
Neural Networks can create stable and continuous memory manifolds by freezing patterns of activity without the need for fine-tuning.
Emergence of Robust Memory Manifolds
Tankut Can and Kamesh Krishnamurthy
PRX Life 3, 023006 (2025)
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.