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Human metapneumovirus (hMPV) poses serious risks to pediatric, elderly, and immunocompromised populations. Traditional antibody discovery pipelines require 10-12 months, limiting their applicability for rapid outbreak response. This project…

Quantitative Methods · Quantitative Biology 2025-09-01 Shawnak Shivakumar , Matthew Sandora

Genetic algorithms based on natural selection and minimal fluctuations have been applied to model physical and biological systems. Critical exponents have been extracted via computational simulations of nucleation for colossal…

Mathematical Physics · Physics 2007-05-23 A. Barrañón , J. A. López , C. O. Dorso

Protein quantification and analysis are well-accepted approaches for biomarker discovery but are limited to identification without structural information. High-throughput omics data (i.e., genomics, transcriptomics, and proteomics) have…

Quantitative Methods · Quantitative Biology 2025-06-13 Lucas Wilken , Nihjum Paul , Troy Timmerman , Sara A. Tolba , Amara Arshad , Di Wu , Wenjie Xia , Bakhtiyor Rasulev , Rick Jansen , Dali Sun

Amperometry is a commonly used electrochemical method for studying the process of exocytosis in real-time. Given the high precision of recording that amperometry procedures offer, the volume of data generated can span over several hundreds…

Subcellular Processes · Quantitative Biology 2023-02-07 Jeyashree Krishnan , Zeyu Lian , Pieter E. Oomen , Xiulan He , Soodabeh Majdi , Andreas Schuppert , Andrew Ewing

Large volume of Genomics data is produced on daily basis due to the advancement in sequencing technology. This data is of no value if it is not properly analysed. Different kinds of analytics are required to extract useful information from…

Other Quantitative Biology · Quantitative Biology 2017-07-25 M. Usman Ali , Shahzad Ahmed , Javed Ferzund , Atif Mehmood , Abbas Rehman

Antigenic epitope presented by major histocompatibility complex II (MHC-II) proteins plays an essential role in immunotherapy. However, compared to the more widely studied MHC-I in computational immunotherapy, the study of MHC-II antigenic…

Machine Learning · Computer Science 2025-12-17 Yue Wan , Jiayi Yuan , Zhiwei Feng , Xiaowei Jia

Parametric Markov chains occur quite naturally in various applications: they can be used for a conservative analysis of probabilistic systems (no matter how the parameter is chosen, the system works to specification); they can be used to…

Logic in Computer Science · Computer Science 2018-11-05 Paul Gainer , Ernst Moritz Hahn , Sven Schewe

This note represents the further progress in understanding the determination of the genetic code by Golden mean (Rakocevic, 1998). Three classes of amino acids that follow from this determination (the 7 "golden" amino acids, 7 of their…

Biomolecules · Quantitative Biology 2009-03-25 Miloje M. Rakocevic

The identification of reproducible biological patterns from high-dimensional data is a bottleneck for understanding the biology of complex illnesses such as schizophrenia. To address this, we developed a biologically informed, multi-stage…

Quantitative Methods · Quantitative Biology 2017-12-04 Junfang Chen , Emanuel Schwarz

Protein-protein interactions (protein functionalities) are mediated by water, which compacts individual proteins and promotes close and temporarily stable large-area protein-protein interfaces. Proteins are peptide chains decorated by amino…

Soft Condensed Matter · Physics 2008-02-26 J. C. Phillips

The Worldwide spread of the Omicron lineage variants has now been confirmed. It is crucial to understand the process of cellular life and to discover new drugs need to identify the important proteins in a protein interaction network (PPIN).…

Molecular Networks · Quantitative Biology 2024-08-06 Mamata Das , Selvakumar K. , P. J. A. Alphonse

Using the crystal basis model of the genetic code, a set of relations between the physical-chemical properties of the amino acids are derived and compared with the experimental data. A prevision for the not yet measured thermodynamical…

Biological Physics · Physics 2007-05-23 L. Frappat , A. Sciarrino , P. Sorba

Protein-protein interactions (PPIs) are of fundamental importance for the human body, and the knowledge of their existence can facilitate very important tasks like drug target developing and therapy design. The high-throughput experiments…

Molecular Networks · Quantitative Biology 2019-10-11 Andrea Moscatelli

Biological processes involve a variety of spatial and temporal scales. A holistic understanding of many biological processes therefore requires multi-scale models which capture the relevant properties on all these scales. In this manuscript…

