]> git.donarmstrong.com Git - presentations/genome_diversity_oct_2016.git/commitdiff
fix simons typo
authorDon Armstrong <don@donarmstrong.com>
Wed, 19 Oct 2016 20:08:32 +0000 (13:08 -0700)
committerDon Armstrong <don@donarmstrong.com>
Wed, 19 Oct 2016 20:08:32 +0000 (13:08 -0700)
.gitignore [new file with mode: 0644]
Makefile
simmons_genome_diversity_oct_2016.Rnw [deleted file]
simons_genome_diversity_oct_2016.Rnw [new file with mode: 0644]

diff --git a/.gitignore b/.gitignore
new file mode 100644 (file)
index 0000000..3dc4cbf
--- /dev/null
@@ -0,0 +1,26 @@
+auto
+figure
+*.aux
+*.bbl
+*.bcf
+*.blg
+*.fdb_latexmk
+*.fls
+*.log
+*.out
+simons_genome_diversity_oct_2016.pdf
+simons_genome_diversity_oct_2016.tex
+*.run.xml
+*.rip
+cache
+*.lof
+*.lot
+*.toc
+*.fff
+*.ttt
+references.bib
+*.nav
+*.snm
+_minted*
+*.pyg
+*.vrb
index a655bfcd1e52446f773f8c62b27e132a6bb3ef97..b4f38400d41223bf9e1d52a9a9b613c948108732 100644 (file)
--- a/Makefile
+++ b/Makefile
@@ -1,6 +1,6 @@
 #!/usr/bin/make -f
 
-all: simmons_genome_diversity_oct_2016.pdf
+all: simons_genome_diversity_oct_2016.pdf
 
 R ?= R
 
@@ -15,8 +15,8 @@ R ?= R
 %.tex: %.Rnw
        $(R) --encoding=utf-8 -e "library('knitr'); knit('$<')"
 
-simmons_genome_diversity_oct_2016.pdf:                                                                 \
-simmons_genome_diversity_oct_2016.tex genome_diversity_paper figures
+simons_genome_diversity_oct_2016.pdf:                                                                  \
+simons_genome_diversity_oct_2016.tex genome_diversity_paper figures
 
 %.pdf: %.tex $(wildcard *.bib) $(wildcard *.tex)
        latexmk -f -pdf -pdflatex='xelatex -shell-escape -8bit -interaction=nonstopmode %O %S' -bibtex -use-make $<
diff --git a/simmons_genome_diversity_oct_2016.Rnw b/simmons_genome_diversity_oct_2016.Rnw
deleted file mode 100644 (file)
index da88aec..0000000
+++ /dev/null
@@ -1,277 +0,0 @@
-\documentclass[ignorenonframetext]{beamer}
-\usepackage{fontspec}
-\setmainfont{FreeSerif}
-\setsansfont{FreeSans}
-\setmonofont{FreeMono}
-\usepackage{url}
-\usepackage{fancyhdr}
-\usepackage{graphicx}
-\usepackage[bf]{caption}
-\usepackage{rotating}
-\usepackage{wrapfig}
-\usepackage{fancybox}
-\usepackage{booktabs}
-% \usepackage{multirow}
-\usepackage{acronym}
-\usepackage{qrcode}
-\usepackage[backend=biber,natbib=true,hyperref=true,style=nature]{biblatex}
-\addbibresource{references.bib}
-% \usepackage[nomargin,inline,draft]{fixme}
-% \newcommand{\DLA}[1]{\textcolor{red}{\fxnote{DLA: #1}}}
-% \usepackage[hyperfigures,bookmarks,colorlinks,citecolor=black,filecolor=black,linkcolor=black,urlcolor=black]{hyperref}
-\usepackage{texshade}
-\usepackage{tikz}
-\usepackage{nameref}
-\usepackage{zref-xr,zref-user}
-\renewcommand*{\bibfont}{\tiny}
-
-% The textpos package is necessary to position textblocks at arbitary 
-% places on the page.  Use showboxes option to show outlines of textboxes.
