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diff --git a/Discussion.tex b/Discussion.tex
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$^{13}$C from xylose and/or cellulose into biomass over time. With this
information we can build a conceptual model for the soil food web with respect
to xylose and cellulose in our microcosms. We propose xylose and
cellulose C cellulose-C added to soil microcosms took the following path through the
microbial food web (Figure~\ref{fig:foodweb}): fast-growing \textit{Firmicutes}
spore formers first assimilated xylose C within 24 hours. Over the next
6 days, biomass from early-responding \textit{Firmicutes} and the remaining
...
\subsection{Ecological strategies of soil microorganisms participating in the
decomposition of organic matter}
% Fakesubsubsection:Models of soil C cycling rely on
Models of soil C cycling rely on functional niches defined by
ecologists and soil
microbiologists. In these models ecological strategies such as growth rate and
substrate specificity are parameters for functional niche behavior
in soil C models
\citep{Kaiser2014a}. Functional niches are commonly discovered by observing how
community structure changes with changing conditions
\cite{Fierer2007}. In this experiment, DNA-SIP revealed functional niche
membership. We also used DNA-SIP data to quantify substrate specificity which
is related to the magnitude of DNA BD shift upon $^{13}$C labeling (see
Results). Moreover, we assessed growth rate of functional niche members by
estimating niche member \textit{rrn} gene copy number, a genomic feature
reliably extrapolated from phylogeny that is indicative of how fast
a microorganism grows \citep{11125085,Kembel_2012}. We found that
$^{13}$C-cellulose responsive OTUs are
likely slow growing substrate
specialists relative to $^{13}$C-xylose responders (Figure~\ref{fig:shift},
Figure~\ref{fig:copy}). We also found that $^{13}$C-xylose responsive OTUs that
incorporated $^{13}$C into biomass at day one grow faster than OTUs that
...
directly assimilating labile C and has implications for modelling trophic
niches. We also note that $^{13}$C-cellulose responders are generally lower
abundance members of the bulk community than $^{13}$C-xylose responsive OTUs
(Figure~\ref{fig:shift}), however,
High high \textit{rrn} gene copy number may
inflate $^{13}$C-xylose-responder abundance.
% Fakesubsubsection:NRI values have been used to assess
...
labeled as a result of primary xylose assimilation (see below), and therefore
it's not clear if $^{13}$C-xylose responsive OTUs in this experiment constitute
a single ecologically meaningful group or multiple ecological groups.
Temporally defined $^{13}$C-xylose responder groups, however,
are were
phylogenetically coherent (Figure~\ref{fig:tiledtree},
Figure~\ref{fig:xyl_count}). For example, most day
1 $^{13}$C-xylose responders are members of the \textit{Paenibacillus} (see
...
assessed by functionally screening isolates and/or genomes. Xylose use in soil,
for instance, may be less a function of catabolic pathway distribution across
genomes and more a function of lifestyle. Phenomena such as seasonal change
\citep{Schmidt2007}, and rainfall \citep{Placella2012}
pulse deliver nutrients cause nutrient and
resources resource concentrations in soil to
soil. fluctuate. Therefore, fast growth and/or
rapid resuscitation upon wet up \citep{Placella2012} allow microorganisms to
favorably compete for labile C resources. Life history ecological strategies
tied to phylogeny like growth rate \cite{Fierer2007} may constrain the
diversity of labile C assimilators even though the ability to use labile C is
phylogenetically dispersed. DNA-SIP is useful for establishing \textit{in situ}
phylogenetic clustering and diversity of functional guilds because DNA-SIP can
account for life history strategies by targeting \textit{active}
microorganisms. Additionally, snapshot estimates of community composition
commonly inform
soil
structure-function-relationship soil-structure-function-relationship studies \citep{Fierer2007}
but labile C decomposition might not be linked to snapshot community structure.
Alternatively labile C decomposition might be linked specifically to community
structure \textit{dynamics}. That is, fast growing spore formers would not need
to maintain high abundance to significantly mediate cycling of pulse delivered
...
biogeochemical processes that are the sum of many subprocesses involve a broad
array of taxa and are assumed to be less influenced by community change than
narrow processes that involve a single, specific chemical transformation by
a
smaller narrow suite of microbial participants \citep{Schimel_1995,McGuire2010}.
Within an aggregate process such as C decomposition, subprocesses can be
further classified as broad or narrow \citep{McGuire2010}. In theory, ``broad''
and ``narrow'' functional guilds decompose labile and recalcitrant C,
respectively \citep{McGuire2010}. However, the diversity of active labile C and
recalcitrant C decomposers in soil has not been directly quantified. Notably,
we found more OTUs responded to $^{13}$C-cellulose, 63, than $^{13}$C-xylose,
49. Also, it is possible that many $^{13}$C-xylose responders are predatory
bacteria or saprophytes as opposed to primary labile C degraders (see below).
