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diff --git a/Introduction.tex b/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. We added
a mixture of nutrients and
C substrates to soil microcosms that simulated the composition of plant
biomass.
We All microcosms received the same C substrate mixture where the only
difference between treatments was the identity of the isotopically
labeled substrate. Specifically, we set up
a series of microcosms with three
microcosm series: treatments: in one
series treatment xylose was substituted for its
$^{13}$C-equivalent, in another cellulose was substituted for its
$^{13}$C-equivalent, and in the third
series treatment all substrates in the mixture
were unlabeled. We
harvested microcosms at days 1, 3, 7, 14 and 30 except day
1 where only $^{13}$C-xylose treated microcosms were harvested. We used labeled
xylose and cellulose to contrast labile C and polymeric C decomposition,
respectively and we sequenced 16S rRNA genes from SIP density fractions with
high throughput DNA sequencing technology. Our experimental design allowed us
to observe the soil microbial community members that assimilated xylose-C and
cellulose-C over time.
diff --git a/Results.tex b/Results.tex
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\section{Results}
% Fakesubsubsection:We observed C use dynamics by the soil microbial
We Our experimental design allowed us to track the flow of xylose and cellulose
C through the soil microbial community (Figure~\ref{fig:setup}).
%We observed C use dynamics in an
agricultural %agricultural soil microbial community by conducting a nucleic acid SIP
experiment %experiment wherein xylose or cellulose carried the isotopic label. We set up
three %three soil microcosm series
(Figure~XX). Each
microcosm was (Figure~\ref{fig:setup}). We amended
with each microcosm
%with a C substrate mixture that included cellulose and xylose. The C substrate
mixture %mixture approximated the C composition of fresh plant biomass. The same mixture
was %was added to all microcosms, however, for each
microcosm series except the
control, %control, xylose or cellulose was substituted for its $^{13}$C counterpart.
5.3 mg C substrate mixture per gram of soil was added to each
microcosm representing 18\% of the soil C. The mixture included 0.42 mg
xylose-C and 0.88 mg cellulose-C per gram soil. Microcosms
were harvested at
days 1, 3, 7, 14 and 30 during a 30 day incubation. $^{13}$C-xylose
assimilation peaked immediately and tapered over the 30 day incubation whereas
$^{13}$C-cellulose assimilation peaked two weeks after amendment additions
(Figure~\ref{fig:ord}, Figure~\ref{fig:rspndr_count}). See Supplemental~Note~XX
for sequencing and density fractionation statistics. Microcosm treatments (see
Methods) are identified in figures by the following code:
``13CXPS'' refers to the amendment with $^{13}$C-xylose ($^{13}$\textbf{C}
\textbf{X}ylose \textbf{P}lant \textbf{S}imulant), ``13CCPS'' refers to the
$^{13}$C-cellulose amendment and ``12CCPS'' refers to the amendment that only
contained $^{12}$C (i.e. control).
5.3 mg C substrate mixture per gram of soil
was added to each microcosm representing 18\% of the soil C. The mixture
included 0.42 mg xylose-C and 0.88 mg cellulose-C per gram soil. Microcosms
were harvested at days 1, 3, 7, 14 and 30 during a 30 day incubation.
$^{13}$C-xylose assimilation peaked immediately and tapered over the 30 day
incubation whereas $^{13}$C-cellulose assimilation peaked two weeks after
amendment additions (Figure~\ref{fig:ord}, Figure~\ref{fig:rspndr_count}). See
Supplemental~Note~XX for sequencing and density fractionation statistics.
\subsection{Soil microcosm microbial community changes with time}
% Fakesubsubsection:Changes in the soil microcosm microbial community structure
...
Twenty-nine OTUs significantly changed in relative abundance with time (``BH''
adjusted p-value $<$0.10, \citep{YBenjamini1995}) and of these 29 OTUs, 14 were
found to incorporate $^{13}$C from labeled substrates into biomass
(Figure~\ref{fig:time}). Four
taxonomic classes significantly (adjusted P-value
< 0.10) changed in abundance: \textit{Bacilli} (decreased),
\textit{Flavobacteria} (decreased), \textit{Gammaproteobacteria} (decreased)
and \textit{Herpetosiphonales} (increased) (Figure~\ref{fig:time_class}).
Abundances grouped
at by phylum
level for OTUs that incorporated $^{13}$C from cellulose
increased with time whereas abundances grouped
at the by phylum
level of OTUs that
incorporated $^{13}$C from xylose decreased over time although
\textit{Proteobacteria} abundance spiked at day 14 (Figure~\ref{fig:babund}).
\subsection{OTUs that assimilated $^{13}$C into DNA} \label{responders}
...