-% \usepackage[absolute]{textpos}
-\usepackage[absolute,overlay]{textpos}
-\usepackage{mathtools,cancel}
-
-\renewcommand{\CancelColor}{\color{red}} %change cancel color to red
-
-\usepackage{multirow}
-\usepackage{array}
-
-\usepackage{minted}
-\usepackage{tcolorbox}
-\usepackage{etoolbox}
-\BeforeBeginEnvironment{minted}{\begin{tcolorbox}}%
-\AfterEndEnvironment{minted}{\end{tcolorbox}}%
-
-\mode<presentation>{ 
-  \usetheme{CambridgeUS}
-  \usecolortheme{crane}
-  % http://identitystandards.illinois.edu/graphicstandardsmanual/generalguidelines/colors.html
-  \definecolor{ilboldblue}{HTML}{002058}
-  \definecolor{ilboldorange}{HTML}{E87722}
-  \definecolor{ilblue}{HTML}{606EB2}
-  \definecolor{ilorange}{HTML}{D45D00}
-  \logo{\begin{tikzpicture}% Pale figure
-      {\node[opacity=0.1]{\IfFileExists{figures/uofi_mark.pdf}{\includegraphics[width=2cm,height=1cm,keepaspectratio]{figures/uofi_mark}}{}%
-        };}%
-    \end{tikzpicture}}
-}
-
-% remove navigation symbols
-\setbeamertemplate{navigation symbols}{}
-
-\title[Ancestry]{Simmons Genome Diversity}
-\author[Don Armstrong]{Don L. Armstrong}
-\institute[IGB]{Institute for Genomic Biology, Computing Genomes 
-  for Reproductive Health, University of Illinois, Urbana-Champaign}
-
-\begin{document}
-
-<<load.libraries,echo=FALSE,results="hide",warning=FALSE,message=FALSE,error=FALSE,cache=FALSE>>=
-opts_chunk$set(dev="cairo_pdf",out.width="\\textwidth",out.height="0.8\\textheight",out.extra="keepaspectratio")
-#opts_chunk$set(cache=TRUE, autodep=TRUE)
-options(device = function(file, width = 8, height = 7, ...) {
-  cairo_pdf(tempfile(), width = width, height = height, ...)
-})
-options(digits=2)
-library("data.table")
-library("ggplot2")
-library("reshape2")
-library("grid")
-library("xtable")
-
-@ 
-
-\IfFileExists{figures/relevant_xkcd.png}{\frame[plain]{\centering \includegraphics[width=\textwidth,height=0.8\textheight,keepaspectratio]{figures/relevant_xkcd.png}
-    
-    \url{https://xkcd.com/1706/}}}
-
-\frame[plain]{\titlepage
-  \begin{center}
-    Code and slides are here: 
-    
-    \qrcode[padding]{http://dla2.us/p/genomdiv2016}
-    
-    \url{http://dla2.us/p/genomdiv2016}
-   \end{center}
-}
-
-\frame[plain]{
-   \begin{center}
-     \includegraphics[width=\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/title.png}
-   \end{center}
-}
-
-\begin{frame}{Sampling}
-  \begin{itemize}
-  \item 142 populations from Africa, America, Oceania, South Asia,
-    East Asia, and West Eurasia (mostly indigenous)
-  \item 300 samples sequenced at 34-83 fold coverage by Illumina
-  \item Aligned using BWA-MEM
-  \item Genotyped using special version of GATK and Fermikit
-  \item Data available in EBI ($n=279$, PRJEB9586) and dbGAP ($n=21$, ?)
-  \end{itemize}
-\end{frame}
-
-
-\begin{frame}[fragile]{Alignment Pipeline}
-  \begin{itemize}
-  \item Aligned to the “decoy” version of the human reference
-    (hs37d5); supposedly improves alignment in misassembled regions or
-    regions with CNVs?
-  \item PCR-free data, though they marked optical duplicates marked
-    using samblaster
-  \end{itemize}
-\begin{minted}{bash}
-./htscmd bamshuf -Oun128 in.bam tmp-pre \
-| ./htscmd bam2fq -as aln-se.fq.gz - \
-| ./trimadap \
-| ./bwa mem -pt8 hs37d5.fa - \
-| ./samblaster \
-| samtools view -uS - \
-| samtools sort -@4 -m512M - out-pre
-\end{minted}
-\end{frame}
-
-\begin{frame}[fragile]{Genotyping}
-  \begin{itemize}
-  \item Reference-bias; novel variants, GATK assumes reference is more
-    likely which may not be the case. Use prior of
-    $(0.4995,0.001,0.4995)$ instead of default
-    $(0.9985,0.001,0.0005)$.
