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Exploring Shapes
ShapeSpaceExplorer is an interactive software tool for extracting, visualising, and analysing complex two-dimensional shape sequences. It is designed to study cell morphology and shape dynamics during cell migration, using a new landmark-free measure of shape difference to learn the intrinsic low-dimensional structure of shape space. Users can explore this space, visualise average shapes from selected regions, compare shape distributions across experimental conditions, and quantify the speed of shape transitions. We show that shape dynamics alone can predict changes in migration direction. Although motivated by cell biology, the framework applies broadly to two-dimensional shapes across science and engineering. Jefferyes et al. 2026
Image Credit: Samuel Jefferyes Anne Straube 2025
Research Articles
DSCA-HLAII: A dual-stream cross-attention model for predicting peptide–HLA class II interaction and presentation
PLOS Computational Biology: published January 2, 2026 | https://doi.org/10.1371/journal.pcbi.1013836
GAN-enhanced machine learning and metabolic modeling identify reprogramming in pancreatic cancer
PLOS Computational Biology: published January 2, 2026 | https://doi.org/10.1371/journal.pcbi.1013862
Beyond the first glance: How human presence enhances visual entropy and promotes spatial learning
PLOS Computational Biology: published January 5, 2026 | https://doi.org/10.1371/journal.pcbi.1013173
A modelling assessment of the impact of control measures on highly pathogenic avian influenza transmission in poultry in Great Britain
PLOS Computational Biology: published January 5, 2026 | https://doi.org/10.1371/journal.pcbi.1013874
Linking brain and behavior states in Zebrafish Larvae locomotion using hidden Markov models
PLOS Computational Biology: published January 5, 2026 | https://doi.org/10.1371/journal.pcbi.1013762
Biologically-constrained spiking neural network for neuromodulation in locomotor recovery after spinal cord injury
PLOS Computational Biology: published January 6, 2026 | https://doi.org/10.1371/journal.pcbi.1013866
TEPEAK: A novel method for identifying and characterizing polymorphic transposable elements in non-model species populations
PLOS Computational Biology: published January 6, 2026 | https://doi.org/10.1371/journal.pcbi.1013122
CoFormerSurv: Collaborative transformer for multi-omics survival analysis
PLOS Computational Biology: published January 7, 2026 | https://doi.org/10.1371/journal.pcbi.1013875
The role of ducks in detecting Highly Pathogenic Avian Influenza in small-scale backyard poultry farms
PLOS Computational Biology: published January 9, 2026 | https://doi.org/10.1371/journal.pcbi.1013357
Overcoming the widespread flaws in the annotation of vertebrate selenoprotein genes in public databases
PLOS Computational Biology: published January 12, 2026 | https://doi.org/10.1371/journal.pcbi.1013885
Characterization of the heterogeneity in SARS-CoV-2 fitness dynamics via graph representation learning
PLOS Computational Biology: published January 12, 2026 | https://doi.org/10.1371/journal.pcbi.1013582
The role of the spleen in red blood cell loss caused by malaria: A mathematical model
PLOS Computational Biology: published January 12, 2026 | https://doi.org/10.1371/journal.pcbi.1013865
Complex relationship among vessel diameter, shear stress and blood pressure controlling vessel pruning during angiogenesis
PLOS Computational Biology: published January 12, 2026 | https://doi.org/10.1371/journal.pcbi.1013565
Integrative analysis across metagenomic taxonomic classifiers: A case study of the gut microbiome in aging and longevity in the Integrative Longevity Omics Study
PLOS Computational Biology: published January 12, 2026 | https://doi.org/10.1371/journal.pcbi.1013883
Exosome-mediated chemotaxis optimizes leader-follower cell migration
PLOS Computational Biology: published January 13, 2026 | https://doi.org/10.1371/journal.pcbi.1013894
Network models for bridging denoising and identifying spatial domains of spatially resolved transcriptomics
PLOS Computational Biology: published January 13, 2026 | https://doi.org/10.1371/journal.pcbi.1013867
Novel artificial selection method improves function of simulated microbial communities
