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<div id="header">
<h1 class="title">Splits and Networx</h1>
<h4 class="author"><em>Klaus Schliep</em></h4>
<h4 class="date"><em>February 13, 2015</em></h4>
</div>


<p>This tutorial gives a basic introduction on constructing phylogenetic networks and to add parameter to trees or networx using <a href="http://cran.r-project.org/package=phangorn">phangorn</a> <span class="citation">(Schliep 2011)</span> in R. Splits graph or phylogenetic networks are a nice way to display conflict data or summarize different trees. Here we present to popular networks, consensus networks <span class="citation">(Holland et al. 2004)</span> and neighborNet <span class="citation">(Bryant and Moulton 2004)</span>.<br />Often trees or networks are missing either edge weights or support values about the edges. We show how to improve a tree/networx by adding support values or estimating edge weights using non-negative Least-Squares (nnls).</p>
<p>We first load the phangorn package and a few data sets we use in this vignette.</p>
<pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(phangorn)</code></pre>
<pre><code>## Loading required package: ape</code></pre>
<pre class="sourceCode r"><code class="sourceCode r"><span class="kw">data</span>(Laurasiatherian)
<span class="kw">data</span>(yeast)</code></pre>
<div id="consensusnet" class="section level2">
<h2>consensusNet</h2>
<p>A consensusNet <span class="citation">(Holland et al. 2004)</span> is a generalization of a consensus tree. Instead only representing splits with at least 50% in a bootstrap or MCMC sample one can use a lower threshold. However of important competing splits are left out.</p>
<p>The input for <code>consensusNet</code> is a list of trees i.e. an object of class <code>multiPhylo</code>.</p>
<pre class="sourceCode r"><code class="sourceCode r"><span class="kw">set.seed</span>(<span class="dv">1</span>)
bs &lt;-<span class="st"> </span><span class="kw">bootstrap.phyDat</span>(yeast, <span class="dt">FUN =</span> function(x)<span class="kw">nj</span>(<span class="kw">dist.hamming</span>(x)), 
    <span class="dt">bs=</span><span class="dv">100</span>)
tree &lt;-<span class="st"> </span><span class="kw">nj</span>(<span class="kw">dist.hamming</span>(yeast))
<span class="kw">par</span>(<span class="st">&quot;mar&quot;</span> =<span class="st"> </span><span class="kw">rep</span>(<span class="dv">2</span>, <span class="dv">4</span>))
tree &lt;-<span class="st"> </span><span class="kw">plotBS</span>(tree, bs, <span class="st">&quot;phylogram&quot;</span>)</code></pre>
<p><img src="data:image/png;base64,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" /></p>
<pre class="sourceCode r"><code class="sourceCode r">cnet &lt;-<span class="st"> </span><span class="kw">consensusNet</span>(bs, .<span class="dv">3</span>)
<span class="kw">plot</span>(cnet, <span class="st">&quot;2D&quot;</span>, <span class="dt">show.edge.label=</span><span class="ot">TRUE</span>)</code></pre>
<p><img src="data:image/png;base64,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" /></p>
<p>Often <code>consensusNet</code> will return incompatible splits, which cannot plotted as a planar graph. A nice way to get still a good impression of the network is to plot it in 3 dimensions.</p>
<pre class="sourceCode r"><code class="sourceCode r"><span class="kw">plot</span>(cnet)
<span class="co"># rotate 3d plot</span>
<span class="kw">play3d</span>(<span class="kw">spin3d</span>(<span class="dt">axis=</span><span class="kw">c</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="dv">0</span>), <span class="dt">rpm=</span><span class="dv">6</span>), <span class="dt">duration=</span><span class="dv">10</span>)
<span class="co"># create animated gif file </span>
<span class="kw">movie3d</span>(<span class="kw">spin3d</span>(<span class="dt">axis=</span><span class="kw">c</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="dv">0</span>), <span class="dt">rpm=</span><span class="dv">6</span>), <span class="dt">duration=</span><span class="dv">10</span>)</code></pre>
<p>which will result in a spinning graph similar to this</p>
<p><img src="data:image/gif;base64,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" alt="rotatingNetworx" /></p>
</div>
<div id="neighbornet" class="section level2">
<h2>neighborNet</h2>
<p>The function <code>neighborNet</code> implements the popular method of <span class="citation">Bryant and Moulton (2004)</span>. The Neighbor-Net algorithm extends the Neighbor joining allowing again algorithm is computed in 2 parts, the first computes a circular ordering. The second step involves estimation of edge weights using non-negative Least-Squares (nnls).</p>
<pre class="sourceCode r"><code class="sourceCode r">dm &lt;-<span class="st"> </span><span class="kw">dist.hamming</span>(yeast)