Molecular Networks · Quantitative Biology 2015-06-23 Jan Hasenauer , Nick Jagiella , Sabrina Hross , Fabian J. Theis

Modern bio-technologies have produced a vast amount of high-throughput data with the number of predictors far greater than the sample size. In order to identify more novel biomarkers and understand biological mechanisms, it is vital to…

Machine Learning · Statistics 2018-05-18 Kevin He , Jian Kang , Hyokyoung Grace Hong , Ji Zhu , Yanming Li , Huazhen Lin , Han Xu , Yi Li

Rapid advances in high-throughput technologies have led to considerable interest in analyzing genome-scale data in the context of biological pathways, with the goal of identifying functional systems that are involved in a given phenotype.…

Quantitative Methods · Quantitative Biology 2015-06-01 Rosemary Braun , Sahil Shah

In this paper, we present a discussion on the algorithms design of Electrical Impedance Tomography (EIT) for biomedical applications. Based on the Maxwell differential equations and the derived the finite element(FE) linear equations, we…

Signal Processing · Electrical Eng. & Systems 2019-01-23 Mingyong Zhou , Hongyu Zhu

Interpretability is crucial for doctors, hospitals, pharmaceutical companies and biotechnology corporations to analyze and make decisions for high stakes problems that involve human health. Tree-based methods have been widely adopted for…

Machine Learning · Computer Science 2024-05-24 Rui Zhang , Rui Xin , Margo Seltzer , Cynthia Rudin

One of the major problems in modeling natural signals is that signals with very similar structure may locally have completely different measurements, e.g., images taken under different illumination conditions, or the speech signal captured…

Computer Vision and Pattern Recognition · Computer Science 2012-07-19 Nebojsa Jojic , Yaron Caspi , Manuel Reyes-Gomez

While the importance of automatic image analysis is continuously increasing, recent meta-research revealed major flaws with respect to algorithm validation. Performance metrics are particularly key for meaningful, objective, and transparent…

Image and Video Processing · Electrical Eng. & Systems 2023-12-08 Annika Reinke , Minu D. Tizabi , Carole H. Sudre , Matthias Eisenmann , Tim Rädsch , Michael Baumgartner , Laura Acion , Michela Antonelli , Tal Arbel , Spyridon Bakas , Peter Bankhead , Arriel Benis , Matthew Blaschko , Florian Buettner , M. Jorge Cardoso , Jianxu Chen , Veronika Cheplygina , Evangelia Christodoulou , Beth Cimini , Gary S. Collins , Sandy Engelhardt , Keyvan Farahani , Luciana Ferrer , Adrian Galdran , Bram van Ginneken , Ben Glocker , Patrick Godau , Robert Haase , Fred Hamprecht , Daniel A. Hashimoto , Doreen Heckmann-Nötzel , Peter Hirsch , Michael M. Hoffman , Merel Huisman , Fabian Isensee , Pierre Jannin , Charles E. Kahn , Dagmar Kainmueller , Bernhard Kainz , Alexandros Karargyris , Alan Karthikesalingam , A. Emre Kavur , Hannes Kenngott , Jens Kleesiek , Andreas Kleppe , Sven Kohler , Florian Kofler , Annette Kopp-Schneider , Thijs Kooi , Michal Kozubek , Anna Kreshuk , Tahsin Kurc , Bennett A. Landman , Geert Litjens , Amin Madani , Klaus Maier-Hein , Anne L. Martel , Peter Mattson , Erik Meijering , Bjoern Menze , David Moher , Karel G. M. Moons , Henning Müller , Brennan Nichyporuk , Felix Nickel , M. Alican Noyan , Jens Petersen , Gorkem Polat , Susanne M. Rafelski , Nasir Rajpoot , Mauricio Reyes , Nicola Rieke , Michael Riegler , Hassan Rivaz , Julio Saez-Rodriguez , Clara I. Sánchez , Julien Schroeter , Anindo Saha , M. Alper Selver , Lalith Sharan , Shravya Shetty , Maarten van Smeden , Bram Stieltjes , Ronald M. Summers , Abdel A. Taha , Aleksei Tiulpin , Sotirios A. Tsaftaris , Ben Van Calster , Gaël Varoquaux , Manuel Wiesenfarth , Ziv R. Yaniv , Paul Jäger , Lena Maier-Hein