<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Phenotyping | Thomas Blein</title><link>https://thomas.blein.me/tags/phenotyping/</link><atom:link href="https://thomas.blein.me/tags/phenotyping/index.xml" rel="self" type="application/rss+xml"/><description>Phenotyping</description><generator>HugoBlox Kit (https://hugoblox.com)</generator><language>en-us</language><lastBuildDate>Thu, 01 Oct 2026 00:00:00 +0000</lastBuildDate><image><url>https://thomas.blein.me/media/icon_hu_505882ef33579aed.png</url><title>Phenotyping</title><link>https://thomas.blein.me/tags/phenotyping/</link></image><item><title>Root system architecture and plant adaptation</title><link>https://thomas.blein.me/projects/root-development/</link><pubDate>Thu, 01 Oct 2026 00:00:00 +0000</pubDate><guid>https://thomas.blein.me/projects/root-development/</guid><description>&lt;p&gt;Root architecture determines how plants explore the soil for water and nutrients and how they adapt to fluctuating nutrient availability. Our work spans the control of root hair and meristem morphogenesis by Rac/Rop GTPase signalling, the miR169–NF-YA module that adjusts primary root growth and branching, and the role of NF-YA10 in lateral root angle and the area explored by the root system. We also study systemic nitrogen signalling, where the CRA2 pathway coordinates cytokinin and miR399 accumulation to repress root growth and nodulation.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Related publications&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
— &lt;em&gt;Modification of plant Rac/Rop GTPase signalling using bacterial toxin transgenes&lt;/em&gt;&lt;/li&gt;
&lt;li&gt;
— &lt;em&gt;A miR169 isoform regulates specific NF-YA targets and root architecture in Arabidopsis&lt;/em&gt;&lt;/li&gt;
&lt;li&gt;
— &lt;em&gt;The transcription factor NF-YA10 determines the area explored by Arabidopsis thaliana roots and directly regulates LAZY genes&lt;/em&gt;&lt;/li&gt;
&lt;li&gt;
— &lt;em&gt;The Compact Root Architecture 2 systemic pathway is required for the repression of cytokinins and miR399 accumulation in Medicago truncatula N-limited plants&lt;/em&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;In legumes, root architecture is tightly linked to symbiotic nitrogen fixation and soil exploration. We contributed to the genome and transcriptome resources of &lt;em&gt;Medicago truncatula&lt;/em&gt;, revealing symbiotic islands and thousands of nodule-induced lncRNAs, and to the white lupin genome, which provides a framework to study cluster-root development and phosphate acquisition.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Related publications&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
— &lt;em&gt;Whole-genome landscape of Medicago truncatula symbiotic genes&lt;/em&gt;&lt;/li&gt;
&lt;li&gt;
— &lt;em&gt;High-quality genome sequence of white lupin provides insight into soil exploration and seed quality&lt;/em&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Quantifying these traits requires dedicated phenotyping and imaging approaches. We developed ChronoRoot, an open-hardware and deep-learning system for temporal root-system phenotyping, and ChronoRoot 2.0, which extends it to multi-organ segmentation and higher-throughput analysis. At the cellular scale, we use iRoCS to compare root apical meristems at single-cell resolution, and we have combined 3D imaging with pattern analysis to show how light dynamically regulates root meristem organisation. These studies are supported by image-analysis developments such as rotation-invariant HOG descriptors and attenuation correction for two-view confocal microscopy.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Related publications&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
— &lt;em&gt;ChronoRoot: High-throughput phenotyping by deep segmentation networks reveals novel temporal parameters of plant root system architecture&lt;/em&gt;&lt;/li&gt;
&lt;li&gt;
— &lt;em&gt;ChronoRoot 2.0: an open AI-powered platform for 2D temporal plant phenotyping&lt;/em&gt;&lt;/li&gt;
&lt;li&gt;
— &lt;em&gt;The iRoCS Toolbox — 3D analysis of the plant root apical meristem at cellular resolution&lt;/em&gt;&lt;/li&gt;
&lt;li&gt;
— &lt;em&gt;Light dynamically regulates growth rate and cellular organisation of the Arabidopsis root meristem&lt;/em&gt;&lt;/li&gt;
&lt;li&gt;
— &lt;em&gt;Rotation-invariant HOG descriptors using Fourier analysis in polar and spherical coordinates&lt;/em&gt;&lt;/li&gt;
&lt;li&gt;
— &lt;em&gt;Variational attenuation correction in two-view confocal microscopy&lt;/em&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Related tags:&lt;/strong&gt;
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