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<h1 class="title toc-ignore">Splits and Networx</h1>
<h4 class="author"><em>Klaus Schliep</em></h4>
<h4 class="date"><em>February 14, 2018</em></h4>



<p>This tutorial gives a basic introduction for constructing phylogenetic networks and adding parameters to trees or networx objects using <a href="https://cran.r-project.org/package=phangorn">phangorn</a> <span class="citation">(Schliep 2011)</span> in R. Splits graphs or phylogenetic networks are a useful way to display conflicting data or to summarize different trees. Here, we present two popular networks, consensus networks <span class="citation">(Holland et al. 2004)</span> and Neighbor-Net <span class="citation">(D. Bryant and Moulton 2004)</span>.<br />
Trees or networks are often missing either edge weights or edge support values. We show how to improve a tree/networx object 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>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(phangorn)
<span class="kw">data</span>(Laurasiatherian)
<span class="kw">data</span>(yeast)</code></pre></div>
<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 of only representing splits (taxon bipartitions) occurring in at least 50% of the trees in a bootstrap or MCMC sample one can use a lower threshold and explore competing splits. Note that, in its basic implementation used here, the consensusNet edge lengths are proportional to the frequence of the corresponding splits in the provided list of trees.</p>
<p>The input for <code>consensusNet</code> is a list of trees i.e. an object of class <code>multiPhylo</code>.</p>
<div class="sourceCode"><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> <span class="cf">function</span>(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">1</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></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<div