nnet &lt;-<span class="st"> </span><span class="kw">neighborNet</span>(dm)
<span class="kw">par</span>(<span class="st">&quot;mar&quot;</span> =<span class="st"> </span><span class="kw">rep</span>(<span class="dv">2</span>, <span class="dv">4</span>))
<span class="kw">plot</span>(nnet, <span class="st">&quot;2D&quot;</span>)</code></pre>
<p><img 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" /></p>
<p>The advantage of Neighbor-Net is that it returns a circular split system which can be always displayed in a planar (2D) graph. The plots displayed in <code>phangorn</code> may not planar, but re-plotting may gives you a planar graph. This unwanted behavior will be improved in future version. The rendering of the <code>networx</code> is done using the the fantastic igraph package <span class="citation">(Csardi and Nepusz 2006)</span>.</p>
</div>
<div id="adding-support-values" class="section level2">
<h2>Adding support values</h2>
<p>We can use the generic function <code>addConfidences</code> to add support values from a tree, i.e. an object of class <code>phylo</code> to a <code>networx</code>, <code>splits</code> or <code>phylo</code> object. The Neighbor-Net object we computed above contains no support values. We can add the support values fro the tree we computed to the splits these two objects share.</p>
<pre class="sourceCode r"><code class="sourceCode r">nnet &lt;-<span class="st"> </span><span class="kw">addConfidences</span>(nnet, tree)
<span class="kw">par</span>(<span class="st">&quot;mar&quot;</span> =<span class="st"> </span><span class="kw">rep</span>(<span class="dv">2</span>, <span class="dv">4</span>))
<span class="kw">plot</span>(nnet, <span class="st">&quot;2D&quot;</span>, <span class="dt">show.edge.label=</span><span class="ot">TRUE</span>)</code></pre>
<p><img src="data:image/png;base64,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" /></p>
<p>We can also add support values to a tree:</p>
<pre class="sourceCode r"><code class="sourceCode r">tree2 &lt;-<span class="st"> </span><span class="kw">rNNI</span>(tree, <span class="dv">2</span>)
tree2 &lt;-<span class="st"> </span><span class="kw">addConfidences</span>(tree2, tree)
<span class="co"># several support values are missing</span>
<span class="kw">plot</span>(tree2, <span class="dt">show.node.label=</span><span class="ot">TRUE</span>)</code></pre>
<p><img src="data:image/png;base64,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" /></p>
</div>
<div id="estimating-edge-weights-nnls" class="section level2">
<h2>Estimating edge weights (nnls)</h2>
<p>Consensus networks on the other hand have information about support values corresponding to a split, but are generally without edge weights. Given a distance matrix we can estimate edge weights using non-negative Least-Squares.</p>
<pre class="sourceCode r"><code class="sourceCode r">cnet &lt;-<span class="st"> </span><span class="kw">nnls.networx</span>(cnet, dm)
<span class="kw">par</span>(<span class="st">&quot;mar&quot;</span> =<span class="st"> </span><span class="kw">rep</span>(<span class="dv">2</span>, <span class="dv">4</span>))
<span class="kw">plot</span>(cnet, <span class="st">&quot;2D&quot;</span>, <span class="dt">show.edge.label=</span><span class="ot">TRUE</span>)</code></pre>
<p><img src="data:image/png;base64,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" /></p>
<div class="references">
<h2>References</h2>
<p>Bryant, David, and Vincent Moulton. 2004. “Neighbor-Net: An Agglomerative Method for the Construction of Phylogenetic Networks.” <em>Molecular Biology and Evolution</em> 21 (2): 255–65. doi:<a href="http://dx.doi.org/10.1093/molbev/msh018">10.1093/molbev/msh018</a>. <a href="http://mbe.oxfordjournals.org/content/21/2/255.abstract">http://mbe.oxfordjournals.org/content/21/2/255.abstract</a>.</p>
<p>Csardi, Gabor, and Tamas Nepusz. 2006. “The Igraph Software Package for Complex Network Research.” <em>InterJournal</em> Complex Systems: 1695. <a href="http://igraph.org">http://igraph.org</a>.</p>
<p>Holland, Barbara R., Katharina T. Huber, Vincent Moulton, and Peter J. Lockhart. 2004. “Using Consensus Networks to Visualize Contradictory Evidence for Species Phylogeny.” <em>Molecular Biology and Evolution</em> 21 (7): 1459–61. doi:<a href="http://dx.doi.org/10.1093/molbev/msh145">10.1093/molbev/msh145</a>. <a href="http://mbe.oxfordjournals.org/content/21/7/1459.abstract">http://mbe.oxfordjournals.org/content/21/7/1459.abstract</a>.</p>
<p>Schliep, Klaus Peter. 2011. “phangorn: Phylogenetic Analysis in R.” <em>Bioinformatics</em> 27 (4): 592–93. doi:<a href="http://dx.doi.org/10.1093/bioinformatics/btq706">10.1093/bioinformatics/btq706</a>. <a href="http://bioinformatics.oxfordjournals.org/content/27/4/592.abstract">http://bioinformatics.oxfordjournals.org/content/27/4/592.abstract</a>.</p>
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