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Table of Contents

February 2021

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

Avni Malik, Paranjay Patel, Lubaina Ehsan, Shan Guleria, Thomas Hartka, Sodiq Adewole, Sana Syed

Ten simple rules for navigating the computational aspect of an interdisciplinary PhD

Sabrina Islam, Christine A. Wells

Ten simple rules for running and managing virtual internships

Johannes Werner, Debora Jeske

Ten simple rules for starting (and sustaining) an academic data science initiative

Micaela S. Parker, Arlyn E. Burgess, Philip E. Bourne

Ten simple rules for getting started with command-line bioinformatics

Parice A. Brandies, Carolyn J. Hogg

Ten simple rules for writing compelling recommendation letters

Jennifer H. Kong, Latishya J. Steele, Crystal M. Botham

Ten simple rules for hosting artists in a scientific lab

Matthias C. Rillig, Karine Bonneval, Christian de Lutz, Johannes Lehmann, India Mansour, Regine Rapp, Saša Spačal, Vera Meyer

On the open-source landscape of PLOS Computational Biology

Mathieu Boudreau, Jean-Baptiste Poline, Pierre Bellec, Nikola Stikov

Education Articles

Using prototyping to choose a bioinformatics workflow management system

Michael Jackson, Kostas Kavoussanakis, Edward W. J. Wallace

Using a multiple-delivery-mode training approach to develop local capacity and infrastructure for advanced bioinformatics in Africa

Verena Ras, Gerrit Botha, Shaun Aron, Katie Lennard, Imane Allali, Shantelle Claassen-Weitz, Kilaza Samson Mwaikono, Dane Kennedy, Jessica R. Holmes, Gloria Rendon, Sumir Panji, Christopher J Fields, Nicola Mulder

An integrated, modular approach to data science education in microbiology

Kimberly A. Dill-McFarland, Stephan G. König, Florent Mazel, David C. Oliver, Lisa M. McEwen, Kris Y. Hong, Steven J. Hallam

Perspective

Evaluating epidemic forecasts in an interval format

Johannes Bracher, Evan L. Ray, Tilmann Gneiting, Nicholas G. Reich

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