Abstract

Understanding temporal biological phenomena is a challenging task that can be approached using network analysis. Here, we explored whether network reconstruction can be used to better understand the temporal dynamics of bois noir, which is associated with ‘Candidatus Phytoplasma solani’, and is one of the most widespread phytoplasma diseases of grapevine in Europe. We proposed a methodology that explores the temporal network dynamics at the community level, i.e., densely connected subnetworks. The methodology offers both insights into the functional dynamics via enrichment analysis at the community level, and analyses of the community dissipation, as a measure that accounts for community degradation. We validated this methodology with cases on experimental temporal expression data of uninfected grapevines and grapevines infected with ‘Ca. P. solani’. These data confirm some known gene communities involved in this infection. They also reveal several new gene communities and their potential regulatory networks that have not been linked to ‘Ca. P. solani’ to date. To confirm the capabilities of the proposed method, selected predictions were empirically evaluated.

Highlights

  • Bois noir (BN) is an important economic grapevine yellows disease that is caused by the phytopathogenic bacterium ‘Candidatus Phytoplasma solani’, from the solbur 16SrXII-A subgroup of the order Acholeplasmatales in the class Mollicutes [1]

  • Evaluation of the Methodology The proposed methodology was applied to a subset of the RNA-Seq data set of uninfected and infected grapevine (Vitis vinifera) cv

  • We focused on the samples collected late in the growing season, when symptoms of BN were prominent on the grapevines infected with ‘Ca. P. solani’

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Summary

Introduction

Bois noir (BN) is an important economic grapevine yellows disease that is caused by the phytopathogenic bacterium ‘Candidatus Phytoplasma solani’, from the solbur 16SrXII-A subgroup of the order Acholeplasmatales in the class Mollicutes [1]. This phytoplasma is endemic across a broad Mediterranean region [2,3,4,5,6], and it has been reported from China, Chile and Canada [6].

Network Reconstruction
Community Detection
Community Enrichment
Recovery of Empirically Validated Community Information
A Community of Genes Associated with Photosystem II
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