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Related papers: PeBLes: Prediction of B-cell epitope using molecul…

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The process of identifying and characterizing B-cell epitopes, which are the portions of antigens recognized by antibodies, is important for our understanding of the immune system, and for many applications including vaccine development,…

Quantitative Methods · Quantitative Biology 2025-12-10 Xiao Yuan

Epitope identification is vital for antibody design yet challenging due to the inherent variability in antibodies. While many deep learning methods have been developed for general protein binding site prediction tasks, whether they work for…

Machine Learning · Computer Science 2024-11-11 Chunan Liu , Lilian Denzler , Yihong Chen , Andrew Martin , Brooks Paige

In scientific literature, there are many programs that predict linear B-cell epitopes from a protein sequence. Each program generates multiple B-cell epitopes that can be individually studied. This paper defines a function called <C> that…

Quantitative Methods · Quantitative Biology 2017-03-08 Raul Isea

Motivation: In silico methods for the prediction of antigenic peptides binding to MHC class I molecules play an increasingly important role in the identification of T-cell epitopes. Statistical and machine learning methods, in particular,…

Quantitative Methods · Quantitative Biology 2007-05-23 Laurent Jacob , Jean-Philippe Vert

Epitopes are short antigenic peptide sequences which are recognized by antibodies or immune cell receptors. These are central to the development of immunotherapies, vaccines, and diagnostics. However, the rational design of synthetic…

In 2009, our group pioneered a novel method CBTOPE for predicting conformational B-cell epitopes in a protein from its amino acid sequence, which received extensive citations from the scientific community. In a recent study, Cia et al.…

Biomolecules · Quantitative Biology 2025-06-17 Anupma Pandey , Megha , Nishant Kumar , Ruchir Sahni , Gajendra P. S. Raghava

Antimicrobial peptides have emerged as promising molecules to combat antimicrobial resistance. However, fragmented datasets, inconsistent annotations, and the lack of standardized benchmarks hinder computational approaches and slow down the…

Recently, Antimicrobial peptides (AMPs) have been an area of interest in the researches, as the first line of defense against the bacteria. They are raising attention as an efficient way of fighting multidrug resistance. Discovering and…

Quantitative Methods · Quantitative Biology 2020-05-06 Neda Zarayeneh , Zahra Hanifeloo

For many membrane proteins the determination of their topology remains a challenge for methods like X-ray crystallography and nuclear magnetic resonance (NMR) spectroscopy. Electron paramagnetic resonance (EPR) spectroscopy has evolved as…

Antibodies are widely used in life-sciences and medical therapy. Yet, broadly applicable methods are missing to determine, in the biological system of choice, antibody specificity and its quantitative contribution to e.g. immunofluorescence…

Quantitative Methods · Quantitative Biology 2024-07-09 Dominik Tschimmel , Momina Saeed , Maria Milani , Steffen Waldherr , Tim Hucho

An accurate binding affinity prediction between T-cell receptors and epitopes contributes decisively to develop successful immunotherapy strategies. Some state-of-the-art computational methods implement deep learning techniques by…

Machine Learning · Computer Science 2024-01-18 Etienne Goffinet , Raghvendra Mall , Ankita Singh , Rahul Kaushik , Filippo Castiglione

There is an urgent need for economical blood based, noninvasive molecular biomarkers to assist in the detection and diagnosis of cancers in a cost effective manner at an early stage, when curative interventions are still possible. Serum…

Quantitative Methods · Quantitative Biology 2016-03-23 J. C. Phillips

Accurate prediction of antibody-binding sites (epitopes) on antigens is crucial for vaccine design, immunodiagnostics, therapeutic antibody development, antibody engineering, research into autoimmune and allergic diseases, and advancing our…

Biomolecules · Quantitative Biology 2025-12-24 Zhangyu You , Jiahao Ma , Hongzong Li , Ye-Fan Hu , Jian-Dong Huang

We are frequently faced with a large collection of antibodies, and want to select those with highest affinity for their cognate antigen. When developing a first-line therapeutic for a novel pathogen, for instance, we might look for such…

Populations and Evolution · Quantitative Biology 2021-01-27 Duncan K. Ralph , Frederick A. Matsen

Accurate segmentation of polyps in colonoscopy images is essential for early-stage diagnosis and management of colorectal cancer. Despite advancements in deep learning for polyp segmentation, enduring limitations persist. The edges of…

Computer Vision and Pattern Recognition · Computer Science 2024-05-28 Mengqi Lei , Xin Wang

T cell receptors (TCRs) are critical components of adaptive immune systems, responsible for responding to threats by recognizing epitope sequences presented on host cell surface. Computational prediction of binding affinity between TCRs and…

Quantitative Methods · Quantitative Biology 2023-10-31 Pengfei Zhang , Seojin Bang , Heewook Lee

Cancer is one of the most challenging diseases because of its complexity, variability, and diversity of causes. It has been one of the major research topics over the past decades, yet it is still poorly understood. To this end, multifaceted…

Quantitative Methods · Quantitative Biology 2022-12-22 Ehtisham Fazal , Muhammad Sohail Ibrahim , Seongyong Park , Imran Naseem , Abdul Wahab

Anticancer peptides (ACPs) are a class of molecules that have gained significant attention in the field of cancer research and therapy. ACPs are short chains of amino acids, the building blocks of proteins, and they possess the ability to…

Biomolecules · Quantitative Biology 2024-01-05 Zeynep Hilal Kilimci , Mustafa Yalcin

We introduce a novel, multi-scale model for affinity maturation, which aims to capture the intra-clonal, inter-clonal and epitope-specific organization of the B cell population in a germinal center. We describe the evolution of the B cell…

Populations and Evolution · Quantitative Biology 2024-02-02 Federica Ferretti , Mehran Kardar

Traditional vaccines against viruses are designed to target their surface proteins, i.e., antigens, which can trigger the immune system to produce specific antibodies to capture and neutralize the viruses. However, viruses often evolve…

Populations and Evolution · Quantitative Biology 2020-03-25 Rui Qiao , Ngoc Hieu Tran , Baozhen Shan , Ali Ghodsi , Ming Li
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