PLOS Computational Biology: published January 13, 2026 | https://doi.org/10.1371/journal.pcbi.1013863
Peak strain dispersion as a nonlinear mediator in HFpEF: Unraveling subtype-specific pathways via SHAP-augmented ensemble modeling
PLOS Computational Biology: published January 14, 2026 | https://doi.org/10.1371/journal.pcbi.1013891
Cross-linking mass spectrometry for structure analysis of the intrinsically disordered Tau and phosphorylated Tau protein
PLOS Computational Biology: published January 14, 2026 | https://doi.org/10.1371/journal.pcbi.1013868
TCR2HLA: Calibrated inference of HLA genotypes from TCR repertoires enables identification of immunologically relevant metaclonotypes
PLOS Computational Biology: published January 16, 2026 | https://doi.org/10.1371/journal.pcbi.1013767
Structural analysis of antigenic variation and adaptive evolution of the H5N1 neuraminidase gene
PLOS Computational Biology: published January 16, 2026 | https://doi.org/10.1371/journal.pcbi.1013903
Conditions for replay of neuronal assemblies
PLOS Computational Biology: published January 16, 2026 | https://doi.org/10.1371/journal.pcbi.1013844
Evaluating the limitations of Bayesian metabolic control analysis
PLOS Computational Biology: published January 16, 2026 | https://doi.org/10.1371/journal.pcbi.1012987
A wavelet-based approach generates quantitative, scale-free and hierarchical descriptions of 3D genome structures and new biological insights
PLOS Computational Biology: published January 20, 2026 | https://doi.org/10.1371/journal.pcbi.1013887
Therapeutic targeting of oligodendrocytes in an agent-based model of multiple sclerosis
PLOS Computational Biology: published January 20, 2026 | https://doi.org/10.1371/journal.pcbi.1013273
Anatomically aware simulation of patient-specific glioblastoma xenografts
PLOS Computational Biology: published January 20, 2026 | https://doi.org/10.1371/journal.pcbi.1013831
MMP release following cartilage injury leads to collagen loss in intact tissue: A computational study
PLOS Computational Biology: published January 20, 2026 | https://doi.org/10.1371/journal.pcbi.1013209
Linking spatial drug heterogeneity to microbial growth dynamics in theory and experiment
PLOS Computational Biology: published January 20, 2026 | https://doi.org/10.1371/journal.pcbi.1013896
Compaction of chromatin domains regulates target search times of proteins
PLOS Computational Biology: published January 20, 2026 | https://doi.org/10.1371/journal.pcbi.1013843
Higher-level spatial prediction in natural vision across mouse visual cortex
PLOS Computational Biology: published January 20, 2026 | https://doi.org/10.1371/journal.pcbi.1013136
Learning collective multicellular dynamics with an interacting mean field neural SDE model
PLOS Computational Biology: published January 21, 2026 | https://doi.org/10.1371/journal.pcbi.1013916
Histo-Miner: Deep learning based tissue features extraction pipeline from H&E whole slide images of cutaneous squamous cell carcinoma
PLOS Computational Biology: published January 21, 2026 | https://doi.org/10.1371/journal.pcbi.1013907
Measuring real-time disease transmissibility with temperature-dependent generation intervals
PLOS Computational Biology: published January 21, 2026 | https://doi.org/10.1371/journal.pcbi.1013820
Bayesian data driven modelling of kinetochore dynamics: Space-time organisation of the human metaphase plate
PLOS Computational Biology: published January 22, 2026 | https://doi.org/10.1371/journal.pcbi.1013884
Homeostasis after injury: How intertwined inference and control underpin post-injury pain and behaviour
PLOS Computational Biology: published January 22, 2026 | https://doi.org/10.1371/journal.pcbi.1013538
A predicted structural interactome reveals binding interference from intrinsically disordered regions
PLOS Computational Biology: published January 22, 2026 | https://doi.org/10.1371/journal.pcbi.1013899
Composing egocentric and allocentric maps for flexible navigation
PLOS Computational Biology: published January 23, 2026 | https://doi.org/10.1371/journal.pcbi.1013905
AugGCL: Multimodal graph learning for spatial transcriptomics analysis with enhanced gene and morphological data
PLOS Computational Biology: published January 23, 2026 | https://doi.org/10.1371/journal.pcbi.1013912
How do tumor-associated neutrophils regulate the microenvironmental landscape of brain tumors: Delivery of nano-particles through BBB
