The image demonstrates application of DeepMIB software for segmentation of 2D and 3D light and electron microscopy datasets. DeepMIB can train convolutional neural networks and apply them to segment multidimensional biological datasets. DeepMIB comes in a single, easy to install package bundled with Microscopy Image Browser. Its utilization does not require programming skills nor large knowledge about deep learning and, thus, is suitable for everyone. Belevich and Jokitalo (2021)
Image Credit: Ilya Belevich
Editorials
Ten simple rules for quick and dirty scientific programming
PLOS Computational Biology: published March 11, 2021 | https://doi.org/10.1371/journal.pcbi.1008549
Ten simple rules for hitting a home run with your elevator pitch
PLOS Computational Biology: published March 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008756
Collaborating with our community to increase code sharing
PLOS Computational Biology: published March 30, 2021 | https://doi.org/10.1371/journal.pcbi.1008867
Education Articles
Ten quick tips for staying safe online
PLOS Computational Biology: published March 3, 2021 | https://doi.org/10.1371/journal.pcbi.1008563
Hands-on training about overfitting
PLOS Computational Biology: published March 4, 2021 | https://doi.org/10.1371/journal.pcbi.1008671
Application of a bioinformatics training delivery method for reaching dispersed and distant trainees
PLOS Computational Biology: published March 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008715
Principles for data analysis workflows
PLOS Computational Biology: published March 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008770
Research Articles
Signal-to-signal neural networks for improved spike estimation from calcium imaging data
PLOS Computational Biology: published March 1, 2021 | https://doi.org/10.1371/journal.pcbi.1007921
Learning receptive field properties of complex cells in V1
PLOS Computational Biology: published March 2, 2021 | https://doi.org/10.1371/journal.pcbi.1007957
Linear-nonlinear cascades capture synaptic dynamics
PLOS Computational Biology: published March 15, 2021 | https://doi.org/10.1371/journal.pcbi.1008013
Protein sequence optimization with a pairwise decomposable penalty for buried unsatisfied hydrogen bonds
PLOS Computational Biology: published March 8, 2021 | https://doi.org/10.1371/journal.pcbi.1008061
Repulsive expansion dynamics in colony growth and gene expression
PLOS Computational Biology: published March 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008168
Reciprocal interaction between IK1 and If in biological pacemakers: A simulation study
PLOS Computational Biology: published March 10, 2021 | https://doi.org/10.1371/journal.pcbi.1008177
Integrating structure-based machine learning and co-evolution to investigate specificity in plant sesquiterpene synthases
PLOS Computational Biology: published March 22, 2021 | https://doi.org/10.1371/journal.pcbi.1008197
Combinatorial mathematical modelling approaches to interrogate rear retraction dynamics in 3D cell migration
PLOS Computational Biology: published March 10, 2021 | https://doi.org/10.1371/journal.pcbi.1008213
BARcode DEmixing through Non-negative Spatial Regression (BarDensr)
PLOS Computational Biology: published March 8, 2021 | https://doi.org/10.1371/journal.pcbi.1008256
A prediction tool for plaque progression based on patient-specific multi-physical modeling
PLOS Computational Biology: published March 29, 2021 | https://doi.org/10.1371/journal.pcbi.1008344
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Integrating across neuroimaging modalities boosts prediction accuracy of cognitive ability
PLOS Computational Biology: published March 5, 2021 | https://doi.org/10.1371/journal.pcbi.1008347
DeepMIB: User-friendly and open-source software for training of deep learning network for biological image segmentation
PLOS Computational Biology: published March 2, 2021 | https://doi.org/10.1371/journal.pcbi.1008374
Inferring latent temporal progression and regulatory networks from cross-sectional transcriptomic data of cancer samples
PLOS Computational Biology: published March 5, 2021 | https://doi.org/10.1371/journal.pcbi.1008379
Positive allosteric modulators of lecithin: Cholesterol acyltransferase adjust the orientation of the membrane-binding domain and alter its spatial free energy profile
PLOS Computational Biology: published March 15, 2021 | https://doi.org/10.1371/journal.pcbi.1008426
PIEZO1 and the mechanism of the long circulatory longevity of human red blood cells
PLOS Computational Biology: published March 10, 2021 | https://doi.org/10.1371/journal.pcbi.1008496
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CRISPRbuilder-TB: “CRISPR-builder for tuberculosis”. Exhaustive reconstruction of the CRISPR locus in mycobacterium tuberculosis complex using SRA
PLOS Computational Biology: published March 5, 2021 | https://doi.org/10.1371/journal.pcbi.1008500
Modeling the circadian regulation of the immune system: Sexually dimorphic effects of shift work
PLOS Computational Biology: published March 31, 2021 | https://doi.org/10.1371/journal.pcbi.1008514
