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The Influenza virus can be considered as one of the most severe viruses that can infect multiple species with often fatal consequences to the hosts. The Hemagglutinin (HA) gene of the virus can be a target for antiviral drug development…

Quantitative Methods · Quantitative Biology 2021-08-11 Charalambos Chrysostomou , Floris Alexandrou , Mihalis A. Nicolaou , Huseyin Seker

Influenza viruses mutate rapidly and can pose a threat to public health, especially to those in vulnerable groups. Throughout history, influenza A viruses have caused pandemics between different species. It is important to identify the…

Machine Learning · Computer Science 2024-05-24 Yanhua Xu , Dominik Wojtczak

Influenza occurs every season and occasionally causes pandemics. Despite its low mortality rate, influenza is a major public health concern, as it can be complicated by severe diseases like pneumonia. A fast, accurate and low-cost method to…

Quantitative Methods · Quantitative Biology 2022-08-01 Yanhua Xu , Dominik Wojtczak

Influenza poses a significant threat to public health, particularly among the elderly, young children, and people with underlying dis-eases. The manifestation of severe conditions, such as pneumonia, highlights the importance of preventing…

Machine Learning · Computer Science 2024-02-23 Yanhua Xu , Dominik Wojtczak

Avian Influenza breakouts cause millions of dollars in damage each year globally, especially in Asian countries such as China and South Korea. The impact magnitude of a breakout directly correlates to time required to fully understand the…

Quantitative Methods · Quantitative Biology 2018-02-27 Woo Yong Choi , Kyu Ye Song , Chan Woo Lee

The influenza virus hemagglutinin is an important part of the virus attachment to the host cells. The hemagglutinin proteins are one of the genetic regions of the virus with a high potential for mutations. Due to the importance of…

Influenza A is responsible for 290,000 to 650,000 respiratory deaths a year, though this estimate is an improvement from years past due to improvements in sanitation, healthcare practices, and vaccination programs. In this study, we perform…

Machine Learning · Computer Science 2025-07-29 Edmund F. Agyemang , Hansapani Rodrigo , Vincent Agbenyeavu

The Influenza A virus belongs to the Orthomyxoviridae family. Influenza virus infection occurs yearly in all countries of the world. It usually kills between 250,000 and 500,000 people and causes severe illness in millions more. Over the…

Cell Behavior · Quantitative Biology 2014-11-25 Juliana Silva Capitanio , Richard W. Wozniak

Human seasonal influenza viruses evolve rapidly, enabling the virus population to evade immunity and re-infect previously infected individuals. Antigenic properties are largely determined by the surface glycoprotein hemagglutinin (HA) and…

Populations and Evolution · Quantitative Biology 2016-04-27 Richard A. Neher , Trevor Bedford , Rodney S. Daniels , Colin A. Russell , Boris I. Shraiman

We propose an approach based on a combination of physical, chemical, and mathematical methods to identify and characterize virulent influenza A viruses (IAVs) through the analysis of the hemagglutinin protein. These methods include the…

Quantitative Methods · Quantitative Biology 2024-11-08 Meitner Cadena , Alejandro Yerovi

Determining phenotype from genetic data is a fundamental challenge. Influenza A viruses undergo rapid antigenic drift and identification of emerging antigenic variants is critical to the vaccine selection process. Using former seasonal…

Predicting cross-immunity between viral strains is vital for public health surveillance and vaccine development. Traditional neural network methods, such as BiLSTM, could be ineffective due to the lack of lab data for model training and the…

Computational Engineering, Finance, and Science · Computer Science 2023-10-18 Yiming Du , Zhuotian Li , Qian He , Thomas Wetere Tulu , Kei Hang Katie Chan , Lin Wang , Sen Pei , Zhanwei Du , Xiao-Ke Xu , Xiao Fan Liu

A central challenge in every field of biology is to use existing measurements to predict the outcomes of future experiments. In this work, we consider the wealth of antibody inhibition data against variants of the influenza virus. Due to…

Quantitative Methods · Quantitative Biology 2023-07-27 Tal Einav , Rong Ma

Influenza is an infectious disease with the potential to become a pandemic, and hence, forecasting its prevalence is an important undertaking for planning an effective response. Research has found that web search activity can be used to…

Machine Learning · Computer Science 2021-05-27 Michael Morris , Peter Hayes , Ingemar J. Cox , Vasileios Lampos

Despite having triggered devastating pandemics in the past, our ability to quantitatively assess the emergence potential of individual strains of animal influenza viruses remains limited. This study introduces Emergenet, a tool to infer a…

Populations and Evolution · Quantitative Biology 2024-11-27 Kevin Yuanbo Wu , Jin Li , Aaron Esser-Kahn , Ishanu Chattopadhyay

Influenza viruses undergo continual antigenic evolution allowing mutant viruses to evade host immunity acquired to previous virus strains. Antigenic phenotype is often assessed through pairwise measurement of cross-reactivity between…

Public health surveillance systems often fail to detect emerging infectious diseases, particularly in resource limited settings. By integrating relevant clinical and internet-source data, we can close critical gaps in coverage and…

Applications · Statistics 2019-03-05 Kai Liu , Ravi Srinivasan , Lauren Ancel Meyers

The seasonal human influenza virus undergoes rapid evolution, leading to significant changes in circulating viral strains from year to year. These changes are typically driven by adaptive mutations, particularly in the antigenic epitopes,…

Populations and Evolution · Quantitative Biology 2024-11-28 Matthijs Meijers , Denis Ruchnewitz , Jan Eberhardt , Malancha Karmakar , Marta Łuksza , Michael Lässig

Influenza virus contains two highly variable envelope glycoproteins, hemagglutinin (HA) and neuraminidase (NA). The structure and properties of HA, which is responsible for binding the virus to the cell that is being infected, change…

Biomolecules · Quantitative Biology 2012-09-20 J. C. Phillips

Understanding how genetic changes allow emerging virus strains to escape the protection afforded by vaccination is vital for the maintenance of effective vaccines. In the current work, we use structural and phylogenetic differences between…

Applications · Statistics 2019-05-14 Vinny Davies , William T. Harvey , Richard Reeve , Dirk Husmeier
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