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The COVID-19 pandemic has profoundly affected global health, driven by the remarkable transmissibility and mutational adaptability of the SARS-CoV-2 virus. Although five variants of concern, Alpha, Beta, Gamma, Delta, and Omicron, have been…

Genomics · Quantitative Biology 2026-05-07 Bo Jing , Kai-Rui Zhang , Hong-Li Zeng , Erik Aurell

Proteins play a key role in facilitating the infectiousness of the 2019 novel coronavirus. A specific spike protein enables this virus to bind to human cells, and a thorough understanding of its 3-dimensional structure is therefore critical…

Biomolecules · Quantitative Biology 2020-10-28 Samuel W. K. Wong

As the major target of many vaccines and neutralizing antibodies against SARS-CoV-2, the spike (S) protein is observed to mutate over time. In this paper, we present statistical approaches to tackle some challenges associated with the…

Applications · Statistics 2021-02-02 Shiyu He , Samuel W. K. Wong

Accurate and reliable forecasting of emerging dominant severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants enables policymakers and vaccine makers to get prepared for future waves of infections. The last three waves of…

Populations and Evolution · Quantitative Biology 2022-10-19 Jiahui Chen , Rui Wang , Yuta Hozumi , Gengzhuo Liu , Yuchi Qiu , Xiaoqi Wei , Guo-Wei Wei

Surges that have been observed at different periods in the number of COVID-19 cases are associated with the emergence of multiple SARS-CoV-2 (Severe Acute Respiratory Virus) variants. The design of methods to support laboratory detection…

Early detection and characterization of coronavirus disease (COVID-19), caused by SARS-CoV-2, remain critical for effective clinical response and public-health planning. The global availability of large-scale viral sequence data presents…

Machine Learning · Computer Science 2025-12-12 Sarwan Ali , Taslim Murad

In light of the continuing emergence of new SARS-CoV-2 variants and vaccines, we create a simulation framework for exploring possible infection trajectories under various scenarios. The situations of primary interest involve the interaction…

Populations and Evolution · Quantitative Biology 2022-01-10 Kory D. Johnson , Annemarie Grass , Daniel Toneian , Mathias Beiglböck , Jitka Polechová

COVID-19 pandemic, is still unknown and is an important open question. There are speculations that bats are a possible origin. Likewise, there are many closely related (corona-) viruses, such as SARS, which was found to be transmitted…

Genomics · Quantitative Biology 2022-01-10 Sarwan Ali , Babatunde Bello , Prakash Chourasia , Ria Thazhe Punathil , Yijing Zhou , Murray Patterson

The spike protein (SP) of SARS-CoV-2 is the major molecular target for making diagnostic tests, vaccines, and therapeutic development. We used a combination of transmission electron microscopy (TEM) and surface enhanced Raman microscopy…

Biological Physics · Physics 2025-01-30 Monika Ghalawat , Virendra Kumar Meena , Sharda Prasad , Pankaj Poddar , Atanu Basu

Effective property prediction methods can help accelerate the search for COVID-19 antivirals either through accurate in-silico screens or by effectively guiding on-going at-scale experimental efforts. However, existing prediction tools have…

Quantitative Methods · Quantitative Biology 2020-05-08 Wengong Jin , Regina Barzilay , Tommi Jaakkola

Genomic surveillance of SARS-CoV-2 has been instrumental in tracking the spread and evolution of the virus during the pandemic. The availability of SARS-CoV-2 molecular sequences isolated from infected individuals, coupled with phylodynamic…

Applications · Statistics 2021-08-31 Lorenzo Cappello , Jaehee Kim , Sifan Liu , Julia A. Palacios

The integration of machine learning methods into bioinformatics provides particular benefits in identifying how therapeutics effective in one context might have utility in an unknown clinical context or against a novel pathology. We aim to…

Machine Learning · Computer Science 2020-06-29 Semih Cantürk , Aman Singh , Patrick St-Amant , Jason Behrmann

The coronavirus disease (COVID-19) pandemic, caused by the coronavirus SARS-CoV-2, has caused 60 millions of infections and 1.38 millions of fatalities. Genomic analysis of SARS-CoV-2 can provide insights on drug design and vaccine…

Other Quantitative Biology · Quantitative Biology 2020-11-26 Changchuan Yin , Stephen S. -T. Yau

Specific elements of viral genomes regulate interactions within host cells. Here, we calculated the secondary structure content of >2500 coronaviruses and computed >100000 human protein interactions with severe acute respiratory syndrome…

Biomolecules · Quantitative Biology 2020-04-30 Andrea Vandelli , Michele Monti , Edoardo Milanetti , Riccardo Delli Ponti , Gian Gaetano Tartaglia

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infectivity is a major concern in coronavirus disease 2019 (COVID-19) prevention and economic reopening. However, rigorous determination of SARS-COV-2 infectivity is essentially…

Biomolecules · Quantitative Biology 2020-06-01 Jiahui Chen , Rui Wang , Menglun Wang , Guo-Wei Wei

Although lessons have been learned from previous severe acute respiratory syndrome (SARS) and Middle East respiratory syndrome (MERS) outbreaks, the rapid evolution of the viruses means that future outbreaks of a much larger scale are…

Populations and Evolution · Quantitative Biology 2022-05-12 Zi Hian Tan , Kian Yan Yong , Jian-Jun Shu

Predicting the future evolutionary trajectory of SARS-CoV-2 remains a critical challenge, particularly due to the pivotal role of spike protein mutations. It is therefore essential to develop evolutionary models capable of continuously…

Quantitative Methods · Quantitative Biology 2025-10-06 Liaofu Luo , Jun Lv

Understanding the host-specificity of different families of viruses sheds light on the origin of, e.g., SARS-CoV-2, rabies, and other such zoonotic pathogens in humans. It enables epidemiologists, medical professionals, and policymakers to…

The rapid spread of the COVID-19 pandemic has resulted in an unprecedented amount of sequence data of the SARS-CoV-2 genome -- millions of sequences and counting. This amount of data, while being orders of magnitude beyond the capacity of…

Genomics · Quantitative Biology 2022-07-20 Sarwan Ali , Bikram Sahoo , Alexander Zelikovskiy , Pin-Yu Chen , Murray Patterson

The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has been mutating since it was first sequenced in early January 2020. The genetic variants have developed into a few distinct clusters with different properties. Since the…

Genomics · Quantitative Biology 2020-07-28 Rui Wang , Jiahui Chen , Kaifu Gao , Yuta Hozumi , Changchuan Yin , Guo-Wei Wei