to this challenge, we provide additional insights with further useful impacts.

Development of spike receptor-binding domain nanoparticle as a vaccine candidate against SARS-CoV-2 infection in ferrets (preprint)

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), a causative agent of COVID-19 pandemic, enters host cells via the interaction of its Receptor-Binding Domain (RBD) of Spike protein with host Angiotensin-Converting Enzyme 2 (ACE2). Therefore, RBD is a promising vaccine target to induce protective immunity against SARS-CoV-2 infection. In this study, we report the development of RBD protein-based vaccine candidate against SARS-CoV-2 using self-assembling H. pylori-bullfrog ferritin nanoparticles as an antigen delivery. RBD-ferritin protein purified from mammalian cells efficiently assembled into 24-mer nanoparticles. 16-20 months-old ferrets were vaccinated with RBD-ferritin nanoparticles (RBD-nanoparticles) by intramuscular or intranasal inoculation. All vaccinated ferrets with RBD-nanoparticles produced potent neutralizing antibodies against SARS-CoV-2. Strikingly, vaccinated ferrets demonstrated efficient protection from SARS-CoV-2 challenge, showing no fever, body weight loss and clinical symptoms. Furthermore, vaccinated ferrets showed rapid clearance of infectious viruses in nasal washes and lungs as well as viral RNA in respiratory organs. This study demonstrates the Spike RBD-nanoparticle as an effective protein vaccine candidate against SARS-CoV-2.