Literature DB >> 24925323

A modelling framework to simulate foliar fungal epidemics using functional-structural plant models.

Guillaume Garin, Christian Fournier, Bruno Andrieu, Vianney Houlès, Corinne Robert, Christophe Pradal.   

Abstract

BACKGROUND AND AIMS: Sustainable agriculture requires the identification of new, environmentally responsible strategies of crop protection. Modelling of pathosystems can allow a better understanding of the major interactions inside these dynamic systems and may lead to innovative protection strategies. In particular, functional-structural plant models (FSPMs) have been identified as a means to optimize the use of architecture-related traits. A current limitation lies in the inherent complexity of this type of modelling, and thus the purpose of this paper is to provide a framework to both extend and simplify the modelling of pathosystems using FSPMs.
METHODS: Different entities and interactions occurring in pathosystems were formalized in a conceptual model. A framework based on these concepts was then implemented within the open-source OpenAlea modelling platform, using the platform's general strategy of modelling plant-environment interactions and extending it to handle plant interactions with pathogens. New developments include a generic data structure for representing lesions and dispersal units, and a series of generic protocols to communicate with objects representing the canopy and its microenvironment in the OpenAlea platform. Another development is the addition of a library of elementary models involved in pathosystem modelling. Several plant and physical models are already available in OpenAlea and can be combined in models of pathosystems using this framework approach. KEY
RESULTS: Two contrasting pathosystems are implemented using the framework and illustrate its generic utility. Simulations demonstrate the framework's ability to simulate multiscaled interactions within pathosystems, and also show that models are modular components within the framework and can be extended. This is illustrated by testing the impact of canopy architectural traits on fungal dispersal.
CONCLUSIONS: This study provides a framework for modelling a large number of pathosystems using FSPMs. This structure can accommodate both previously developed models for individual aspects of pathosystems and new ones. Complex models are deconstructed into separate 'knowledge sources' originating from different specialist areas of expertise and these can be shared and reassembled into multidisciplinary models. The framework thus provides a beneficial tool for a potential diverse and dynamic research community.

Mesh:

Year:  2014        PMID: 24925323      PMCID: PMC4217683          DOI: 10.1093/aob/mcu101

Source DB:  PubMed          Journal:  Ann Bot        ISSN: 0305-7364            Impact factor:   4.357


  23 in total

1.  Switching from a mechanistic model to a continuous model to study at different scales the effect of vine growth on the dynamic of a powdery mildew epidemic.

Authors:  Jean-Baptiste Burie; Michel Langlais; Agnès Calonnec
Journal:  Ann Bot       Date:  2010-12-01       Impact factor: 4.357

Review 2.  Plant architecture: a dynamic, multilevel and comprehensive approach to plant form, structure and ontogeny.

Authors:  Daniel Barthélémy; Yves Caraglio
Journal:  Ann Bot       Date:  2007-01-11       Impact factor: 4.357

3.  A multiscale model of plant topological structures

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4.  Towards a generic architectural model of tillering in Gramineae, as exemplified by spring wheat (Triticum aestivum).

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5.  NEMA, a functional-structural model of nitrogen economy within wheat culms after flowering. I. Model description.

Authors:  Jessica Bertheloot; Paul-Henry Cournède; Bruno Andrieu
Journal:  Ann Bot       Date:  2011-06-17       Impact factor: 4.357

6.  Epidemiology of Wheat Leaf and Stem Rust in the Central Great Plains of the USA.

Authors:  M G Eversmeyer; C L Kramer
Journal:  Annu Rev Phytopathol       Date:  2000-09       Impact factor: 13.078

7.  Effects of sunlight exposure on grapevine powdery mildew development.

Authors:  Craig N Austin; Wayne F Wilcox
Journal:  Phytopathology       Date:  2012-09       Impact factor: 4.025

8.  Wheat Leaf Rust Uredospore Production on Adult Plants: Influence of Leaf Nitrogen Content and Septoria tritici Blotch.