Cellulose and xylose decomposer functional guilds were non-overlapping in
membership -- of
104 $^{13}$C-responders only 8 responded to both cellulose and xylose -- and
represented a small fraction of total soil community diversity
(Figure~\ref{fig:genspec}). While xylose use is undoubtedly more widely
...
Figure~\ref{fig:babund}). Considering \textit{Agromyces} and
\textit{Bacteroidetes} phylotypes are likely soil predators, one parsimonious
hypothesis for $^{13}$C-labelling of \textit{Bacteroidetes} and
\textit{Actinobacteria} with a corresponding decrease
in $^{13}$C-labeled
\textit{Firmicutes} abundance is that \textit{Bacteroidetes} and
\textit{Actinobacteria} fed on $^{13}$C-labeled \textit{Firmicutes}. Besides
predation, mother cell lysis, the last step in sporulation, would release
...
composition could affect C dynamics and fate. Genomic evidence shows cellulose
degradation is a phylogenetically conserved trait \citep{Berlemont2013}. Our
study evaluates the phylogenetic conservation of soil cellulose degradation in
active microorganisms via DNA-SIP and
genomic evidence concurs with our
results. results concur with genomic
evidence. A decrease in cellulose degrader abundance would diminish
cellulose decomposition process rates as few soil microorganisms can fill the
phylogenetically conserved cellulose degradation niche. Dispersed cellulose
decomposers could renew ecosystem function, however. For labile
C decomposition, the absence of fast growing spore formers would allow other
microbes to assimilate labile C provided dispersal does not enable rapid
recolonization. Primary labile C degraders in this study grow fast, and form
spores and these distinct ecological strategies might indicate distinct C use
dynamics and/or resource allocation. New labile C degraders may metabolize and
allocate labile C differently thus changing labile C dynamics and fate.
Further, labile C degrader substitution could affect biomass C turnover by
predatory bacteria or saprophytes that feed on fast growing, spore forming
labile C decomposers. On the other hand, spore formation enables dispersal
\citep{Nicholson2000} which would allow fast growing spore formers to
continuously occupy the labile C decomposition niche. One proposed mechanism
for similar decomposition rates of labile C across soils varying in community
composition is that labile C is decomposed by a diverse suite of soil
diff --git a/Introduction.tex b/Introduction.tex
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--- a/Introduction.tex
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...
% Fakesubsubsection:A temporal cascade occurs in natural microbial
This study aimed to observe labile C versus polymeric C assimilation dynamics
in the soil microbial community.
Io To soil microcosms we added a mixture of
nutrients and C substrates that simulated the composition of plant biomass. All
microcosms received the same C substrate mixture where the only difference
between treatments was the identity of the isotopically labeled substrate.
diff --git a/Results.tex b/Results.tex
index 83e7d5f..01468cc 100644
--- a/Results.tex
+++ b/Results.tex
...
Supplemental~Note~XX). We predicted the \textit{rrn} gene copy number for each
OTU as described previously \citep{Kembel_2012}. The estimated
\textit{rrn} gene copy number for $^{13}$C-xylose responders was inversely
related to
the time
point of
the first response for each OTU (P-value
2.02x10$^{-15}$, Figure~\ref{fig:copy}). OTUs that did not respond at day
1
respond but did respond at day 3 and/or day 7 had fewer estimated
\textit{rrn} copy number than OTUs that responded at day 1
(Figure~\ref{fig:copy}).
%Fakesubsubsection:
We assessed phylogenetic clustering of $^{13}$C-responsive OTUs with the
Nearest Taxon Index (NTI), the Net Relatedness Index
(NRI), (NRI)
\citep{Webb2000}, and the consenTRAIT metric \citep{Martiny2013}.
Briefly, positive NRI and NTI with corresponding low P-values indicates
deep phylogenetic clustering whereas negative NRI with high P-values
indicates taxa are overdispersed compared to the null model
\citep{Evans2014a}. NRI and P-values for substrate responder groups
suggest $^{13}$C-xylose responders are overdispersed (NRI: -1.33, P:
0.90) while $^{13}$C-cellulose responders are clustered (NRI: 4.49, P: 0.001).
NTI values show that both $^{13}$C-cellulose and $^{13}$C-xylose responders
are clustered near the tips of the tree (NTI: 1.43 (P: 0.072), 2.69 (P:
0.001), respectively). The consenTRAIT clade depth for $^{13}$C-xylose and
$^{13}$C-cellulose responders was 0.012 and 0.028 16S rRNA sequence
dissimilarity, respectively.