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Neural Networks can create stable and continuous memory manifolds by freezing patterns of activity without the need for fine-tuning.

From the article:

Emergence of Robust Memory Manifolds
Tankut Can and Kamesh Krishnamurthy
PRX Life 3, 023006 (2025)

HIGHLIGHTED ARTICLES

Diurnal Variations in Digestion and Flow Drive Microbial Dynamics in the Gut

Alinaghi Salari and Jonas Cremer

PRX Life 3, 023012 (2025) - Published 9 June, 2025

Gut environmental fluctuations drive cycles of bacterial loss and regrowth, causing population bottlenecks, accelerating microbial evolution, and impacting host-microbe interactions.

Intrinsic Cell-to-Cell Variance from Experimental Single-Cell Motility Data

Anton Klimek, Johannes C. J. Heyn, Debasmita Mondal, Sophia Schwartz, Joachim O. Rädler, Prerna Sharma, Stephan Block, and Roland R. Netz

PRX Life 3, 023015 (2025) - Published 17 June, 2025

By applying stochastic process inference, this study quantifies cell-specific motility traits and disentangles biological variability from noise, uncovering phenotypic diversity in genetically uniform algae and breast cancer cells.

TUTORIALS

Constraints on Metabolic Network Analysis in Bacterial Physiology

Mohammad Zim, Christian Euler, and Matthew Scott

PRX Life 3, 022001 (2025) - Published 1 April, 2025

Electrical circuit principles can be applied to model and understand bacterial growth and metabolism—discover how in this tutorial introducing the “Ohmics” framework.

ARTICLES

Neuromechanical Phase Lags and Gait Adaptation in the Nematode C. elegans

Christopher J. Pierce, Yang Ding, Lucinda Peng, Xuefei Lu, Baxi Chong, Hang Lu, and Daniel I. Goldman

PRX Life 3, 023001 (2025) - Published 3 April, 2025

Mechanical forces from the environment shape how muscle activation translates into movement in C. elegans, revealing that passive mechanics can tune gait through phase lag and wavelength modulation.

Mean-Field Model for Active Plastic Flow of Epithelial Tissue

Nikolas H. Claussen and Fridtjof Brauns

PRX Life 3, 023002 (2025) - Published 15 April, 2025

A stochastic mean-field model shows how active cell rearrangements drive tissue flow, explaining why active plastic flow self-limits and how external cues, like cell polarity, can sustain directed large-scale morphogenetic movements.

Alignment of Partially Overlapping Cryo-EM Maps Using Unbalanced Gromov-Wasserstein Divergence

Aryan Tajmir Riahi, Chenwei Zhang, Anne Condon, James Chen, and Khanh Dao Duc

PRX Life 3, 023003 (2025) - Published 29 April, 2025

EMPOT uses unbalanced optimal transport to compute rigid-body transformations and align density maps, an essential step for comparing protein structures solved by cryo-EM, which outperforms existing methods in both map registration and model fitting for partial overlaps.

Algebraic and Diagrammatic Methods for the Rule-Based Modeling of Multiparticle Complexes

Rebecca J. Rousseau and Justin B. Kinney

PRX Life 3, 023004 (2025) - Published 1 May, 2025

A mathematical framework inspired by quantum field theory models chemical systems that involve the formation and dissolution of large molecular complexes.

Assessing the Similarity of Real Matrices with Arbitrary Shape

Jasper Albers, Anno C. Kurth, Robin Gutzen, Aitor Morales-Gregorio, Michael Denker, Sonja Grün, Sacha J. van Albada, and Markus Diesmann

PRX Life 3, 023005 (2025) - Published 5 May, 2025

Singular Angle Similarity measures the similarity of real, arbitrary matrices by taking into account their two-dimensional structure, outperforming standard methods like cosine similarity or Frobenius norm in detecting shared patterns in synthetic and brain networks.

Emergence of Robust Memory Manifolds

Tankut Can and Kamesh Krishnamurthy

PRX Life 3, 023006 (2025) - Published 6 May, 2025

Frozen stabilization enables small unstructured neural networks to form robust continuous memories and exhibit separation of timescales without fine-tuning or symmetries.

Geometric Effects in Large Scale Intracellular Flows

Olenka Jain, Brato Chakrabarti, Reza Farhadifar, Elizabeth R. Gavis, Michael J. Shelley, and Stanislav Y. Shvartsman

PRX Life 3, 023007 (2025) - Published 8 May, 2025

Fluid inside Drosophila oocytes spontaneously forms a vortex that spins around the cell’s long axis. Both simulations and 3D imaging show that this direction is determined by the cell’s shape.

Impact of Local Connectivity Patterns on Excitatory-Inhibitory Network Dynamics

Yuxiu Shao, David Dahmen, Stefano Recanatesi, Eric Shea-Brown, and Srdjan Ostojic

PRX Life 3, 023008 (2025) - Published 20 May, 2025

A low-rank decomposition of the connectivity matrix reveals how local motifs—such as chain motifs—govern dynamics in excitatory-inhibitory networks, with implications for interpreting optogenetic experiments.