Modelling the impact of clot fragmentation on the microcirculation after thrombectomy
PLOS Computational Biology: published March 12, 2021 | https://doi.org/10.1371/journal.pcbi.1008515
Perturbations both trigger and delay seizures due to generic properties of slow-fast relaxation oscillators
PLOS Computational Biology: published March 29, 2021 | https://doi.org/10.1371/journal.pcbi.1008521
Can subjective pain be inferred from objective physiological data? Evidence from patients with sickle cell disease
PLOS Computational Biology: published March 11, 2021 | https://doi.org/10.1371/journal.pcbi.1008542
A multiscale model via single-cell transcriptomics reveals robust patterning mechanisms during early mammalian embryo development
PLOS Computational Biology: published March 8, 2021 | https://doi.org/10.1371/journal.pcbi.1008571
The very early evolution of protein translocation across membranes
PLOS Computational Biology: published March 8, 2021 | https://doi.org/10.1371/journal.pcbi.1008623
Testing, tracing and isolation in compartmental models
PLOS Computational Biology: published March 4, 2021 | https://doi.org/10.1371/journal.pcbi.1008633
Health inequities in influenza transmission and surveillance
PLOS Computational Biology: published March 11, 2021 | https://doi.org/10.1371/journal.pcbi.1008642
Rational inattention and tonic dopamine
PLOS Computational Biology: published March 24, 2021 | https://doi.org/10.1371/journal.pcbi.1008659
Modelling of malaria risk, rates, and trends: A spatiotemporal approach for identifying and targeting sub-national areas of high and low burden
PLOS Computational Biology: published March 1, 2021 | https://doi.org/10.1371/journal.pcbi.1008669
Thermodynamic and sequential characteristics of phase separation and droplet formation for an intrinsically disordered region/protein ensemble
PLOS Computational Biology: published March 8, 2021 | https://doi.org/10.1371/journal.pcbi.1008672
Connectivity, reproduction number, and mobility interact to determine communities’ epidemiological superspreader potential in a metapopulation network
PLOS Computational Biology: published March 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008674
Assessing the feasibility and effectiveness of household-pooled universal testing to control COVID-19 epidemics
PLOS Computational Biology: published March 9, 2021 | https://doi.org/10.1371/journal.pcbi.1008688
Mathematical modeling of the Candida albicans yeast to hyphal transition reveals novel control strategies
PLOS Computational Biology: published March 29, 2021 | https://doi.org/10.1371/journal.pcbi.1008690
A kinetic model of the central carbon metabolism for acrylic acid production in Escherichia coli
PLOS Computational Biology: published March 8, 2021 | https://doi.org/10.1371/journal.pcbi.1008704
Up-down biphasic volume response of human red blood cells to PIEZO1 activation during capillary transits
PLOS Computational Biology: published March 3, 2021 | https://doi.org/10.1371/journal.pcbi.1008706
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Force variability is mostly not motor noise: Theoretical implications for motor control
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Biological impact of mutually exclusive exon switching
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Using deep neural networks to evaluate object vision tasks in rats
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Mechanical coupling in the nitrogenase complex
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Group testing as a strategy for COVID-19 epidemiological monitoring and community surveillance
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Inferring phenomenological models of first passage processes
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Graph of graphs analysis for multiplexed data with application to imaging mass cytometry
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Optimal prediction with resource constraints using the information bottleneck
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Vocalization with semi-occluded airways is favorable for optimizing sound production
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Comprehensive analysis of cancer breakpoints reveals signatures of genetic and epigenetic contribution to cancer genome rearrangements
PLOS Computational Biology: published March 1, 2021 | https://doi.org/10.1371/journal.pcbi.1008749
Parameters and determinants of responses to selection in antibody libraries
PLOS Computational Biology: published March 25, 2021 | https://doi.org/10.1371/journal.pcbi.1008751
Success of prophylactic antiviral therapy for SARS-CoV-2: Predicted critical efficacies and impact of different drug-specific mechanisms of action
PLOS Computational Biology: published March 1, 2021 | https://doi.org/10.1371/journal.pcbi.1008752
Using neural networks to mine text and predict metabolic traits for thousands of microbes
PLOS Computational Biology: published March 2, 2021 | https://doi.org/10.1371/journal.pcbi.1008757