% Fakesubsubsection:Isotope incorporation by an OTU
We refer to OTUs that putatively incorporated $^{13}$C into DNA originally from
an isotopically labeled substrate as substrate ``responders'' (see
Supplemental~Note~XX for operational ``response'' criteria). There were
X, X,
X, X, 19, 19,
15, 6, and
X 1 $^{13}$C-xylose responders at days 1, 3, 7, 14, 30, respectively
(Figure~\ref{fig:rspndr_count}).
%At day 1, 84\% of $^{13}$C-xylose responsive OTUs belonged to
%\textit{Firmicutes}, 11\% to \textit{Proteobacteria} and 5\% to
...
were found at days 1, 3, 7 but peaked at day 7 (Figure~\ref{fig:xyl_count}).
% Fakesubsubsection:Only 2 and 5 OTUs were found to
Only 2 and 5 OTUs
had incorporated $^{13}$C from responded $^{13}$C-cellulose at days 3 and 7, respectively.
At days 14 and 30, 42 and 39 OTUs
incorporated $^{13}$C from $^{13}$C-cellulose into
biomass responded to $^{13}$C-cellulose.
(Figure~\ref{fig:rspndr_count}).
%A \textit{Cellvibrio} and \textit{Sandaracinaceae} OTU assimilated $^{13}$C
%from $^{13}$C-cellulose at day 3. Day 7 $^{13}$C-cellulose responders included
%the same \textit{Cellvibrio} responder as day 3, a \textit{Verrucomicrobia} OTU
...
\textit{Proteobacteria}, \textit{Verrucomicrobia}, and \textit{Chloroflexi} had
relatively high numbers of responders with strong response across multiple time
points (Figure~\ref{fig:l2fc}). \textit{Verrucomicrobia} $^{13}$C-cellulose
responders were
XX\% 70\% \textit{Spartobacteria}.
\textit{Cloroflexi} \textit{Chloroflexi} responders
were annotated belonging to the \textit{Herpetosiphonales} and
XX.
\textit{Cellvibrio} \textit{Anaerolineae} (Figure~\ref{fig:tiledtrees}). \textit{Cellvibrio},
a canonical soil cellulose
degrader degrader, was found to respond strongly in the
microcosms to $^{13}$C-cellulose. See Supplemental~Note~XX for further
analysis counts
of $^{13}$C-responsive OTUs at greater taxonomic resolution.
\subsection{Ecological strategies of $^{13}$C responders}
% Fakesubsubsection:$^{13}$C-xylose responders are generally more abundant members based
...
abundant OTUs in bulk samples.
% Fakesubsubsection:Cellulose responders exhibited a greater shift in BD
Cellulose
responders exhibited a greater shift in responder buoyant density (BD)
shifted further along the density
gradient than xylose
responders responder BD in response to
isotope $^{13}$C incorporation
(Figure~\ref{fig:c1}, Figure~\ref{fig:shift}, p-value 1.8610x$^{-06}$, Wilcoxon
Rank Sum test). $^{13}$C-cellulose
responders responder BD shifted on average
0.0163 g mL$^{-1}$ (sd 0.0094) whereas xylose
responders responder BD shifted on average
0.0097 g mL$^{-1}$ (sd 0.0094). For reference, 100\% $^{13}$C DNA BD is 0.04
g mL$^{-1}$ greater than the BD of its $^{12}$C counterpart. DNA BD increases
as its ratio of $^{13}$C to $^{12}$C increases. An organism that only
assimilates C into DNA from a $^{13}$C isotopically labeled source, will have
a greater
$^{13}$C:$^{12}$C $^{13}$C to $^{12}$C ratio in its DNA than an organism utilizing
a mixture of isotopically labeled and unlabeled C sources (see
Supplemental~Note~XX). We predicted the \textit{rrn} gene copy number for each
OTU as described previously
CITE. $^{13}$C-xylose responder \citep{Kembel_2012}. The estimated
\textit{rrn} gene copy number
for $^{13}$C-xylose responders was inversely
related
to time
point of
the first response
per OTU (p-value
2.02x10$^{-15}$, Figure~\ref{fig:copy}). OTUs that
first did not respond at
later time points have day
1 respond but did respond at day 3 and/or day 7 had fewer estimated
\textit{rrn} copy number than OTUs that
first respond earlier responded at day 1
(Figure~\ref{fig:copy}).
%Fakesubsubsection:
We assessed phylogenetic clustering of $^{13}$C-responsive OTUs with the
Nearest Taxon Index (NTI) and the Net Relatedness Index (NRI). 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
against compared to the null model
CITE. \citep{Evans2014a}. NRI and
P-values for substrate responder groups suggest $^{13}$C-xylose responders are
overdispersed (NRI: -1.33, P: 0.90) while
cellulose $^{13}$C-cellulose responders are
clustered (NRI: 4.49, P: 0.001).
Nearest taxon indices (NTI) 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).