Comparative metatranscriptomics reveals kingdom level changes in the rhizosphere microbiome of plants
The ISME Journal (2013) 7, 2248–2258
& 2013 International Society for Microbial Ecology All rights reserved 1751-7362/13
www.nature.com/ismej
ORIGINAL ARTICLE
Comparative metatranscriptomics reveals kingdom
level changes in the rhizosphere microbiome
of plants
Thomas R Turner1,5, Karunakaran Ramakrishnan1, John Walshaw2, Darren Heavens3,
Mark Alston3, David Swarbreck3, Anne Osbourn4, Alastair Grant5 and Philip S Poole1,5
1
Department of Molecular Microbiology, John Innes Centre, Norwich, UK; 2Institute of Food Research,
Norwich, UK; 3The Genome Analysis Centre, Norwich, UK; 4Department of Metabolic Biology, John Innes
Centre, Norwich, UK and 5Earth Life Systems Alliance, School of Environmental Sciences, University of
East Anglia, Norwich, UK
Plant–microbe interactions in the rhizosphere have important roles in biogeochemical cycling, and
maintenance of plant health and productivity, yet remain poorly understood. Using RNA-based
metatranscriptomics, the global active microbiomes were analysed in soil and rhizospheres of
wheat, oat, pea and an oat mutant (sad1) deficient in production of anti-fungal avenacins.
Rhizosphere microbiomes differed from bulk soil and between plant species. Pea (a legume) had a
much stronger effect on the rhizosphere than wheat and oat (cereals), resulting in a dramatically
different rhizosphere community. The relative abundance of eukaryotes in the oat and pea
rhizospheres was more than fivefold higher than in the wheat rhizosphere or bulk soil. Nematodes
and bacterivorous protozoa were enriched in all rhizospheres, whereas the pea rhizosphere was
highly enriched for fungi. Metabolic capabilities for rhizosphere colonisation were selected,
including cellulose degradation (cereals), H2 oxidation (pea) and methylotrophy (all plants).
Avenacins had little effect on the prokaryotic community of oat, but the eukaryotic community
was strongly altered in the sad1 mutant, suggesting that avenacins have a broader role than
protecting from fungal pathogens. Profiling microbial communities with metatranscriptomics allows
comparison of relative abundance, from multiple samples, across all domains of life, without
polymerase chain reaction bias. This revealed profound differences in the rhizosphere microbiome,
particularly at the kingdom level between plants.
The ISME Journal (2013) 7, 2248–2258; doi:10.1038/ismej.2013.119; published online 18 July 2013
Subject Category: Microbial population and community ecology
Keywords: rhizosphere; metatranscriptomics; microbiome; wheat; oat; pea
Introduction
Interactions between plants and microbes in the
rhizosphere are of global importance to biogeochemical cycling (Philippot et al., 2009), plant health and
productivity (Bloemberg and Lugtenberg, 2001).
Colonisation of the rhizosphere, the region of soil
influenced by plant roots, is necessary for both plant
pathogens and plant growth-promoting rhizobacteria. The latter aid plants by providing nutrients,
modulating growth, defending against diseases
(Lugtenberg and Kamilova, 2009) and contributing
to disease-suppressive soils (Mendes et al., 2011).
Many plant-associated microbes are known and
Correspondence: PS Poole, Department of Molecular Microbiology, John Innes Center, Norwich Research Park, Norwich,
Norfolk NR93AD, UK.
E-mail:
Received 22 March 2013; revised 10 May 2013; accepted 21 May
2013; published online 18 July 2013
well-studied, including the symbiotic nitrogenfixing Rhizobium leguminosarum (Young et al.,
2006), and both beneficial and pathogenic
Pseudomonas spp. (Feil et al., 2005; Paulsen et al.,
2005). Also, association of mycorrhizal fungi with
most land plants is fundamental to acquisition of
mineral nutrients such as phosphate (Bonfante,
2010). However, little is known about how these
organisms interact at the community level.
Every gram of soil is estimated to contain in
excess of 50 000 species of bacteria (Roesch et al.,
2007), the vast majority of which are uncultured
(Handelsman, 2004). Sequencing of polymerase
chain reaction (PCR)-amplified 16S rDNA has been
extensively used to examine rhizosphere bacterial
communities of various plants, and recently highthroughput pyrosequencing (Margulies et al., 2005)
has revealed these communities in previously
unobtainable detail. Plants studied include the
important crop potato (Solanum tuberosum)
Rhizosphere communities of crop plants
TR Turner et al
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(Inceoglu et al., 2011), plants of the Antarctic
(Teixeira et al., 2010) and recently the model dicot
Arabidopsis thaliana (Bulgarelli et al., 2012;
Lundberg et al., 2012). However, PCR amplification
of genomic DNA is inherently biased by primer
design (Hong et al., 2009; Pinto and Raskin, 2012)
and is limited to the targeted division of life
(Bacteria, Archaea, Eukarya or a smaller taxonomic
group). Studies to date have largely focused on
either bacteria or fungi, often neglecting other
eukaryotes and archaea.
High-throughput sequencing has also enabled the
use of metagenomic strategies where total genomic
DNA from the rhizosphere is sequenced (Tett et al.,
2012). While encompassing all domains of life and
indicating the metabolic potential of a microbiome,
a metagenome contains relatively few rRNA genes,
reducing the strength of taxonomic assignments.
Metatranscriptomics, where total RNA from the
environment is sequenced, reveals active community members and metabolic pathways (Urich et al.,
2008). Many applications of metatranscriptomics are
focussed on the latter but have a significant
challenge in the requirement for enrichment of
mRNA (Stewart et al., 2010; Yi et al., 2011).
However, the dominance of rRNA in a metatranscriptomic sample allows robust assessment
of the entire microbiome, without prior selection
of taxonomic groups for study. This is technically
much less challenging than enrichment of
mRNA, avoids PCR bias and can be carried out
straightforwardly on multiple samples.
In this study, comparative metatranscriptomics
was used to study the rhizosphere microbiomes of
three crop plants grown in the same soil: wheat
(Triticum aestivum), a major world food staple; oat
(Avena strigosa), a cereal that produces anti-fungal
avenacins (Maizel et al., 1964); and pea (Pisum
sativum), a widely grown crop legume nodulated by
N2-fixing bacteria R. leguminosarum. In addition,
we compared the rhizosphere microbiome of the
wild-type oat with that of an avenacin-deficient
mutant, sad1 (Haralampidis et al., 2001). Avenacins
are triterpenoid saponins that protect oat from root
pathogens (Papadopoulou et al., 1999) including
Gaeumannomyces graminis, the causative agent of
take-all (Osbourn et al., 1994). Although metatranscriptomic analysis of total rRNA has been used
to profile microbial communities in soil (Urich
et al., 2008) and oceans (Ottesen et al., 2011;
Shi et al., 2011), this is, to our knowledge, the
first application of it to study the rhizosphere
microbiomes of important crop plants.
Materials and methods
Plant growth and samplin (...truncated)