Optimal timing of one-shot interventions for epidemic control
PLOS Computational Biology: published March 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008763
COMSUC: A web server for the identification of consensus molecular subtypes of cancer based on multiple methods and multi-omics data
PLOS Computational Biology: published March 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008769
Aggregation of Aβ40/42 chains in the presence of cyclic neuropeptides investigated by molecular dynamics simulations
PLOS Computational Biology: published March 12, 2021 | https://doi.org/10.1371/journal.pcbi.1008771
Transcriptional bursts explain autosomal random monoallelic expression and affect allelic imbalance
PLOS Computational Biology: published March 9, 2021 | https://doi.org/10.1371/journal.pcbi.1008772
Assessing criticality in pre-seizure single-neuron activity of human epileptic cortex
PLOS Computational Biology: published March 8, 2021 | https://doi.org/10.1371/journal.pcbi.1008773
Complementary phase responses via functional differentiation of dual negative feedback loops
PLOS Computational Biology: published March 8, 2021 | https://doi.org/10.1371/journal.pcbi.1008774
Reconstructing feedback representations in the ventral visual pathway with a generative adversarial autoencoder
PLOS Computational Biology: published March 24, 2021 | https://doi.org/10.1371/journal.pcbi.1008775
Age-structured non-pharmaceutical interventions for optimal control of COVID-19 epidemic
PLOS Computational Biology: published March 4, 2021 | https://doi.org/10.1371/journal.pcbi.1008776
Assessing the contribution of tumor mutational phenotypes to cancer progression risk
PLOS Computational Biology: published March 12, 2021 | https://doi.org/10.1371/journal.pcbi.1008777
Interspecies chimeric conditions affect the developmental rate of human pluripotent stem cells
PLOS Computational Biology: published March 1, 2021 | https://doi.org/10.1371/journal.pcbi.1008778
Tuned inhibition in perceptual decision-making circuits can explain seemingly suboptimal confidence behavior
PLOS Computational Biology: published March 29, 2021 | https://doi.org/10.1371/journal.pcbi.1008779
Public Baseline and shared response structures support the theory of antibody repertoire functional commonality
PLOS Computational Biology: published March 1, 2021 | https://doi.org/10.1371/journal.pcbi.1008781
SARS-CoV-2 viral dynamics in non-human primates
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Physiologically based pharmacokinetic/pharmacodynamic model for the prediction of morphine brain disposition and analgesia in adults and children
PLOS Computational Biology: published March 4, 2021 | https://doi.org/10.1371/journal.pcbi.1008786
Neural modelling of the encoding of fast frequency modulation
PLOS Computational Biology: published March 3, 2021 | https://doi.org/10.1371/journal.pcbi.1008787
Detection of gene cis-regulatory element perturbations in single-cell transcriptomes
PLOS Computational Biology: published March 12, 2021 | https://doi.org/10.1371/journal.pcbi.1008789
Excitatory-inhibitory tone shapes decision strategies in a hierarchical neural network model of multi-attribute choice
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CODON—Software to manual curation of prokaryotic genomes
PLOS Computational Biology: published March 31, 2021 | https://doi.org/10.1371/journal.pcbi.1008797
DCMD: Distance-based classification using mixture distributions on microbiome data
PLOS Computational Biology: published March 12, 2021 | https://doi.org/10.1371/journal.pcbi.1008799
JSOM: Jointly-evolving self-organizing maps for alignment of biological datasets and identification of related clusters
PLOS Computational Biology: published March 16, 2021 | https://doi.org/10.1371/journal.pcbi.1008804
Gene variants of coagulation related proteins that interact with SARS-CoV-2
PLOS Computational Biology: published March 17, 2021 | https://doi.org/10.1371/journal.pcbi.1008805
A network-informed analysis of SARS-CoV-2 and hemophagocytic lymphohistiocytosis genes’ interactions points to Neutrophil extracellular traps as mediators of thrombosis in COVID-19
PLOS Computational Biology: published March 8, 2021 | https://doi.org/10.1371/journal.pcbi.1008810
Bridging the gap: Using reservoir ecology and human serosurveys to estimate Lassa virus spillover in West Africa
PLOS Computational Biology: published March 3, 2021 | https://doi.org/10.1371/journal.pcbi.1008811
Estimating incidence of infection from diverse data sources: Zika virus in Puerto Rico, 2016
PLOS Computational Biology: published March 30, 2021 | https://doi.org/10.1371/journal.pcbi.1008812
The biophysical basis underlying the maintenance of early phase long-term potentiation
PLOS Computational Biology: published March 22, 2021 | https://doi.org/10.1371/journal.pcbi.1008813
Predicting recognition between T cell receptors and epitopes with TCRGP
PLOS Computational Biology: published March 25, 2021 | https://doi.org/10.1371/journal.pcbi.1008814
Demonstrating the utility of flexible sequence queries against indexed short reads with FlexTyper