PLOS Computational Biology: published January 23, 2026 | https://doi.org/10.1371/journal.pcbi.1013906
PlasticEnz: An integrated database and screening tool combining homology and machine learning to identify plastic-degrading enzymes in meta-omics datasets
PLOS Computational Biology: published January 26, 2026 | https://doi.org/10.1371/journal.pcbi.1013892
PCR bias impacts microbiome ecological analyses
PLOS Computational Biology: published January 27, 2026 | https://doi.org/10.1371/journal.pcbi.1013908
Hierarchical analysis of RNA secondary structures with pseudoknots based on sections
PLOS Computational Biology: published January 27, 2026 | https://doi.org/10.1371/journal.pcbi.1013904
Forecasting drug resistant HIV protease evolution
PLOS Computational Biology: published January 27, 2026 | https://doi.org/10.1371/journal.pcbi.1013913
A model for the human fetal ventricular myocyte electrophysiology
PLOS Computational Biology: published January 27, 2026 | https://doi.org/10.1371/journal.pcbi.1013889
Abundant positively-charged proteins underlie JCVI-Syn3A’s expanded nucleoid and ribosome distribution
PLOS Computational Biology: published January 27, 2026 | https://doi.org/10.1371/journal.pcbi.1013898
Learning cardiac activation and repolarization times with operator learning
PLOS Computational Biology: published January 27, 2026 | https://doi.org/10.1371/journal.pcbi.1013920
Deep learning models to map osteocyte networks from confocal microscopy can successfully distinguish between young and aged bone
PLOS Computational Biology: published January 27, 2026 | https://doi.org/10.1371/journal.pcbi.1013914
Persistence diagrams as morphological signatures of cells: A method to measure and compare cells within a population
PLOS Computational Biology: published January 28, 2026 | https://doi.org/10.1371/journal.pcbi.1013890
Spatial variation in socio-economic vulnerability to Influenza-like Infection for the US population
PLOS Computational Biology: published January 28, 2026 | https://doi.org/10.1371/journal.pcbi.1013839
SpaConTDS: A multimodal contrastive learning framework for identifying spatial domains by applying tuple disturbing strategy
PLOS Computational Biology: published January 29, 2026 | https://doi.org/10.1371/journal.pcbi.1013893
Capturing individual variation in children’s electroencephalograms during nREM sleep
PLOS Computational Biology: published January 30, 2026 | https://doi.org/10.1371/journal.pcbi.1013931
Corrections
Correction: Quantifying microbial interactions based on compositional data using an iterative approach for solving generalized Lotka-Volterra equations
PLOS Computational Biology: published January 6, 2026 | https://doi.org/10.1371/journal.pcbi.1013876
Related Articles
Correction: SpaMWGDA: Identifying spatial domains of spatial transcriptomes using multi-view weighted fusion graph convolutional network and data augmentation
PLOS Computational Biology: published January 6, 2026 | https://doi.org/10.1371/journal.pcbi.1013877
Related Articles
Correction: Competition and cooperation: The plasticity of bacterial interactions across environments
PLOS Computational Biology: published January 15, 2026 | https://doi.org/10.1371/journal.pcbi.1013809
Related Articles
Correction: Simulation insights on the compound action potential in multifascicular nerves
PLOS Computational Biology: published January 20, 2026 | https://doi.org/10.1371/journal.pcbi.1013902
Related Articles
Methods
CellPredX, a computational framework for cross-data type, cross-sample, and cross-protocol cell type annotation through domain adaptation and deep metric learning
PLOS Computational Biology: published January 2, 2026 | https://doi.org/10.1371/journal.pcbi.1013824
Powerful large scale inference in high dimensional mediation analysis
PLOS Computational Biology: published January 14, 2026 | https://doi.org/10.1371/journal.pcbi.1013880
Software
ShapeSpaceExplorer: Analysis of morphological transitions in migrating cells using similarity-based shape space mapping
PLOS Computational Biology: published January 5, 2026 | https://doi.org/10.1371/journal.pcbi.1013864
TEvarSim: A genome simulator for transposable element (TE) variants
PLOS Computational Biology: published January 30, 2026 | https://doi.org/10.1371/journal.pcbi.1013933