
Editorial: Machine Learning for Structural Biology
Gabriele Corso, Gina El Nesr, and Hannah K. Wayment-Steele
PRX Life 2, 040001 (2024)
Gabriele Corso, Gina El Nesr, and Hannah K. Wayment-Steele
PRX Life 2, 040001 (2024) - Published 21 November, 2024
Weida Liao and Eric Lauga
PRX Life 2, 043003 (2024) - Published 16 October, 2024
This study shows analytically and numerically how fluid flow inside egg cells helps keep the spindle, a key structure for cell division, securely positioned near the cell’s surface.
Liam O'Shaughnessy, Tatsuo Izawa, Ichiro Masai, Joshua W. Shaevitz, and Greg J. Stephens
PRX Life 2, 043006 (2024) - Published 25 October, 2024
Advanced analysis of 3D fish trajectories reveals key behavioral patterns—rapid maneuvers and subtle orientation shifts—in male zebrafish contests that predict winner-loser dynamics, with losers escalating aggression toward the end.
Tetsuhiro S. Hatakeyama and Ryudo Ohbayashi
PRX Life 2, 043021 (2024) - Published 23 December, 2024
Increasing chromosome numbers can enable novel traits in evolving organisms by enabling them to cross fitness valleys using redundancy, demonstrating how evolutionary innovation could select for the optimal number of chromosomes in polyploid bacteria.
Tengyu Xie, Zilin Song, and Jing Huang
PRX Life 2, 043001 (2024) - Published 4 October, 2024
AFEXplorer tailors AlphaFold’s predictions by incorporating user-defined constraints to generate alternative protein conformations that match specific functional states – a tool for exploring dynamic protein structures, such as kinase activation states and membrane transporter configurations.
Keaton B. Holt, Julius Winter, Suliana Manley, and Elena F. Koslover
PRX Life 2, 043002 (2024) - Published 8 October, 2024
Individual mitochondria transition between fragmented units and highly connected tubular structures. This study shows how the network’s architecture is linked to local parameters such as fusion and fission rates, and mechanical constraints.
Weida Liao and Eric Lauga
PRX Life 2, 043003 (2024) - Published 16 October, 2024
This study shows analytically and numerically how fluid flow inside egg cells helps keep the spindle, a key structure for cell division, securely positioned near the cell’s surface.
Christian Cupo, Cole Allan, Vikram Ailiani, and Karen E. Kasza
PRX Life 2, 043004 (2024) - Published 21 October, 2024
Live imaging of developing Drosophila embryos reveals how internal and external stresses shape tissue shear and volumetric disorders, providing insights into the physical constraints acting during morphogenesis.
Prabha Chuphal, Jordan D. Lanctôt, Sean P. Cornelius, and Aidan I. Brown
PRX Life 2, 043005 (2024) - Published 22 October, 2024
Stochastic simulations elucidate the roles and interplay of branching, connectivity and dynamical fusion and fission on transport of proteins and other molecules in mitochondrial networks.
Liam O'Shaughnessy, Tatsuo Izawa, Ichiro Masai, Joshua W. Shaevitz, and Greg J. Stephens
PRX Life 2, 043006 (2024) - Published 25 October, 2024
Advanced analysis of 3D fish trajectories reveals key behavioral patterns—rapid maneuvers and subtle orientation shifts—in male zebrafish contests that predict winner-loser dynamics, with losers escalating aggression toward the end.
Yonit Maroudas-Sacks, Liora Garion, S. Suganthan, Marko Popović, and Kinneret Keren
PRX Life 2, 043007 (2024) - Published 28 October, 2024
Studies of regenerating Hydra confined in narrow channels reveal that geometric frustration can induce multiaxial morphologies, suggesting that mechanical forces play a key role in patterning the animal’s body plan.
Christian Mauffette Denis and Paul François
PRX Life 2, 043008 (2024) - Published 31 October, 2024
By extending a previous segmentation clock model to include memory, the authors offer new insights into entrainment and explain how embryonic cells can adapt their internal rhythms in response to external cues.
Weikang Wang, Ke Ni, Dante Poe, and Jianhua Xing
PRX Life 2, 043009 (2024) - Published 5 November, 2024
A dynamical systems analysis of scRNA-seq data reveals that during cell phenotypic transitions, intercommunity interactions spike to coordinate global gene expression reprogramming, guiding cells toward a specific phenotype.