-    \begin{itemize}
-    \item Unclear what the effect of this change is on the calling
-    \item Maybe worth thinking about?
-    \end{itemize}
-  \item Also used Fermikit; apparently has comparable call rates to
-    GATK and platypus
-  \end{itemize}
-\begin{minted}{bash}
-  java -Xmx2g -jar GenomeAnalysisTK.jar \
-  -T UnifiedGenotyper -I srt.aln.bam \
-  -L CHR_ID -R hs37d5.fa -dcov 600 -glm SNP \
-  -out_mode EMIT_ALL_SITES -stand_call_conf 5.0 \
-  -stand_emit_conf 5.0 -inputPrior 0.0010 \
-  -inputPrior 0.4995 -D dbsnp_138.b37.vcf \
-  -o CHR_ID.vcf -A GCContent -A BaseCounts
-\end{minted}
-\end{frame}
-
-\begin{frame}{Fermikit vs Platypus vs GATK}
-  \begin{columns}
-    \column{0.5\textwidth}
-    \includegraphics[width=\textwidth,height=0.7\textheight,keepaspectratio]{genome_diversity_paper/supplemental-014.png}
-    \column{0.5\textwidth}
-  FermiKit and Platypus call 3.17M more sites than GATK, but unclear
-  whether those are real sites or not; they go into this in much more
-  detail than I've digested yet.
-\end{columns}
-\end{frame}
-
-\begin{frame}{Relatedness of Populations}
-  \begin{columns}
-    \column{0.7\textwidth}
-    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig1a_1.png}
-    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig1a_2.png}
-    \column{0.3\textwidth}
-    \begin{itemize}
-    \item Neighbor joining tree based on pairwise divergence per nucleotide
-    \item Deepest splits are in African populations
-    \end{itemize}
-  \end{columns}
-\end{frame}
-
-\begin{frame}{PCA and Relatedness}
-  \begin{center}
-    \includegraphics[width=\textwidth,height=0.7\textheight,keepaspectratio]{genome_diversity_paper/fig_ed4.png}
-  \end{center}
-  \begin{itemize}
-  \item Greatest variation seen in the African populations (orange)
-  \item Other populations are much more similar to eachother in
-    general
-  \item Hapmap likely under-measured variation in Africa
-  \end{itemize}
-\end{frame}
-
-\begin{frame}
-  \begin{center}
-    \includegraphics[width=\textwidth,height=0.6\textheight,keepaspectratio]{genome_diversity_paper/fig1b.png}
-  \end{center}
-  \begin{itemize}
-  \item Pygmy populations have lower X heterozygosity than other African populations
-  \item Seen even after removing the third of X which is subject to selection
-  \item Suggests that it's driven by demographic history, and the
-    reduced diversity is due to male-driven admixture (also in non-Africans)
-  \end{itemize}
-\end{frame}
-
-\begin{frame}{Neanderthal Ancestry}
-  \begin{center}
-    \includegraphics[width=\textwidth,height=0.6\textheight,keepaspectratio]{genome_diversity_paper/fig1c.png}
-  \end{center}
-  \begin{itemize}
-  \item No populations studied have a higher Neanderthal ancestry than
-    East Asians
-  \end{itemize}
-\end{frame}
-
-\begin{frame}{Denisovan Ancestry}
-  \begin{center}
-    \includegraphics[width=\textwidth,height=0.6\textheight,keepaspectratio]{genome_diversity_paper/fig1d.png}
-  \end{center}
-  \begin{itemize}
-  \item Oceanian groups have as much as 5\% Denisovan ancestry
-  \item Eurasian differences in ancestry; some South Asians may have
-    higher Denisovan than other Eurasians
-  \end{itemize}
-\end{frame}
-g
-
-\begin{frame}{Variation missed by hapmap}
-  \begin{center}
-    \includegraphics[width=\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig_ed1.png}
-  \end{center}
-  \begin{itemize}
-  \item Hapmap is missing up to 8\% of the heterozygous sites in parts
-    of Africa
-  \end{itemize}
-\end{frame}
-
-\begin{frame}{Cross-coalescence rate}
-  \begin{center}
-    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2a.png}
-    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2b.png}
