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	    2016</a> | <a href="http://www.inria.fr/en/teams/virtual-plants">Presentation of the Project-Team VIRTUAL PLANTS</a> | <a href="http://team.inria.fr/virtualplants">VIRTUAL PLANTS Web Site
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        <h2>Section: 
      Highlights of the Year</h2>
        <h3 class="titre3">Highlights of the Year</h3>
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            <p class="notaparagraph"><a name="uid26"> </a><i>Stochastic model of Phyllotaxis</i>:
Exploration of developmental mechanisms classically relies on analysis of pattern regularities. Whether disorders induced by biological noise may carry information on building principles of developmental systems is an important debated question. In this work, we addressed theoretically this question using phyllotaxis, the geometric arrangement of plant aerial organs, as a model system. Phyllotaxis arises from reiterative organogenesis driven by lateral inhibitions at the shoot apex. Motivated by recurrent observations of disorders in phyllotaxis patterns, we revisited in depth the classical deterministic view of phyllotaxis. We developed a stochastic model of primordia initiation at the shoot apex, integrating locality and stochasticity in the patterning system. This stochastic model recapitulates phyllotactic patterns, both regular and irregular, and makes quantitative predictions on the nature of disorders arising from noise. Altogether, we show that disorders in phyllotaxis instruct us on the parameters governing phyllotaxis dynamics, and thus that disorders can reveal biological watermarks of developmental systems <a href="./bibliography.html#virtual_plants-2016-bid0">[27]</a>.</p>
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            <p class="notaparagraph"><a name="uid27"> </a><i>Statistical methods</i>: One of our main activities consists of identifying and characterizing developmental patterns in plant phenotyping data. Phenotyping data are very diverse ranging from the tissular to the whole plant scale but are often highly structured in space, time and scale. We intend to analyse such data using state-of-the-art methods at the crossroad between statistical modelling, machine learning and pattern recognition. This generates regularly new methodological results as illustrated this year by <a href="./bibliography.html#virtual_plants-2016-bid1">[18]</a> and <a href="./bibliography.html#virtual_plants-2016-bid2">[25]</a>.</p>
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