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‎appendix.tex‎

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@@ -24,7 +24,7 @@ \chapter{Supplementary material for \texorpdfstring{\cref*{sec:trna}}{chapter 2}
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\thispagestyle{empty}
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\textfig{trna-workflow}{spill}{\textwidth}
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{Workflow of the genome-wide identification and analysis of protein-coding
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and \trna genes.}
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and \abbr{trna} genes.}
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{(A) \rnaseq analysis of protein-coding gene expression, differential
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expression analysis and codon usage analysis. (B) \chipseq analysis of \pol3
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occupancy at \trna gene loci, differential expression analysis of \trna
@@ -33,29 +33,29 @@ \chapter{Supplementary material for \texorpdfstring{\cref*{sec:trna}}{chapter 2}
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\input{./data/expressed-trnas.tex}
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\textfig{mrna-heatmap}{spill}{\textwidth}
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{Hierarchical clustering of \mrna gene expression correlations.}
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{Hierarchical clustering of \abbr{mrna} gene expression correlations.}
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{The heatmap shows the Spearman correlations of \mrna gene expression values,
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representing the same data as \cref{fig:mrna-pca}. The samples cluster
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hierarchically by tissue, followed by developmental stage.}
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\textfig{trna-heatmap}{spill}{\textwidth}
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{Hierarchical clustering of \trna gene expression correlations.}
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{Hierarchical clustering of \abbr{trna} gene expression correlations.}
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{The heatmap shows the Spearman correlations of \trna gene expression values,
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representing the same data as \cref{fig:trna-pca}. The samples cluster
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hierarchically by tissue, followed by developmental stage, with few
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exceptions.}
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\textfig{correlation-plots-rnaseq-pol3}{text}{0.7\textwidth}
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{Correlation of \rnaseq and \pol3 \chipseq data during mouse liver and brain
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development.}
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{Correlation of \abbr{rnaseq} and \abbr{pol3} \abbr{chipseq} data during
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mouse liver and brain development.}
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{Correlation of (A) protein-coding gene expression across developmental
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stages, (B) \trna gene expression as measured by \pol3 occupancy, (C)
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triplet codon usage in protein-coding genes, (D) \trna anticodon
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isoacceptor, (E) amino acid usage of protein-coding genes and (F) \trna
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amino acid isotype.}
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\textfig{pca-all-stages}{spill}{\textwidth}
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{Early developmental stage-specific \trna genes are lowly expressed.}
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{Early developmental stage-specific \abbr{trna} genes are lowly expressed.}
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{(A) Factorial map of the \pca of \pol3 occupied \trna gene expression
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levels in liver (red), brain (yellow), embryonic body without head (light
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red) and head (light yellow) of stage E12.5, as well as whole E9.5 embryo
@@ -70,15 +70,16 @@ \chapter{Supplementary material for \texorpdfstring{\cref*{sec:trna}}{chapter 2}
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are specific for the embryonic stage (“specific”).}
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\textfig{codon-usage-mrna}{spill}{\textwidth}
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{Observed codon usage in \mrna transcriptomes of developing mouse liver.}
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{Observed codon usage in \abbr{mrna} transcriptomes of developing mouse
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liver.}
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{Proportional frequencies (\rcu) weighted by transcript expression are shown
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for triplet codons ordered by amino acid as a bar plot, where grey shading
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is by triplet codon. Data is obtained from liver \rnaseq data of all \num{6}
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developmental stages.}
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\textfig{anticodon-abundance-trna}{spill}{\textwidth}
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{Observed anticodon abundance of \trna isoacceptors of developing mouse
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liver.}
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{Observed anticodon abundance of \abbr{trna} isoacceptors of developing
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mouse liver.}
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{Proportional frequencies weighted by \trna gene expression (\raa) are shown
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for anticodon isoacceptors ordered by amino acid isotype as a bar plot,
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where grey shading is by anticodon. Data is obtained from liver \pol3
@@ -110,8 +111,8 @@ \chapter{Supplementary material for \texorpdfstring{\cref*{sec:trna}}{chapter 2}
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left panels.}
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\textfig{rnaseq-pol3-aa-usage-brain}{spill}{\textwidth}
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{\mrna codon usage and \pol3 occupancy of \trna isotypes in developing mouse
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brain tissue.}
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{\abbr{mrna} codon usage and \abbr{pol3} occupancy of \abbr{trna} isotypes