-  \end{center}
-\end{frame}
-
-\begin{frame}{Cross-coalescence rate}
-  \begin{center}
-    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2c.png}
-    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2d.png}
-  \end{center}
-\end{frame}
-
-\begin{frame}{Effective Population Size}
-  \begin{center}
-    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2e.png}
-    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2f.png}
-  \end{center}
-\end{frame}
-
-\begin{frame}{Best-fitting admixture Graph}
-  \begin{center}
-    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig3.png}
-  \end{center}
-\end{frame}
-
-
-\section*{References}
-
-\begin{frame}[plain]{References}
-  \begin{center}
-    \mbox{}\vspace{-\baselineskip}
-    \printbibliography[heading=none]
-  \end{center}
-\end{frame}
-
-\end{document}
diff --git a/simons_genome_diversity_oct_2016.Rnw b/simons_genome_diversity_oct_2016.Rnw
new file mode 100644 (file)
index 0000000..da88aec
--- /dev/null
@@ -0,0 +1,277 @@
+\documentclass[ignorenonframetext]{beamer}
+\usepackage{fontspec}
+\setmainfont{FreeSerif}
+\setsansfont{FreeSans}
+\setmonofont{FreeMono}
+\usepackage{url}
+\usepackage{fancyhdr}
+\usepackage{graphicx}
+\usepackage[bf]{caption}
+\usepackage{rotating}
+\usepackage{wrapfig}
+\usepackage{fancybox}
+\usepackage{booktabs}
+% \usepackage{multirow}
+\usepackage{acronym}
+\usepackage{qrcode}
+\usepackage[backend=biber,natbib=true,hyperref=true,style=nature]{biblatex}
+\addbibresource{references.bib}
+% \usepackage[nomargin,inline,draft]{fixme}
+% \newcommand{\DLA}[1]{\textcolor{red}{\fxnote{DLA: #1}}}
+% \usepackage[hyperfigures,bookmarks,colorlinks,citecolor=black,filecolor=black,linkcolor=black,urlcolor=black]{hyperref}
+\usepackage{texshade}
+\usepackage{tikz}
+\usepackage{nameref}
+\usepackage{zref-xr,zref-user}
+\renewcommand*{\bibfont}{\tiny}
+
+% The textpos package is necessary to position textblocks at arbitary 
+% places on the page.  Use showboxes option to show outlines of textboxes.
+% \usepackage[absolute]{textpos}
+\usepackage[absolute,overlay]{textpos}
+\usepackage{mathtools,cancel}
+
+\renewcommand{\CancelColor}{\color{red}} %change cancel color to red
+
+\usepackage{multirow}
+\usepackage{array}
+
+\usepackage{minted}
+\usepackage{tcolorbox}
+\usepackage{etoolbox}
+\BeforeBeginEnvironment{minted}{\begin{tcolorbox}}%
+\AfterEndEnvironment{minted}{\end{tcolorbox}}%
+
+\mode<presentation>{ 
+  \usetheme{CambridgeUS}
+  \usecolortheme{crane}
+  % http://identitystandards.illinois.edu/graphicstandardsmanual/generalguidelines/colors.html
+  \definecolor{ilboldblue}{HTML}{002058}
+  \definecolor{ilboldorange}{HTML}{E87722}
+  \definecolor{ilblue}{HTML}{606EB2}
+  \definecolor{ilorange}{HTML}{D45D00}
+  \logo{\begin{tikzpicture}% Pale figure
+      {\node[opacity=0.1]{\IfFileExists{figures/uofi_mark.pdf}{\includegraphics[width=2cm,height=1cm,keepaspectratio]{figures/uofi_mark}}{}%
+        };}%
+    \end{tikzpicture}}
+}
+
+% remove navigation symbols
+\setbeamertemplate{navigation symbols}{}
+
+\title[Ancestry]{Simmons Genome Diversity}
+\author[Don Armstrong]{Don L. Armstrong}
+\institute[IGB]{Institute for Genomic Biology, Computing Genomes 
+  for Reproductive Health, University of Illinois, Urbana-Champaign}
+
+\begin{document}
+
+<<load.libraries,echo=FALSE,results="hide",warning=FALSE,message=FALSE,error=FALSE,cache=FALSE>>=
+opts_chunk$set(dev="cairo_pdf",out.width="\\textwidth",out.height="0.8\\textheight",out.extra="keepaspectratio")
+#opts_chunk$set(cache=TRUE, autodep=TRUE)
+options(device = function(file, width = 8, height = 7, ...) {
+  cairo_pdf(tempfile(), width = width, height = height, ...)
