diff --git a/figures/dms_timing.svg b/figures/dms_timing.svg
index 41bf6d0..8567bde 100644
--- a/figures/dms_timing.svg
+++ b/figures/dms_timing.svg
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d="m 31.56,23.47 h 70.41 v 84.44 H 31.56 Z"
id="path683" />
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diff --git a/figures/doe_responses_first.svg b/figures/doe_responses_first.svg
new file mode 100644
index 0000000..4964637
--- /dev/null
+++ b/figures/doe_responses_first.svg
@@ -0,0 +1,1765 @@
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diff --git a/tex/thesis.tex b/tex/thesis.tex
index cfad655..39ed10e 100644
--- a/tex/thesis.tex
+++ b/tex/thesis.tex
@@ -1332,6 +1332,7 @@ the \gls{mab} reaction should proceed in {\#}{mab curve}.
\phantomsubcaption\label{fig:dms_biotin_rxn_mass}
\phantomsubcaption\label{fig:dms_biotin_rxn_frac}
\phantomsubcaption\label{fig:dms_stp_per_time}
+ \phantomsubcaption\label{fig:dms_biotin_washed}
\endgroup
\caption[\gls{dms} Reaction kinetics]
@@ -1339,6 +1340,8 @@ the \gls{mab} reaction should proceed in {\#}{mab curve}.
\subcap{fig:dms_biotin_rxn_mass}{Biotin mass bound per time}
\subcap{fig:dms_biotin_rxn_frac}{Fraction of input biotin bound per time}
\subcap{fig:dms_stp_per_time}{\Gls{stp} bound per time.}
+ \subcap{fig:dms_biotin_washed}{Biotin quantification via the \gls{haba}
+ assay after washing.}
}
\label{fig:dms_kinetics}
\end{figure*}
@@ -2291,7 +2294,22 @@ at \SI{10}{\IU\per\ml} throughout the remainder of this aim.
\input{../tables/doe_runs.tex}
\end{table}
-% FIGURE first DOE results to show how the second DOE was motivated
+% RESULT integrate this figure into the results paragraph
+\begin{figure*}[ht!]
+ \begingroup
+
+ \includegraphics{../figures/doe_responses_first.png}
+ \phantomsubcaption\label{fig:doe_response_first_mem}
+ \phantomsubcaption\label{fig:doe_response_first_cd4}
+
+ \endgroup
+ \caption[Response plots for first DOE]
+ {Response plots from the first \gls{doe} experiment for
+ \subcap{fig:doe_response_first_mem}{\ptmemp{}} and
+ \subcap{fig:doe_response_first_cd4}{\pthp{}}. Each point is one run.
+ }
+ \label{fig:doe_response_first}
+\end{figure*}
We conducted two consecutive \glspl{doe} to optimize the \pth{} and \ptmem{}
responses for the \gls{dms} system. In the first \gls{doe} we, tested \pilII{} in
@@ -2827,7 +2845,6 @@ are fundamentally altered by changing the number of \glspl{dms} temporally.
\label{fig:add_rem}
\end{figure*}
-
\begin{figure*}[ht!]
\begingroup