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in developing mouse brain tissue.}
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{Proportional frequency weighted by transcript expression of (A) arginine
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triplet codons, (B) amino acids, (C) \pol3 binding of arginine isoacceptors
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and (D) \pol3 binding of amino acid isotypes. Grey shading is by triplet
@@ -136,20 +137,21 @@ \chapter{Supplementary material for \texorpdfstring{\cref*{sec:trna}}{chapter 2}
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highly and (iii) lowly expressed protein-coding gene sets.}
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\textfig{transcriptomic-pol3-codon-usage}{spill}{\textwidth}
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{Transcriptomic \mrna codon usage and \pol3 binding to \trna isoacceptors
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correlate in developing mouse liver and brain.}
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{Transcriptomic \abbr{mrna} codon usage and \abbr{pol3} binding to
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\abbr{trna} isoacceptors correlate in developing mouse liver and brain.}
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{Plots show correlation of proportional \pol3 binding to \trna isoacceptors
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(\(x\)-axis) and transcriptomic codon frequencies weighted by expression
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obtained from \rnaseq data (\(y\)-axis). Correlation plots for developing
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liver (A–F) and brain (G–L) are shown. Indexed box in top left indicates
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developmental stage. Grey dots represent degenerated codons. Spearman’s rank
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correlation coefficients (\(\rho\)) are reported along with their \(p\)-values
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(\(p\)) in bottom right of each panel.}
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correlation coefficients (\(\rho\)) are reported along with their
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\(p\)-values (\(p\)) in bottom right of each panel.}
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\thispagestyle{empty}
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\textfig{codon-anticodon-correlation-with-wobble-only-missing}{spill}{\textwidth}
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{Transcriptomic \mrna codon usage and wobble corrected \pol3 binding to
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\trna isoacceptors correlate in developing mouse liver and brain.}
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{Transcriptomic \abbr{mrna} codon usage and wobble corrected \abbr{pol3}
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binding to \abbr{trna} isoacceptors correlate in developing mouse liver and
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brain.}
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{Plots show correlation of proportional \pol3 binding to \trna isoacceptors
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corrected according to wobble pairing (\(x\)-axis) and transcriptomic codon
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frequencies weighted by expression obtained from \rnaseq data (\(y\)-axis).
@@ -160,8 +162,8 @@ \chapter{Supplementary material for \texorpdfstring{\cref*{sec:trna}}{chapter 2}
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\thispagestyle{empty}
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\textfig{transcriptomic-pol3-aa}{spill}{\textwidth}
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{Transcriptomic \mrna amino acid usage and \pol3 binding to \trna isotypes
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correlate in developing mouse liver and brain.}
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{Transcriptomic \abbr{mrna} amino acid usage and \abbr{pol3} binding to
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\abbr{trna} isotypes correlate in developing mouse liver and brain.}
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{Plots show correlation of \pol3 binding to \trna isotypes (\(x\)-axis) and
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transcriptomic amino acid frequencies weighted by expression obtained from
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\rnaseq data (\(y\)-axis). Correlation plots for developing liver (A–F) and
@@ -175,7 +177,7 @@ \chapter{Supplementary material for \texorpdfstring{\cref*{sec:trna}}{chapter 2}
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\input{./data/meme-hits.tex}
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\textfig{colocalisation-e155-p22}{spill}{\textwidth}
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{Differentially expressed \trna genes show no colocalisation with
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{Differentially expressed \abbr{trna} genes show no colocalisation with
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differentially expressed protein-coding genes.}
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{In each plot, the blue line is the cumulative distribution of the ratio of
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the number of upregulated \mrna genes to the number of all \mrna genes in
@@ -207,10 +209,10 @@ \chapter{Supplementary material for \texorpdfstring{\cref*{sec:pol3}}{chapter 4}
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\textfig{pol3-inputs}{spill}{\textwidth}
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{Input library coverage}
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{of different features in six stages of development in liver. The analysis was
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performed under the assumption that different features have similar amount
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of input binding (normalised for feature length). As we can see here, this
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is not quite the case.}
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{of different features in six stages of development in liver. The analysis
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was performed under the assumption that different features have similar
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amount of input binding (normalised for feature length). As we can see here,
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this is not quite the case.}
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\textfig{sine-summary-1}{spill}{\textwidth}
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{\abbr{transsine} binding by \abbr{pol3} across development in liver and