Haiqian Yang, Florian Meyer, Shaoxun Huang, Liu Yang, Cristiana Lungu, Monilola A. Olayioye, Markus J. Buehler, and Ming Guo
PRX Life 2, 043010 (2024) - Published 7 November, 2024
Using a geometric deep learning model, this study demonstrates prediction of collective cell dynamics from static images using both experimental and synthetic datasets, and identifies key features influencing model accuracy with ablation study.
Kiri Choi, Will Rosenbluth, Isabella R. Graf, Nirag Kadakia, and Thierry Emonet
PRX Life 2, 043011 (2024) - Published 12 November, 2024
Operating near a bifurcation point, olfactory neurons achieve robust encoding of odor dynamics without the need for fine-tuning, a crucial property that might explain Drosophila’s ability to navigate fluctuating odor plumes.
Veronica Panizza, Philipp Hauke, Cristian Micheletti, and Pietro Faccioli
PRX Life 2, 043012 (2024) - Published 15 November, 2024
Combining machine learning for structure prediction with quantum-inspired optimization for sequence selection, a new algorithm enables efficient and stable protein design.
Foster Birnbaum, Saachi Jain, Aleksander Madry, and Amy E. Keating
PRX Life 2, 043013 (2024) - Published 19 November, 2024
Residue Level Alignment integrates protein sequence and structure information in a self-supervised model, improving speed and precision in predicting protein binding and structural stability.
Francesco Borra, Simona Cocco, and Rémi Monasson
PRX Life 2, 043014 (2024) - Published 26 November, 2024
Taking a control theory approach, a proposed method is able to guide plastic neural networks with arbitrary initial connectivity toward a desired function through adequate spatiotemporal stimulation, demonstrating a potential pathway to computation based on real neurons.
Guillaume Terradot, Ekaterina Krasnopeeva, Peter S. Swain, and Teuta Pilizota
PRX Life 2, 043015 (2024) - Published 27 November, 2024
New experiments and modeling show that E. coli use proton-ion antiporters to modulate membrane potential, and that the strength of the resulting proton motive force governs the bacterial ability to maintain near-neutral pH and cellular homeostasis.
Bo Liu, Shanshan Qin, Venkatesh N. Murthy, and Yuhai Tu
PRX Life 2, 043016 (2024) - Published 2 December, 2024
Sparse connectivity between brain hemispheres is sufficient to learn and achieve bilateral alignment based on a realistic local learning rule.
Ivan Sigmund, Domagoj Božan, Ivana Šarić, and Nenad Pavin
PRX Life 2, 043017 (2024) - Published 5 December, 2024
The well-coordinated movement of chromosomes from the cell’s periphery to its center—a critical aspect of cell division— can be driven by length-dependent pulling forces generated by motor proteins and passive crosslinkers, as shown in this study.
Gabriella J. Gerlach and John M. Nicoludis
PRX Life 2, 043018 (2024) - Published 10 December, 2024
KnotFold, a method that mutates conserved cysteine residues in multiple sequence alignments to simulate protein coevolution, enables AlphaFold2 to correct mispredicted disulfide connectivity patterns.
Asawari Pagare and Zhiyue Lu
PRX Life 2, 043019 (2024) - Published 17 December, 2024
A benchmark reveals a counterintuitive “withdrawal effect” where biological sensors become more sensitive after briefly recovering from high ligand exposure, even in comparison to a fresh sensor starting at a low-ligand concentration environment.
Pedrom Zadeh and Brian A. Camley
PRX Life 2, 043020 (2024) - Published 20 December, 2024
Cell size, stiffness, and environment geometry dictate cell migration patterns, which explains both healthy and cancer cell behaviors - this study provides a general framework to predict how cells respond to confinement.
Tetsuhiro S. Hatakeyama and Ryudo Ohbayashi
PRX Life 2, 043021 (2024) - Published 23 December, 2024
Increasing chromosome numbers can enable novel traits in evolving organisms by enabling them to cross fitness valleys using redundancy, demonstrating how evolutionary innovation could select for the optimal number of chromosomes in polyploid bacteria.
Austin Naylor, Maximilian Libmann, Izabel Raab, Wouter-Jan Rappel, and Bo Sun
PRX Life 2, 043022 (2024) - Published 24 December, 2024
Based on an in vitro 3D ECM model, filopodial cells characterized by their dynamic protrusions and enhanced motility, emerge as key drivers of tumor invasion, adapting to and remodeling their microenvironment.