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Nyaanga, J.

Publications and source records attributed to Nyaanga, J..

2 recordsLinked to original sources

easyXpress: An R package to analyze and visualize high-throughput C. elegans microscopy data generated using CellProfiler

High-throughput imaging techniques have become widespread in many fields of biology. These powerful platforms generate large quantities of data that can be difficult to process and visualize efficiently using existing tools. We developed easyXpress to process and review C. elegans high-throughput microscopy data in the R environment. The package provides a logical workflow for the reading, analysis, and visualization of data generated using CellProfilers WormToolbox. We equipped easyXpress with powerful functions to customize the filtering of noise in data, specifically by identifying and removing objects that deviate from expected animal measurements. This flexibility in data filtering allows users to optimize their analysis pipeline to match their needs. In addition, easyXpress includes tools for generating detailed visualizations, allowing the user to interactively compare summary statistics across wells and plates with ease. Researchers studying C. elegans benefit from this streamlined and extensible package as it is complementary to CellProfiler and leverages the R environment to rapidly process and analyze large high-throughput imaging datasets.

bioinformatics

Physical constraints on growth dynamics guide C. elegans developmental trajectories and animal shape

Growth control establishes organism size, requiring mechanisms to sense and adjust growth during development. Studies of single cells revealed that size homeostasis uses distinct control methods. In multicellular organisms, mechanisms that regulate single cell growth must integrate control across organs and tissues during development to generate adult size and shape. We leveraged the roundworm Caenorhabditis elegans as a scalable and tractable model to collect precise growth measurements of thousands of individuals, measure feeding behavior, and quantify changes in animal size and shape during a densely sampled developmental time course. As animals transitioned from one developmental stage to the next, we observed changes in body aspect ratio while body volume remained constant. Then, we modeled a physical mechanism by which constraints on cuticle stretch could cause changes in C. elegans body shape. The model-predicted shape changes are consistent with those observed in the data. Theoretically, cuticle stretch could be sensed by the animal to initiate larval-stage transitions, providing a means for physical constraints to influence developmental timing and growth rate in C. elegans. HighlightsO_LIBody size measurements of thousands of animals in a dense developmental time course C_LIO_LIGrowth rate exhibits nonlinear dynamics in both length and width C_LIO_LIChanges in body shape but not volume occur during periods of increased quiescence C_LIO_LIDynamics of animal shape consistent with a length-based threshold in cuticle stretch C_LIO_LIModeling of cuticle stretch dynamics suggests a novel mode for growth control C_LI

developmental biology