class="sourceCode"><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></div>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASAAAAEgCAMAAAAjXV6yAAAC/VBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7///8AcV0UAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAVJklEQVR4nO2de1wV1drHf5vbRtCNqEgqCnjJ5A3DNLwiWRyPZZaKecluVljqobQ6VFrU8VhY+qrlW3LEjDQt7WJqmbc0LTXyrshr4q28lZFKxU1gfc6a2WxmgL337L2dNTPr85nfH5u5rmf5deaZNWvW8ywQU24FvStgdJmAFGQCUpAJSEEmIAWZgBRkAlKQCUhBJiAFmYAUZAJSkAlIQSYgBZmAFGQCUpAJSEEmIAWZgBRkIEB/LHugJaJ3EDKghw3H6IYJSYQMH0EXllkrao96MFo6Y0+/I4TswmGyOLSSPORPTy0Oma5yrYwC6OpvlfS3altYIqm2WXObTqNrt0whJHomXZjSUzqww5A65xXvGEbhCCjjxgjr109WuWJGAbQKheLfQQNIAdaR8W2rSLl1ObmIzXRjl4nSgcHp9r8rFxOSlxrZOKl9koiy2G853VodskDlihkF0GZ8IvzZHfI+WdK4inyH9eQHymw9jhLyGRZLB7ZOFf8cC5xLdoU8sb2K9JoiotyC7+nmbTiocsWMAuivzs1nfPZeWqPHCUnvR9c7jCRvhwsX1ti8+S1wSDrwnuDj9PfPHl3KycMD6NIB/+Uiypn4jJCSXkPVrphRAJGfH4kO7jRkC13q8yT9ecVaNG4gIWUjQ9uOXp9cKR2XH3zd7E9ej2n3EyGjmn21+/VIvFYpoEzt3PHTpYmdTqldL8MA8lj5Q1o1uenly3Sp4JbgdulHuyUSAeXIr6dGhY/+VXVz/AHSWCYgBZmAFGQCUpAJSEEmIAWZgBRkTECn3zjg4ZF/XWVaEaMCugXhnjX5lgfG/sa2KkYFhEmeHHcpAtjItirGBLQGCDjiwXGTgZgytlUxJiByOzBM+aiCQOBjxjUxKKB9fsB2xaPuAAawrolBAZH7gMRqhWPWAv77WVfEqIB+bgR85P6Qis7AE8wrYlRA5J9ArHv/OwsIv8i8HoYFdKkFMMfdAb80Beayr4dhAZG59AIpcrP/MaBLhZv9Ksm4gCo6Ac+43r3PH1inQTWMC4isBIIKXe5NBoa43KmiDAyI9AXGuNr3IaV3VItKGBnQTgssO5zvKokBntWkEkYGRFKB/s73vAK0vKxJHQwN6HgQ8LmzHWdCgRxt6mBoQCQd6OzsUT4G6FbpZDsDGRvQ782Adxpu3mEBvtGoCsYGRLKor7lSf2NVIjBKqxoYHFBpNDCt/sZFQCPVBym4ksEBkSUUxk91NxW3AjI1q4DRAVV3B8bV3UTf86P+1KwCRgdEtgB+e+UbCq3Acu3sGx4QGQz8Xb5+N9BHqa9RRRkfUEEAsF5a3USvqDwNzRsfEEkDuta2Cq/GA49qaZ0DQL80gTTMdR7Q5JyW1jkARF4G2tQ8toqaA29oapwHQCVRwL/tixOADow/pdYTD4DIQqDxeWEhnzrsNdra5gJQ5Y3ABGFhIJCisW0uAJEvAP98Qj4BAg4pH62q+ABE/gbcQ8o7AU9pbZkTQPv9gM2vAs0YD5dqKE4AkQeABBvwtuaGeQF0JgRU/8N6RGJD8QKIPCcA2qy9XW4AXfYHuuhglxtAhD7CXtHBLD+AqJvO1cEsP4DGAYt0MMsPoDRA7YhmT8QPoInAfB3M8gPoSU1G3DUQP4CeBmbpYJYfQBlAlg5m+QE0tbZbUVPxAyhTyw/OkvgBNN3JMAYNxA+g14DndDDLD6A33A6bZiZ+AM0BntTBLD+A5gMTlY9SXfwAWgCMtRVrbpYfQDlARLz2ZvkB9BSAx7w+q3JO/4im/a7hayw/gN4BLF53CJX2jHzpo5wkv699NssPoI/oFZTv7UmZLc/S31LbP3w2yw+gT4DAKm9P6mrPmffMMkIuTYq3DTpGyPnx0dYO8+jGL5LCWkxQDMnjB9Dn1El7fVJS2LIaBCc7JSzMie5GKuLiFqy8FQfI6qBnVk91No6/rvgB9AXQ0euTtrWBbfh/hNFXqfGXCXkLpbXpTQffQ7c+q5jYgh9A64FuHhz2y+w35WEujgSx+ZZP6VrZBWGbPb3p0MDHN5Qql8cPoK+BfooH7X3ICrzrWJMliM0NqPlqXZvetGhGLCLcxlWL4gfQNiDJ/RGVH/cXvk9L6TxkCWKnxQoLhUW16U0FHemPS0pm+QG0A+jtbv/vr0eLeHpL6U5kCWKnh5XTq8eSV5vedMzDdCE7RDHqjB9AecAtrvf+mB4q0Aka8Z1soyxB7MGAUZtyWqVK6U1Hhsxal9lsiqJZfgDtBRJc7KreeJdFwNMyo15gkJQglqyKD455oVRKb3pueLPQm95SDlvkB9Ah4EanO/7IjhPvrYTsEgZm+QFUANzgZPOJjGYCHb+7NrKJcOEH0DFnDcXtIwIEPLb0k6zM8gPoJBBTd0tZblfx3uo0l2F8HT+AfgbayNfPZ0YIdCwpq5lGj/ED6AIQKa3tvj9QwNM47TBjs/wA+g1oXrNYsaKveG/FZrlLMKSO+AF0GQgTF37Naivi6btCi0HB/AD6Ewilf/aniSOmrfczz39nFz+AyuiLRNXqFLHJfF2m+tn9XYgfQFX0iRUr3lvdczXIXeYQP4CIeO0gcPQuTa3yA6hSwBMx9azGZvkBdIS+cC3yoI9UZfEDaBlwlw5m+QGUAUzVwSw/gO5QzH7LRPwAag38vw5muQFEX8UaaZTXrY64AbQJSNTDLjeAZvsyOkgFcQPoAeAtPexyAygB2KaHXV4AXbXCoviZmIV4AXSwQZe9RuIF0BIheYce4gXQM8BLuhjmBdBA9pPUOBcvgCIBjTqh64kTQD8Bfl4PcVVFfABaE1jnq6GW4gPQxaeBW/UxzQcgYbKoF/WxzAmgeE+mG2MiPgCVBwENMrdrIz4A7QPCdTLNB6D3gD46meYD0GTgnzqZ5gPQbcBnOpnmA1AEcEIn01wAOgvYNExjX0dcAPrSk0AfRuIC0Gv65BQQxQWgUUC2Xra5ANQF0HbUlEw8ACoLgN8fehnnAdBu4HrdjPMAaBEwQjfjPABK1ye9m108AEoGVutmnAdAzYHTuhnnANBPQFO9XjS4APS+Qjw4Wxkf0NZGQNAHupk3OqDyDD8xAsF63Ys1Hw6r7fkDzmhUAa8Bucl59aKzqORr05GbKYtQmxCj4chks93vzQULFixU3ZQLeQvIVc6rx3GRDHpQpUrVKldIp5By5m+xQmxz4012S7erbcWtvAXkKufVy08Q0kLleVN+HUKxBGdVHbYU7O8pxO/ef5GQiuaLzh/SMGTDW0BSzqsK68f3RXVcVTg08vrtpMT/U3ISe8gfd9ygWt/oV62EuVj2E/JoPCFV2f50rVl29WrQu872vlpGFOUtICnn1T4kH7/SL3zY2aIbkshOnCIrGl09m5D0u0oVK0m30GsmXZiO7sbn6U9lSG/BNycPiVp5+ed7gi76UqbkP124SycprrwFJOW8yvE/SchztkuE3H8rmd+ckGf7Hmw7So359c7aisnBeCHy8kthtSp4Mf3dgD1rhOdXcGaZ8H7vy0yiMv/p3F0WOaHh9VPMkfOKTOhL14aMpD89JpNxAwkZ0MOGY9KBG9v1W/yXt6VTlW5NjK+eG0RZDLfPlXUKW+jvI/T//K9MIVi+0yayzt+XkmX+07m7XGdpuM07QLKcV6SnMBdam1nUbVo/JDc9R6pt1tymspTYQ+m/JWyi18PC1liB0fT1FE0cvawnQZ/p3weJ0xfvbyk669tHelusIMl/OtxlETbQDQPGE3LmgXYx//uyk24n7wDJcl5dbbREyIbwteCMTpQFrCQFWEfGt5WGga2wig26xIXedQZePPyDRXi496y9GKtv6PLFnDYT6FNt7EdkCYRry9IjK3vZmq17jl/05paW/KfDXW5AES0/bCHJb91/WU5Em7ENT/IOkCzn1UEcEb7HUJ+8qAXJwwmypHEV+U4+6fDv2TeKiJqkeTVy5cogek5AhiywOT+5ceJsIvz30DeO2TH+kCuoeftuSYNHpj37rzk5KzbsPHza9VNC8p8Od/lqe7ryI/aRlP5lQkLmNxue5B0gWc6rxaH0YpkuGJh4J3knnJB04dNVh7rX/m57FgDEeZ5DYkd7enyMW6SrA+FWTVp37pEy/MFJz2e9s/RzOa9a/+lwl8OFnspl1oo8fEuE54CTTwNeOmkp59U/BB89TLirh79HHqOt2z5CvvBXrPVIXMq2p7AJHqGY0lHQ1Uzh+rhf4a48RAn1HX1X8s3tW1jdswLaOy5Fmf+sdZfRM+nPlJ7k/8SkFwsDndywGrys7k4T86+hS5biDI4F3elxfsMUi3wVCK/JvVD+2/G936xdnj1z