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In the field of environmental toxicology, rapid and precise assessment of the inflammatory response to pollutants in biological models is critical. This study leverages the power of deep learning to enable automated assessments of…

生物物理 · 物理学 2024-06-04 Lulu Xu , Peiwu Qin , Zhenglin Chen , Jiaqi Yang

The ability of the adaptive immune system to respond to arbitrary pathogens stems from the broad diversity of immune cell surface receptors (TCRs). This diversity originates in a stochastic DNA editing process (VDJ recombination) that acts…

The efficient recognition of pathogens by the adaptive immune system relies on the diversity of receptors displayed at the surface of immune cells. T-cell receptor diversity results from an initial random DNA editing process, called VDJ…

种群与进化 · 定量生物学 2015-04-28 Yuval Elhanati , Anand Murugan , Curtis G. Callan , Thierry Mora , Aleksandra M. Walczak

Collective behaviour in living systems is observed across many scales, from bacteria to insects, to fish shoals. Zebrafish have emerged as a model system amenable to laboratory study. Here we report a three-dimensional study of the…

统计力学 · 物理学 2024-05-16 Yushi Yang , Francesco Turci , Erika Kague , Chrissy L. Hammond , John Russo , C. Patrick Royall

Zebrafish have been used as a model organism in many areas of biology, including the study of pattern formation. The mean-field survival model is a coupled ODE system describing the expected evolution of chromatophores coordinating to form…

组织与器官 · 定量生物学 2025-05-19 Robert Jencks

We quantify the VDJ recombination and somatic hypermutation processes in human B-cells using probabilistic inference methods on high-throughput DNA sequence repertoires of human B-cell receptor heavy chains. Our analysis captures the…

种群与进化 · 定量生物学 2016-02-10 Yuval Elhanati , Zachary Sethna , Quentin Marcou , Curtis G. Callan , Thierry Mora , Aleksandra M. Walczak

Zebrafish share a high degree of homology with human genes and are commonly used as model organism in biomedical research. For medical laboratories, counting zebrafish is a daily task. Due to the tiny size of zebrafish, manual visual…

计算机视觉与模式识别 · 计算机科学 2025-04-21 Qianghua Chen , Huiyu Wang , Li Ming , Ying Zhao

Recognition of pathogens relies on families of proteins showing great diversity. Here we construct maximum entropy models of the sequence repertoire, building on recent experiments that provide a nearly exhaustive sampling of the IgM…

基因组学 · 定量生物学 2011-11-28 Thierry Mora , Aleksandra Walczak , William Bialek , Curtis G. Callan

Viral infections trigger complex immune responses with heterogeneous outcomes shaped by nonlinear feedbacks. An ordinary differential equation model is developed to investigate immune response dynamics during viral infection, incorporating…

定量方法 · 定量生物学 2025-10-08 Xiaoxin Wang , Kai Kang , Leyi Zhang , Changjing Zhuge

Zebrafish are a common model organism used to identify new disease therapeutics. High-throughput drug screens can be performed on larval zebrafish in multi-well plates by observing changes in behaviour following a treatment. Analysis of…

定量方法 · 定量生物学 2022-11-09 Christopher Fusco , Angel Allen

Collective motion is one of the most ubiquitous behaviours displayed by social organisms and has led to the development of numerous models. Recent advances in the understanding of sensory system and information processing by animals impel…

生物物理 · 物理学 2016-01-28 Bertrand Collignon , Axel Séguret , José Halloy

Many events in the vertebrate immune system are influenced by some element of chance. The objective of the present work is to describe affinity maturation of B lymphocytes (in which random events are perhaps the most characteristic), and to…

分子网络 · 定量生物学 2015-05-05 Tamás Szabados , Gábor Tusnády , László Varga , Tibor Bakács

In this paper we propose a "discrete in continuous" mathematical model for the morphogenesis of the posterior lateral line system in zebrafishes. Our model follows closely the results obtained in recent biological experiments. We rely on a…

细胞行为 · 定量生物学 2017-05-29 Ezio Di Costanzo , Roberto Natalini , Luigi Preziosi

Data-driven benchmarks have led to significant progress in key scientific modeling domains including weather and structural biology. Here, we introduce the Zebrafish Activity Prediction Benchmark (ZAPBench) to measure progress on the…

Living organisms are primarily made of cells. Identifying them and characterizing their geometry and spatial distribution is a first step towards building multi-scale models of these biomaterials. We propose a method to count cells using…

定量方法 · 定量生物学 2021-12-21 Anna Madra , Alex YS. Lin , Daniel J. Vanselow , Keith C. Cheng

Many real-world data sets, especially in biology, are produced by complex nonlinear dynamical systems. In this paper, we focus on brain calcium imaging (CaI) of different organisms (zebrafish and rat), aiming to build a model of joint…

Social behavior across animal species ranges from simple pairwise interactions to thousands of individuals coordinating goal-directed movements. Regardless of the scale, these interactions are governed by the interplay between multimodal…

An inverse procedure is developed and tested to recover functional and structural information from global signals of brains activity. The method assumes a leaky-integrate and fire model with excitatory and inhibitory neurons, coupled via a…

We analyse a minimal model for the primary response in the adaptive immune system comprising three different players: antigens, T and B cells. We assume B-T interactions to be diluted and sampled locally from heterogeneous degree…

细胞行为 · 定量生物学 2015-09-30 Silvia Bartolucci , Alessia Annibale

The vertebrate immune system is a wonder of modern evolution. Occasionally, however, correlations within the immune system lead to inappropriate recruitment of preexisting T cells against novel viral diseases. We present a random energy…

生物大分子 · 定量生物学 2009-11-10 Jeong-Man Park , Michael W. Deem
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