Authors:  Corinne Robert; Marie-Odile Bancal; Christian Lannou
Journal:  Phytopathology       Date:  2004-07       Impact factor: 4.025

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Journal:  Comp Funct Genomics       Date:  2004

10.  A generic model to simulate air-borne diseases as a function of crop architecture.

Authors:  Pierre Casadebaig; Gauthier Quesnel; Michel Langlais; Robert Faivre
Journal:  PLoS One       Date:  2012-11-30       Impact factor: 3.240

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  12 in total

1.  Functional-structural plant models: a growing paradigm for plant studies.

Authors:  Risto Sievänen; Christophe Godin; Theodore M DeJong; Eero Nikinmaa
Journal:  Ann Bot       Date:  2014-09       Impact factor: 4.357

2.  Root system markup language: toward a unified root architecture description language.

Authors:  Guillaume Lobet; Michael P Pound; Julien Diener; Christophe Pradal; Xavier Draye; Christophe Godin; Mathieu Javaux; Daniel Leitner; Félicien Meunier; Philippe Nacry; Tony P Pridmore; Andrea Schnepf
Journal:  Plant Physiol       Date:  2015-01-22       Impact factor: 8.340

3.  Investigation of complex canopies with a functional-structural plant model as exemplified by leaf inclination effect on the functioning of pure and mixed stands of wheat during grain filling.

Authors:  Romain Barillot; Camille Chambon; Christian Fournier; Didier Combes; Christophe Pradal; Bruno Andrieu
Journal:  Ann Bot       Date:  2019-03-14       Impact factor: 4.357

Review 4.  An overview of agent-based models in plant biology and ecology.

Authors:  Bo Zhang; Donald L DeAngelis
Journal:  Ann Bot       Date:  2020-09-14       Impact factor: 4.357

5.  Modelling interaction dynamics between two foliar pathogens in wheat: a multi-scale approach.

Authors:  Guillaume Garin; Christophe Pradal; Christian Fournier; David Claessen; Vianney Houlès; Corinne Robert
Journal:  Ann Bot       Date:  2018-04-18       Impact factor: 4.357

6.  Contrasting plant height can improve the control of rain-borne diseases in wheat cultivar mixture: modelling splash dispersal in 3-D canopies.

Authors:  T Vidal; C Gigot; C de Vallavieille-Pope; L Huber; S Saint-Jean
Journal:  Ann Bot       Date:  2018-06-08       Impact factor: 4.357

7.  Assessing the effects of quantitative host resistance on the life-history traits of sporulating parasites with growing lesions.

Authors:  Melen Leclerc; Julie A J Clément; Didier Andrivon; Frédéric M Hamelin
Journal:  Proc Biol Sci       Date:  2019-10-02       Impact factor: 5.349

8.  Plant architecture and foliar senescence impact the race between wheat growth and Zymoseptoria tritici epidemics.

Authors:  Corinne Robert; Guillaume Garin; Mariem Abichou; Vianney Houlès; Christophe Pradal; Christian Fournier
Journal:  Ann Bot       Date:  2018-04-18       Impact factor: 4.357

9.  Cultivar architecture modulates spore dispersal by rain splash: A new perspective to reduce disease progression in cultivar mixtures.

Authors:  Tiphaine Vidal; Pauline Lusley; Marc Leconte; Claude de Vallavieille-Pope; Laurent Huber; Sébastien Saint-Jean
Journal:  PLoS One       Date:  2017-11-15       Impact factor: 3.240

Review 10.  Virtual Plants Need Water Too: Functional-Structural Root System Models in the Context of Drought Tolerance Breeding.

Authors:  Adama Ndour; Vincent Vadez; Christophe Pradal; Mikaël Lucas
Journal:  Front Plant Sci       Date:  2017-09-26       Impact factor: 5.753

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