Unbiased quantitative phenotypic analysis of microscopy images of cells or organoids grown in 3D in large enough numbers to reach statistical clarity remains a fundamental challenge. Mergenthaler, Hariharan et al. report that using data driven voxel-based features and machine learning it is possible to analyze complex 3D image data without compressing them to 2D, identifying individual cells or using computationally intensive deep learning techniques. They provide the means for facile discovery and interpretation of meaningful patterns in a high dimensional feature space without complex image processing and prior knowledge or assumptions about the feature space.
Image Credit: Philipp Mergenthaler, Charité - Universitätsmedizin Berlin, Santosh Hariharan and David Andrews, Sunnybrook Research Institute, Toronto.
Editorials
Ten simple rules for engaging with artificial intelligence in biomedicine
PLOS Computational Biology: published February 11, 2021 | https://doi.org/10.1371/journal.pcbi.1008531
Ten simple rules for navigating the computational aspect of an interdisciplinary PhD
PLOS Computational Biology: published February 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008554
Ten simple rules for running and managing virtual internships
PLOS Computational Biology: published February 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008599
Ten simple rules for starting (and sustaining) an academic data science initiative
PLOS Computational Biology: published February 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008628
Ten simple rules for getting started with command-line bioinformatics
PLOS Computational Biology: published February 18, 2021 | https://doi.org/10.1371/journal.pcbi.1008645
Ten simple rules for writing compelling recommendation letters
PLOS Computational Biology: published February 25, 2021 | https://doi.org/10.1371/journal.pcbi.1008656
Ten simple rules for hosting artists in a scientific lab
PLOS Computational Biology: published February 25, 2021 | https://doi.org/10.1371/journal.pcbi.1008675
On the open-source landscape of PLOS Computational Biology
PLOS Computational Biology: published February 11, 2021 | https://doi.org/10.1371/journal.pcbi.1008725
Education Articles
Using prototyping to choose a bioinformatics workflow management system
PLOS Computational Biology: published February 25, 2021 | https://doi.org/10.1371/journal.pcbi.1008622
Using a multiple-delivery-mode training approach to develop local capacity and infrastructure for advanced bioinformatics in Africa
PLOS Computational Biology: published February 25, 2021 | https://doi.org/10.1371/journal.pcbi.1008640
An integrated, modular approach to data science education in microbiology
PLOS Computational Biology: published February 25, 2021 | https://doi.org/10.1371/journal.pcbi.1008661
Perspective
Evaluating epidemic forecasts in an interval format
PLOS Computational Biology: published February 12, 2021 | https://doi.org/10.1371/journal.pcbi.1008618
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Unsupervised manifold learning of collective behavior
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Spectrally specific temporal analyses of spike-train responses to complex sounds: A unifying framework
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OpenAWSEM with Open3SPN2: A fast, flexible, and accessible framework for large-scale coarse-grained biomolecular simulations
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Adaptive dating and fast proposals: Revisiting the phylogenetic relaxed clock model
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Factors influencing estimates of HIV-1 infection timing using BEAST
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The role of children in the spread of COVID-19: Using household data from Bnei Brak, Israel, to estimate the relative susceptibility and infectivity of children
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Brain-inspired model for early vocal learning and correspondence matching using free-energy optimization
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On the evolution and development of morphological complexity: A view from gene regulatory networks
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FastTrack: An open-source software for tracking varying numbers of deformable objects
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Sensing ecosystem dynamics via audio source separation: A case study of marine soundscapes off northeastern Taiwan
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Tumor hepatitis B virus RNA identifies a clinically and molecularly distinct subset of hepatocellular carcinoma
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Signatures of neutral evolution in exponentially growing tumors: A theoretical perspective
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The impact of phenotypic heterogeneity of tumour cells on treatment and relapse dynamics
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Mapping parameter spaces of biological switches
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Protective impacts of household-based tuberculosis contact tracing are robust across endemic incidence levels and community contact patterns
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Metagenomics workflow for hybrid assembly, differential coverage binning, metatranscriptomics and pathway analysis (MUFFIN)
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Spec2Vec: Improved mass spectral similarity scoring through learning of structural relationships
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Balrog: A universal protein model for prokaryotic gene prediction
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Corrections
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