+})
+options(digits=2)
+library("data.table")
+library("ggplot2")
+library("reshape2")
+library("grid")
+library("xtable")
+
+@ 
+
+\IfFileExists{figures/relevant_xkcd.png}{\frame[plain]{\centering \includegraphics[width=\textwidth,height=0.8\textheight,keepaspectratio]{figures/relevant_xkcd.png}
+    
+    \url{https://xkcd.com/1706/}}}
+
+\frame[plain]{\titlepage
+  \begin{center}
+    Code and slides are here: 
+    
+    \qrcode[padding]{http://dla2.us/p/genomdiv2016}
+    
+    \url{http://dla2.us/p/genomdiv2016}
+   \end{center}
+}
+
+\frame[plain]{
+   \begin{center}
+     \includegraphics[width=\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/title.png}
+   \end{center}
+}
+
+\begin{frame}{Sampling}
+  \begin{itemize}
+  \item 142 populations from Africa, America, Oceania, South Asia,
+    East Asia, and West Eurasia (mostly indigenous)
+  \item 300 samples sequenced at 34-83 fold coverage by Illumina
+  \item Aligned using BWA-MEM
+  \item Genotyped using special version of GATK and Fermikit
+  \item Data available in EBI ($n=279$, PRJEB9586) and dbGAP ($n=21$, ?)
+  \end{itemize}
+\end{frame}
+
+
+\begin{frame}[fragile]{Alignment Pipeline}
+  \begin{itemize}
+  \item Aligned to the “decoy” version of the human reference
+    (hs37d5); supposedly improves alignment in misassembled regions or
+    regions with CNVs?
+  \item PCR-free data, though they marked optical duplicates marked
+    using samblaster
+  \end{itemize}
+\begin{minted}{bash}
+./htscmd bamshuf -Oun128 in.bam tmp-pre \
+| ./htscmd bam2fq -as aln-se.fq.gz - \
+| ./trimadap \
+| ./bwa mem -pt8 hs37d5.fa - \
+| ./samblaster \
+| samtools view -uS - \
+| samtools sort -@4 -m512M - out-pre
+\end{minted}
+\end{frame}
+
+\begin{frame}[fragile]{Genotyping}
+  \begin{itemize}
+  \item Reference-bias; novel variants, GATK assumes reference is more
+    likely which may not be the case. Use prior of
+    $(0.4995,0.001,0.4995)$ instead of default
+    $(0.9985,0.001,0.0005)$.
+    \begin{itemize}
+    \item Unclear what the effect of this change is on the calling
+    \item Maybe worth thinking about?
+    \end{itemize}
+  \item Also used Fermikit; apparently has comparable call rates to
+    GATK and platypus
+  \end{itemize}
+\begin{minted}{bash}
+  java -Xmx2g -jar GenomeAnalysisTK.jar \
+  -T UnifiedGenotyper -I srt.aln.bam \
+  -L CHR_ID -R hs37d5.fa -dcov 600 -glm SNP \
+  -out_mode EMIT_ALL_SITES -stand_call_conf 5.0 \
+  -stand_emit_conf 5.0 -inputPrior 0.0010 \
+  -inputPrior 0.4995 -D dbsnp_138.b37.vcf \
+  -o CHR_ID.vcf -A GCContent -A BaseCounts
+\end{minted}
+\end{frame}
+
+\begin{frame}{Fermikit vs Platypus vs GATK}
+  \begin{columns}
+    \column{0.5\textwidth}
+    \includegraphics[width=\textwidth,height=0.7\textheight,keepaspectratio]{genome_diversity_paper/supplemental-014.png}
+    \column{0.5\textwidth}
+  FermiKit and Platypus call 3.17M more sites than GATK, but unclear
+  whether those are real sites or not; they go into this in much more
+  detail than I've digested yet.
