Network analysis reveals functional redundancy and keystone taxa
amongst bacterial and fungal communities during organic matter
decomposition in an arable soil
Samiran Banerjee
*
, Clive A. Kirkby, Dione Schmutter, Andrew Bissett, John A. Kirkegaard,
Alan E. Richardson
CSIRO Agriculture, ACT 2601, Australia
article info
Article history:
Received 9 February 2016
Received in revised form
23 March 2016
Accepted 28 March 2016
Available online 3 April 2016
Keywords:
Organic matter
Decomposition
Network analysis
Co-occurrence
Keystone taxa
abstract
Organic matter (OM) decomposition and breakdown of crop residues are directly linked to carbon (C)
sequestration in agricultural soils as a portion of the decomposed C becomes assimilated into stable
microbial biomass. Microbial decomposition of OM may vary with quality of OM, addition of nutrients
and functional types of microbes. While the role of fungi and bacteria in OM decomposition has received
considerable attention, the succession and co-occurrence patterns of these communities during
decomposition remain unexplored. Using 454 pyrosequencing and network analysis of bacterial 16S
rRNA and fungal ITS genes in a time-course microcosm experiment, this study shows a positive effect of
nutrient addition on overall microbial biomass and abundance of bacteria and fungi. Abundance of
different bacterial and fungal groups changed up to 300-folds under straw- and nutrient amended
treatments while the rate of decomposition remained similar, indicating a possible functional redun-
dancy. Moreover, addition of nutrients significantly altered the co-occurrence patterns of fungal and
bacterial communities, and these patterns were resource-driven and not phylogeny-driven. Richness,
evenness and diversity decreased and were negatively associated with decomposition rate. Acidobacteria,
Frateuria and Gemmatimonas in bacteria and Chaetomium, Cephalotheca and Fusarium in fungi were found
as the keystone taxa. These taxa showed strong positive associations with decomposition, indicating
their importance in C turnover. Overall, we show that addition of nutrients reduces diversity but favours
the keystone taxa, and thereby increases microbial biomass.
© 2016 Elsevier Ltd. All rights reserved.
1. Introduction
Soils comprise the largest sink of terrestrial C, 2500 Gt at 1 m
depth, and approximately 25% of the soil C has been lost to the
atmosphere due to intensive agricultural production (Lal, 2004).
Enhancing the potential of agricultural soils to sequester C has
significant implications for reducing atmospheric CO
2
and also for
alleviating soil degradation and nutrient depletion. The pivotal role
of soil microbiota in C sequestration is now well-acknowledged
(Dungait et al., 2012; Schimel and Schaeffer, 2012; Trivedi et al.,
2013; Wieder et al., 2013) with recent studies reporting that fine-
fraction C, i.e., stable OM, is likely of microbial origin (Liang and
Balser, 2011; Schmidt et al., 2011). The amount of microbially
derived organic C in soil is determined by this balance of miner-
alization and assimilation i.e. microbial carbon use efficiency
(Allison et al., 2010; Wieder et al., 2013), which may depend on
community structure and composition and/or organic matter
quality (Fontaine et al., 2003; Six et al., 2006).
The quality of straw-stubble is a very relevant issue for stubble
management in agricultural soils as it can affect the rate of its
decomposition (Blagodatskaya and Kuzyakov, 2008; Fontaine et al.,
2003). For example, the energy content of straw-stubble may
change with straw-age (i.e. with time from harvest), which may
determine its breakdown and further incorporation into soils
organic matter. This is particularly important because for soil mi-
croorganisms, the ability to breakdown ‘fresh’ organic matter
compared to ‘old’ organic matter may change with functional types
(Fontaine et al., 2003). For example, it has been suggested that
residue decomposition may be initially dominated by r -strategists
(copiotrophs, preferring fresh organic matter and higher nutrient
* Corresponding author.
E-mail address: samiran.banerjee@csiro.au (S. Banerjee).
Contents lists available at ScienceDirect
Soil Biology & Biochemistry
journal homepage: www.elsevier.com/locate/soilbio
http://dx.doi.org/10.1016/j.soilbio.2016.03.017
0038-0717/© 2016 Elsevier Ltd. All rights reserved.
Soil Biology & Biochemistry 97 (2016) 188e198