Unsupervised Domain Classification of AlphaFold2-Predicted Protein Structures

Federico Barone, Alessandro Laio, Marco Punta, Stefano Cozzini, Alessio Ansuini, and Alberto Cazzaniga

PRX Life 3, 023009 (2025) - Published 27 May, 2025

DPCstruct is a fast, unsupervised method that clusters AlphaFold2-predicted protein structures into recurring domains, enabling large-scale protein domain annotation.

Quantum Enhanced Real-Time Sensing of Protein-Gold Adsorption Kinetics

Mrunal Kamble, Evan Humberd, Tian Li, and Girish S. Agarwal

PRX Life 3, 023010 (2025) - Published 29 May, 2025

Integrating surface plasmon resonance with squeezed quantum light enhances real-time detection of protein binding kinetics, with greater sensitivity and less noise in molecular-level biosensing.

How Host Mobility Patterns Shape Antigenic Escape During Viral-Immune Coevolution

Natalie Blot, Caelan Brooks, Daniel W. Swartz, Eslam Abdelaleem, Martin Garic, Andrea Iglesias-Ramas, Michael Pasek, Thierry Mora, and Aleksandra M. Walczak

PRX Life 3, 023011 (2025) - Published 3 June, 2025

Viruses evading immunity through antigenic escape thrive at moderate levels of host mobility, which allow variants to spread locally while avoiding the saturation effects of low mobility and the competitive pressures of high mobility.

Diurnal Variations in Digestion and Flow Drive Microbial Dynamics in the Gut

Alinaghi Salari and Jonas Cremer

PRX Life 3, 023012 (2025) - Published 9 June, 2025

Gut environmental fluctuations drive cycles of bacterial loss and regrowth, causing population bottlenecks, accelerating microbial evolution, and impacting host-microbe interactions.

ExEnDiff: An Experiment-Guided Diffusion Model for Protein Conformational Ensemble Generation

Yikai Liu, Zongxin Yu, Richard J. Lindsay, Guang Lin, Ming Chen, Abhilash Sahoo, and Sonya M. Hanson

PRX Life 3, 023013 (2025) - Published 10 June, 2025

By integrating experimental data, this diffusion-based model guides the generation of protein ensembles and outperforms traditional structure-based approaches in producing realistic, functional conformations—particularly for flexible and intrinsically disordered proteins.

Hidden Data Structures and Statistics of Natural Images

Philipp Fleig and Ilya Nemenman

PRX Life 3, 023014 (2025) - Published 12 June, 2025

Sample-sample correlations in large data, e.g. natural images, are described by a generative model that introduces statistically dependent mixing of latent features.

Intrinsic Cell-to-Cell Variance from Experimental Single-Cell Motility Data

Anton Klimek, Johannes C. J. Heyn, Debasmita Mondal, Sophia Schwartz, Joachim O. Rädler, Prerna Sharma, Stephan Block, and Roland R. Netz

PRX Life 3, 023015 (2025) - Published 17 June, 2025

By applying stochastic process inference, this study quantifies cell-specific motility traits and disentangles biological variability from noise, uncovering phenotypic diversity in genetically uniform algae and breast cancer cells.

Maximizing Memory Capacity in Heterogeneous Networks

Kaining Zhang and Gaia Tavoni

PRX Life 3, 023016 (2025) - Published 20 June, 2025

Structural heterogeneity reduces memory capacity in neural networks, but specific patterns of connectivity and coding levels can restore and maximize performance, echoing memory organization in the hippocampus.

Unraveling Direct Correlations between Membrane Nanodomain Reorganization and Antimicrobial Resistance Evolution in Bacterial Cells

Srividhya Parthasarathi, Anurag Chaudhury, Jaydeep K. Basu, Rahul Yadav, and Deepak K. Saini

PRX Life 3, 023017 (2025) - Published 24 June, 2025

Nanodomains in E. coli cell membranes can signal early signs of antimicrobial resistance, enabling a faster approach to track how bacterial cells evolve under antibiotic stress.

Optimal Treatment for Drug-Induced Cancer Persisters Involves Release Periods and Intermediate Drug Doses

Mattia Corigliano, Arianna Di Bernardo, Marco Cosentino Lagomarsino, and Simone Pompei

PRX Life 3, 023018 (2025) - Published 26 June, 2025

Extending persistence modeling to drug-induced, dose-dependent cancer persistence reveals that strategic drug holidays and reduced doses can improve long-term treatment outcomes.

Inferring Resource Competition in Microbial Communities from Time Series

Xiaowen Chen, Kyle Crocker, Seppe Kuehn, Aleksandra M. Walczak, and Thierry Mora

PRX Life 3, 023019 (2025) - Published 30 June, 2025

Spectral analysis of abundance dynamics in microbial communities reveals resource competition and uncovers phylogenetically driven interactions in marine plankton communities.

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