‎chip-seq.tex‎

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@@ -33,7 +33,7 @@ \subsection{\abbr{chipseq} is a \abbr{dna} binding assay}
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(\cref{fig:chip-seq-workflow}) \citep{Park:2009}.
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\textfig{chip-seq-workflow}{body}{0.75\textwidth}
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{Typical \chipseq workflow.}
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{Typical \abbr{chipseq} workflow.}
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{Starting from a sample with a target protein bound to \dna (\num{1}),
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the protein is covalently cross-linked to the \dna (mainly with
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formaldehyde, \num{2}). Next, the \dna is fragmented (mainly via sonication,
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appropriate regions (\cref{fig:trna-pol3-map-ambiguous-reads}).
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\textfig{trna-pol3-binding-profile}{body}{\textwidth}
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{\trna \pol3 \chip binding profile.}
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{\abbr{trna} \abbr{pol3} \abbr{chip} binding profile.}
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{The shaded, bell-shaped area shows an idealised binding profile of \chipseq
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data spanning the \trna gene with the A and B box highlighted, as well as
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its flanking regions upstream and downstream of the gene body. This overlap
@@ -123,7 +123,7 @@ \subsection{Quantifying expression of \abbr{trna} genes}
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flanking regions to extrapolate most likely mapping positions for
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ambiguous reads.}
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\endgroup}
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{Mapping ambiguous \chip reads.}
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{Mapping ambiguous \abbr{chip} reads.}
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{\chip reads originating from \trna genes can often not be mapped
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unambiguously to any given \trna. Instead, information form the gene’s
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flanking regions is used to determine the more likely provenance.}

