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HIF (Hypoxia Inducible Factor) is an oxygen-regulated transcription factor that mediates the intracellular response to hypoxia in human cells. There is increasing evidence that cell signaling pathways encode temporal information, and thus…

Cell Behavior · Quantitative Biology 2014-09-23 Joseph Leedale , Anne Herrmann , James Bagnall , Andreas Fercher , Dmitri Papkovsky , Violaine Sée , Rachel N. Bearon

The asymmetric Hopfield model is used to simulate signaling dynamics in gene/transcription factor networks. The model allows for a direct mapping of a gene expression pattern into attractor states. We analyze different control strategies…

Molecular Networks · Quantitative Biology 2014-10-09 Anthony Szedlak , Giovanni Paternostro , Carlo Piermarocchi

Dysregulation in signal transduction pathways can lead to a variety of complex disorders, including cancer. Computational approaches such as network analysis are important tools to understand system dynamics as well as to identify critical…

Molecular Networks · Quantitative Biology 2015-11-12 Bhanwar Lal Puniya , Laura Allen , Colleen Hochfelder , Mahbubul Majumder , Tomáš Helikar

The tumor microenvironment (TME) has emerged as a promising source of prognostic biomarkers. To fully leverage its potential, analysis methods must capture complex interactions between different cell types. We propose HiGINE -- a…

Computer Vision and Pattern Recognition · Computer Science 2025-12-10 Olle Edgren Schüllerqvist , Jens Baumann , Joakim Lindblad , Love Nordling , Artur Mezheyeuski , Patrick Micke , Nataša Sladoje

Understanding how molecular alterations propagate across biological systems to drive disease remains a central challenge. Although high-throughput profiling enables comprehensive characterization of tumor states, most models neglect…

Quantitative Methods · Quantitative Biology 2026-05-11 Kyle Higgins , Guadalupe Gonzalez , Dennis Veselkov , Ivan Laponogov , Kirill Veselkov

Intraoperative hypotension (IOH) prediction using past physiological signals is crucial, as IOH may lead to inadequate organ perfusion and significantly elevate the risk of severe complications and mortality. However, current methods often…

Machine Learning · Computer Science 2025-09-26 Mingyue Cheng , Jintao Zhang , Zhiding Liu , Chunli Liu

The effects of nonlocal and reflecting connectivity are investigated in coupled Leaky Integrate-and-Fire (LIF) elements, which assimilate the exchange of electrical signals between neurons. Earlier investigations have demonstrated that…

Pattern Formation and Solitons · Physics 2017-08-02 N. D. Tsigkri-DeSmedt , J. Hizanidis , E. Schoell , P. Hoevel , A. Provata

Early olfactory pathway responses to the presentation of an odor exhibit remarkably similar dynamical behavior across phyla from insects to mammals, and frequently involve transitions among quiescence, collective network oscillations, and…

Neurons and Cognition · Quantitative Biology 2020-09-29 Pamela B Pyzza , Katherine A Newhall , Douglas Zhou , Gregor Kovacic , David Cai

We propose a model for glioma patterns in a microlocal tumor environment under the influence of acidity, angiogenesis, and tissue anisotropy. The bottom-up model deduction eventually leads to a system of reaction-diffusion-taxis equations…

Tissues and Organs · Quantitative Biology 2020-09-22 Pawan Kumar , Christina Surulescu

We study the dynamics of identical Leaky Integrate-and-Fire (LIF) neurons on a multiplex composed of two ring networks with symmetric nonlocal coupling within each ring and one-to-one connections between rings. We investigate the impact of…

Pattern Formation and Solitons · Physics 2023-10-30 K. Anesiadis , J. Hizanidis

The population activity of random networks of excitatory and inhibitory leaky integrate-and-fire (LIF) neurons has been studied extensively. In particular, a state of asynchronous activity with low firing rates and low pairwise correlations…

Neurons and Cognition · Quantitative Biology 2015-06-03 Volker Pernice , Benjamin Staude , Stefano Cardanobile , Stefan Rotter

The tumour microenvironment plays a fundamental role in understanding the development and progression of cancer. This paper proposes a novel spatial point process model that accounts for inhomogeneity and interaction to flexibly model a…

Applications · Statistics 2023-07-13 Jonatan A. González , Paula Moraga

One of the key characteristics of cancer cells is an increased phenotypic plasticity, driven by underlying genetic and epigenetic perturbations. However, at a systems-level it is unclear how these perturbations give rise to the observed…

Molecular Networks · Quantitative Biology 2015-04-30 Andrew E. Teschendorff , Christopher R. S. Banerji , Simone Severini , Reimer Kuehn , Peter Sollich

Signaling pathways serve to communicate information about extracellular conditions into the cell, to both the nucleus and cytoplasmic processes to control cell responses. Genetic mutations in signaling network components are frequently…

Molecular Networks · Quantitative Biology 2021-06-15 Michael A. Kochen , Steven S. Andrews , H. Steven Wiley , Song Feng , Herbert M. Sauro

Hypoxia-activated prodrugs offer a promising strategy for targeting oxygen-deficient regions in solid tumors, which are often resistant to conventional therapies. However, modeling their behavior is challenging because of the complex…

Numerical Analysis · Mathematics 2025-10-06 Alessandro Coclite , Riccardo Montanelli Eccher , Luca Possenti , Piermario Vitullo , Paolo Zunino

Tumor Necrosis Factor alpha (TNF) initiates a complex series of biochemical events in the cell upon binding to its type R1 receptor (TNF-R1). Recent experimental work has unravelled the molecular regulation of the recruitment of initial…

Molecular Networks · Quantitative Biology 2009-10-30 Roberto Chignola , Marcello Farina , Alessio Del Fabbro , Edoardo Milotti

A model is proposed to study the process of hypoxia-induced angiogenesis in cancer cells. The model accounts for the role played by the vascular endothelial growth factor (VEGF)-A in regulating the oxygen intake. VEGF-A is dynamically…

Cell Behavior · Quantitative Biology 2010-12-13 Pasquale Laise , Francesca Di Patti , Duccio Fanelli , Marika Masselli , Annarosa Arcangeli

The Spiking Neural Network (SNN) has drawn increasing attention for its energy-efficient, event-driven processing and biological plausibility. To train SNNs via backpropagation, surrogate gradients are used to approximate the…

Neural and Evolutionary Computing · Computer Science 2025-05-16 Kai Sun , Peibo Duan , Levin Kuhlmann , Beilun Wang , Bin Zhang

Tumor cell migration within the microenvironment is a crucial aspect for cancer progression and, in this context, hypoxia has a significant role. An inadequate oxygen supply acts as an environmental stressor inducing migratory bias and…

Cell Behavior · Quantitative Biology 2026-02-24 Giulia Chiari , Martina Conte , Marcello Delitala

Within the tumor microenvironment (TME), cancer cells use mechanotransduction pathways to convert biophysical forces to biochemical signals. However, the underlying mechanisms and functional significance of these pathways remain largely…

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