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Uncovering natural variation in root system architecture and growth dynamics using a robotics-assisted phenomics platform.

LaRue T, Lindner H, Srinivas A, Exposito-Alonso M, Lobet G, Dinneny JR.

eLife · 1 Sept 2022 · 10.7554/elife.76968

Abstract

The plant kingdom contains a stunning array of complex morphologies easily observed above-ground, but more challenging to visualize below-ground. Understanding the magnitude of diversity in root distribution within the soil, termed root system architecture (RSA), is fundamental in determining how this trait contributes to species adaptation in local environments. Roots are the interface between the soil environment and the shoot system and therefore play a key role in anchorage, resource uptake, and stress resilience. Previously, we presented the GLO-Roots (Growth and Luminescence Observatory for Roots) system to study the RSA of soil-grown Arabidopsis thaliana plants from germination to maturity (Rellán-Álvarez et al., 2015). In this study, we present the automation of GLO-Roots using robotics and the development of image analysis pipelines in order to examine the temporal dynamic regulation of RSA and the broader natural variation of RSA in Arabidopsis , over time. These datasets describe the developmental dynamics of two independent panels of accessions and reveal highly complex and polygenic RSA traits that show significant correlation with climate variables of the accessions' respective origins.

Code and data availability

The paper deposits its root phenotyping imaging data, image analysis pipelines/scripts, RShiny exploration apps, and rhizotron build files on Zenodo, plus robotics software on GitHub — all paper-specific, public, and actionable.

Datasetpublic

The raw data is available through Zenodo at https://doi.org/10.5281/zenodo.5709009 .

Open resource ↗Zenodo · 10.5281/zenodo.5709009 · lines:160-163
Codepublic

Image analysis pipelines and scripts are available through Zenodo, DOI: https://doi.org/10.5281/zenodo.5708430 .

Open resource ↗Zenodo · 10.5281/zenodo.5708430 · lines:224-389
Codepublic

General code for software operating robotics available: GitHub: https://github.com/rhizolab/rhizo-server .

Open resource ↗GitHub · rhizolab/rhizo-server · lines:224-389

Other versions of this study

Preprints and published versions