‎codons.tex‎

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@@ -135,7 +135,7 @@ \subsection{Codon usage differs between genes involved in cell proliferation and
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\end{tabu}
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\end{minipage}
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}
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{\pca of mean \go term codon usage.}
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{\abbr{pca} of mean \abbr{go} term codon usage.}
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{Each dot corresponds to one \go term. The position of the dots is derived
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by rotating the matrix of the mean codon usage of the genes belonging to
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each \go term. Created using methods of \citet{Gingold:2014} (the precise
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\includegraphics[width=\textwidth]{gingold-3c-mrna}\\[-0.3\baselineskip]
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\subcaption{\label{fig:gingold-3c-b}Fold change in \abbr{mrna} level}
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\endgroup}
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{Projection of the \trna and \mrna expression changes on the codon usage
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map for cells after induced differentiation via retinoic acid.}
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{Projection of the \abbr{trna} and \abbr{mrna} expression changes on the
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codon usage map for cells after induced differentiation via retinoic acid.}
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{Both panels show the same \pca that I reproduced in \cref{fig:go-cub-pca}.
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In the top panel, the colours correspond to the fold change in predicted
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translation efficiency of the genes constituting each \go term, given the
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explained by random variation alone.
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\textfig{significant-go-term-cub-var}{spill}{\textwidth}
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{\go term codon usage variation.}
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{\abbr{go} term codon usage variation.}
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{Each point corresponds to a \go term whose Pearson correlation of codon
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usage with the genomic background is plotted against its gene set size.
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\go terms with an \fdr-adjusted \(p < 0.05\) are coloured in red.}
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categories (\cref{fig:go-rcu-pca}).
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\textfigtwo{go-aa-pca}
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{\pca of mean \go term amino acid usage.}
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{\abbr{pca} of mean \abbr{go} term amino acid usage.}
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{Each dot corresponds to one \go term. The position of the dots is derived
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by rotating the matrix of the mean amino acid usage of the genes belonging
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to each \go term. Colours and symbols as in \cref{fig:go-cub-pca}.}
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{go-rcu-pca}
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{\pca of mean \go term \rcu.}
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{\abbr{pca} of mean \abbr{go} term \abbr{rcu}.}
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{Each dot corresponds to one \go term. The position of the dots is derived
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by rotating the matrix of the mean \rcu of the genes belonging to each \go
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term. Colours and symbols as in \cref{fig:go-cub-pca}.}
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{%
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\begin{minipage}{0.5\textwidth}
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\includegraphics[width=\textwidth]{cub-pc1-vs-gc}%
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\subcaption{\label{fig:cu-vs-gc}\gc bias against codon usage
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\subcaption{\label{fig:cu-vs-gc}\abbr{gc} bias against codon usage
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(Pearson’s \(\rho = -0.96\)).}
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\end{minipage}%
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\begin{minipage}{0.5\textwidth}
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\includegraphics[width=\textwidth]{aa-pc2-vs-gc}%
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\subcaption{\label{fig:aa-vs-gc}\gc bias against amino acid usage
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(Pearson’s \(\rho = -0.58\)).}
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\subcaption{\label{fig:aa-vs-gc}\abbr{gc} bias against amino acid
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usage (Pearson’s \(\rho = -0.58\)).}
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\end{minipage}%
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}
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{\gc bias against a principal component of the \go term codon \& amino acid
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usage \pca.}
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{\abbr{gc} bias against a principal component of the \abbr{go} term codon \&
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amino acid usage \abbr{pca}.}
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{Each point represents one \go term. The \(x\) coordinate corresponds to
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that of the named principal component of the \pca in
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\cref{fig:go-cub-pca,fig:go-aa-pca}. The \(y\) coordinate corresponds to

‎data/GO_m_phase.tex‎

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\tabcapof{go-m-phase}
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{Gene identifiers for GO term “M phase of mitotic cell cycle”.}{}
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{Gene identifiers for \abbr{go} term “M phase of mitotic cell cycle”.}{}
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\begin{longtable}{lll}
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\toprule

‎data/GO_psp.tex‎

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\tabcapof{go-psp}
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{Gene identifiers for GO term “M phase of mitotic cell cycle”.}{}
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{Gene identifiers for \abbr{go} term “M phase of mitotic cell cycle”.}{}
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\begin{longtable}{lll}
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\toprule

‎rna-seq.tex‎

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@@ -95,7 +95,7 @@ \subsubsection{\abbr{rnaseq} sample preparation}
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sequencing machine (\cref{fig:rna-seq-workflow}).
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\textfig{rna-seq-workflow}{body}{0.75\textwidth}
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{Typical \rnaseq workflow.}
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{Typical \abbr{rnaseq} workflow.}
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{Starting from a total \rna sample (\num{1}), the \rna of interest is
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enriched either via poly(A) selection or \rrna depletion (\num{2}). The
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enriched fraction is fragmented and size-selected (\num{3}). The fragments

‎thesis.cls‎

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\let\labelfont\textbf
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\newcommand*\figcap[3]{\caption{\label{fig:#1}\labelfont{#2} #3}}
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\newcommand*\figcapof[3]{\captionof{figure}{\label{fig:#1}\labelfont{#2} #3}}
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\newcommand*\figcap[3]{\caption[#2]{\label{fig:#1}\labelfont{#2} #3}}
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\newcommand*\figcapof[3]{\captionof{figure}[#2]{\label{fig:#1}\labelfont{#2} #3}}
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\newcommand*\tabcap[3]{%
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\begingroup%

‎thesis.tex‎

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\hypersetup{linkcolor=thesis@toccolor}
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\tableofcontents
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\listofabbrevs
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\cleardoublepage
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\phantomsection
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\addcontentsline{toc}{chapter}{\listfigurename}
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\listoffigures
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\endgroup
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\chapterfile{summary}

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