PLOS Computational Biology: published March 22, 2021 | https://doi.org/10.1371/journal.pcbi.1008815
Predicting microbial growth dynamics in response to nutrient availability
PLOS Computational Biology: published March 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008817
Prediction of amphipathic helix—membrane interactions with Rosetta
PLOS Computational Biology: published March 17, 2021 | https://doi.org/10.1371/journal.pcbi.1008818
Boosting GWAS using biological networks: A study on susceptibility to familial breast cancer
PLOS Computational Biology: published March 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008819
Discovery of novel dual adenosine A1/A2A receptor antagonists using deep learning, pharmacophore modeling and molecular docking
PLOS Computational Biology: published March 19, 2021 | https://doi.org/10.1371/journal.pcbi.1008821
The evolutionary origin of the universal distribution of mutation fitness effect
PLOS Computational Biology: published March 8, 2021 | https://doi.org/10.1371/journal.pcbi.1008822
Addition of new neurons and the emergence of a local neural circuit for precise timing
PLOS Computational Biology: published March 17, 2021 | https://doi.org/10.1371/journal.pcbi.1008824
A computational study of co-inhibitory immune complex assembly at the interface between T cells and antigen presenting cells
PLOS Computational Biology: published March 8, 2021 | https://doi.org/10.1371/journal.pcbi.1008825
Analysis of spiking synchrony in visual cortex reveals distinct types of top-down modulation signals for spatial and object-based attention
PLOS Computational Biology: published March 25, 2021 | https://doi.org/10.1371/journal.pcbi.1008829
Accuracy in the prediction of disease epidemics when ensembling simple but highly correlated models
PLOS Computational Biology: published March 15, 2021 | https://doi.org/10.1371/journal.pcbi.1008831
Collective predator evasion: Putting the criticality hypothesis to the test
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PDKit: A data science toolkit for the digital assessment of Parkinson’s Disease
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A unified framework for inferring the multi-scale organization of chromatin domains from Hi-C
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Pandemic velocity: Forecasting COVID-19 in the US with a machine learning & Bayesian time series compartmental model
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Elements and evolutionary determinants of genomic divergence between paired primary and metastatic tumors
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Viscoelastic properties of wheat gluten in a molecular dynamics study
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Searching for fat tails in CRISPR-Cas systems: Data analysis and mathematical modeling
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Full-length ribosome density prediction by a multi-input and multi-output model
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An elasticity-curvature illusion decouples cutaneous and proprioceptive cues in active exploration of soft objects
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Novel anti-malarial drug strategies to prevent artemisinin partner drug resistance: A model-based analysis
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Personalized computational model quantifies heterogeneity in postprandial responses to oral glucose challenge
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Predicting antimicrobial mechanism-of-action from transcriptomes: A generalizable explainable artificial intelligence approach
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Fixation patterns in simple choice reflect optimal information sampling
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Using the antibody-antigen binding interface to train image-based deep neural networks for antibody-epitope classification
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Deducing high-accuracy protein contact-maps from a triplet of coevolutionary matrices through deep residual convolutional networks
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Learning compositional sequences with multiple time scales through a hierarchical network of spiking neurons
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Apoptosis mapping in space and time of 3D tumor ecosystems reveals transmissibility of cytotoxic cancer death
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Orchestrating privacy-protected big data analyses of data from different resources with R and DataSHIELD
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On realized serial and generation intervals given control measures: The COVID-19 pandemic case
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Correction
Correction: Up-down biphasic volume response of human red blood cells to PIEZO1 activation during capillary transits
PLOS Computational Biology: published March 31, 2021 | https://doi.org/10.1371/journal.pcbi.1008862