+\end{columns}
+\end{frame}
+
+\begin{frame}{Relatedness of Populations}
+  \begin{columns}
+    \column{0.7\textwidth}
+    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig1a_1.png}
+    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig1a_2.png}
+    \column{0.3\textwidth}
+    \begin{itemize}
+    \item Neighbor joining tree based on pairwise divergence per nucleotide
+    \item Deepest splits are in African populations
+    \end{itemize}
+  \end{columns}
+\end{frame}
+
+\begin{frame}{PCA and Relatedness}
+  \begin{center}
+    \includegraphics[width=\textwidth,height=0.7\textheight,keepaspectratio]{genome_diversity_paper/fig_ed4.png}
+  \end{center}
+  \begin{itemize}
+  \item Greatest variation seen in the African populations (orange)
+  \item Other populations are much more similar to eachother in
+    general
+  \item Hapmap likely under-measured variation in Africa
+  \end{itemize}
+\end{frame}
+
+\begin{frame}
+  \begin{center}
+    \includegraphics[width=\textwidth,height=0.6\textheight,keepaspectratio]{genome_diversity_paper/fig1b.png}
+  \end{center}
+  \begin{itemize}
+  \item Pygmy populations have lower X heterozygosity than other African populations
+  \item Seen even after removing the third of X which is subject to selection
+  \item Suggests that it's driven by demographic history, and the
+    reduced diversity is due to male-driven admixture (also in non-Africans)
+  \end{itemize}
+\end{frame}
+
+\begin{frame}{Neanderthal Ancestry}
+  \begin{center}
+    \includegraphics[width=\textwidth,height=0.6\textheight,keepaspectratio]{genome_diversity_paper/fig1c.png}
+  \end{center}
+  \begin{itemize}
+  \item No populations studied have a higher Neanderthal ancestry than
+    East Asians
+  \end{itemize}
+\end{frame}
+
+\begin{frame}{Denisovan Ancestry}
+  \begin{center}
+    \includegraphics[width=\textwidth,height=0.6\textheight,keepaspectratio]{genome_diversity_paper/fig1d.png}
+  \end{center}
+  \begin{itemize}
+  \item Oceanian groups have as much as 5\% Denisovan ancestry
+  \item Eurasian differences in ancestry; some South Asians may have
+    higher Denisovan than other Eurasians
+  \end{itemize}
+\end{frame}
+g
+
+\begin{frame}{Variation missed by hapmap}
+  \begin{center}
+    \includegraphics[width=\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig_ed1.png}
+  \end{center}
+  \begin{itemize}
+  \item Hapmap is missing up to 8\% of the heterozygous sites in parts
+    of Africa
+  \end{itemize}
+\end{frame}
+
+\begin{frame}{Cross-coalescence rate}
+  \begin{center}
+    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2a.png}
+    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2b.png}
+  \end{center}
+\end{frame}
+
+\begin{frame}{Cross-coalescence rate}
+  \begin{center}
+    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2c.png}
+    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2d.png}
+  \end{center}
+\end{frame}
+
+\begin{frame}{Effective Population Size}
+  \begin{center}
+    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2e.png}
+    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig2f.png}
+  \end{center}
+\end{frame}
+
+\begin{frame}{Best-fitting admixture Graph}
+  \begin{center}
+    \includegraphics[width=0.5\textwidth,height=0.8\textheight,keepaspectratio]{genome_diversity_paper/fig3.png}
+  \end{center}
+\end{frame}
+
+
+\section*{References}
+
+\begin{frame}[plain]{References}
+  \begin{center}
+    \mbox{}\vspace{-\baselineskip}
+    \printbibliography[heading=none]
+  \end{center}
+\end{frame}
+
+\end{document}