2pPjRqT0jGvbtC6gAEeEh8x/OtzlRXHKuy4TyVNdhT3Dezgxpcnb/OXsBMdl5LbnS3z1SsIXigWWd3YXPXblTEHexo8XvzkjY/yYEUsdW2X+0+Eu1+MoIZ9hMXk2gl5n2ywTnBSmVXfH7rTGIqPOWS7bwL/eLb56rYQHreT19EL73rsayPynw12uwti8+S1wiGzCfRuyovzfc3Kadv1BV7JvFhFZXVxG68VXr33kGY9S2tL32B5ejiyX/KfDXZaNDG07en0y9U1zoiJTN/X70clZmnaY7U5rIjK6PqtB8hb7q1eaxw3k48GynK0spXGPYsmKFHvrpd5lJL56RX7pRUnTgJZaRNhp3+Wab098iI5ZFxyb6rx6eaiSGG0mftajT7q05jLyT1khRsKfvhWyVy9PtYI+wg8wqF096dRpX5DRXGQUlXGarBCuqERnDtK9/k6bBOy/l+n2VaMkt5+9ISc07AJe8SFfW36gFtk89Pzsk/+U3Ruho2/DoybTK5BhDk679P0uVvpBG8rnLh9HRxW30iBjjs4fDt+nfO7w+ezFtL1wVMXaOJO+gPY2ok933x1tdW/2Wal0BXShLdD1WrzIHn9grWrVcSo9AVUkA80Kr6mIx4AObL8i6gnoCdpW9ObtwomKaHPqVXVq40I6AsqFCpMTzwdCTqlRG1fSD9BOKzDmmkupTAB8+gbkqXQDdD4KuMmXz3/19K0F8H16NWXpBagiiTro42qUNAaIY5j8Vi9AadRBf6VKSedtwDxVSnIqfQCdDaYOWnlmJs80E7CdU6mshtKlP2hrHHUc96lVXPkNwDi1CmsgHQCtET/2JajgoGu0EfDbqVpp9aQDoIv76aO5uZpBuvcA3Vklz9HjFnuUOugtahZ4OgTIUbNAmXQARBu/zoZRXIteopekV13+nkt7QN8FAa1ULrMkFvB9rlm30hzQudZA4PNql/oJvWvZ5DjTGlBpIhDhwfAEbzUI6MfkE4fWgB6h18+/PBme4KWOBALLVS+VaA5oHnXQ73g2PMFLPQ20YREarS2g7dRBP8im6CutgNcZlKspoNMtgV5qDDV3piXADAbFagmotAdwHbs4rw/mlDMoVUtAD1MHrUvS7GuRhoBmQ8ccJT5LO0CbAoDHNbOmmjQDdCoC6M3KQTOUVoBKutM3MK2nvlJDWgEaBVh1ywF0LdIG0AlhjOYi1YuVIggn9VW98BppAKj0g9uF2Hf1s5DJIgh7Tla99BoxB7RnYrh9xKb6366kCMJyK5MXVUFsAf3+lj1Ig15Bg9UvXYog/AEbBjbtsoqunB8fbe0wjzzYnS6fC1nq9nyPxBBQ1faaaLG2GROBF9Q3IEUQvm1pN2PN4MAjpCIubsHKW3HgJSHB+6PdVeghYgboTFZ7KcLnbmCZ+iakCMKH/HcQUhwynezpd4SQXTj8rqWcHPbfqoIRNoDKV48IEPF0nysG2MUChxiYqY0gjBOHiVwveuriHcNCKzfjJLlzqBo2WAA6kiHOBI+mafvsG/6wIFD1N21ZBGGxn+Cjq0MWkLzUyMZJ7ZNIIb7dHKjK+E7VAV3Jtk917peSW+LYthOIV9uOPIJwC4TYsW04uCvkie1VpNcUUu637GZ1PnO4BuQmD45rOcIvozLkX04XAqN9q54bySIIZwrZpkt6DSUPD6BbDvjT66lN9zB1PpS5BOQqD44bncvqWBMyt7rudI3pLAYSyiIIUzt3/HRpYqdTZFSzr3a/HonXKkkfvKGOGZeAXOXBcaXKjTV+Oa5h0OVtTPL8SRGEI7+eGhU++ldCCm4Jbpd+tFsiIffGqNRz4BKQ1AojlybF2wYdo27x372b9PmOsrh919jwuvH7BRmRIp2wtN1OymoJ+lDRVOdsH6pUkktAUivsZKeEhTnR3cifA9tmr+5j+5kcRMc75WO6inNTxKnO/fpmOx3TcgForGmev6uXBiarVZZLQFIrLDX+MiFvoXRmyzNCUsMc8m6d+9sRz9wmw9WQw41AL7Xq65GeRpxqQxlcP8UcrbB8y6d0rexCRatJhVSNFpIJ7aXrYWlnu1++9yvXA3TmaD1F6rH96l2wLgDJWmG5AfZgtz01qQzWkUQpVvSS6Ji7znX7H/YI01GWjOUCkKwVNi1WWCgses8xA1qFrG+hIhZhj/+gYCOR7UhmtnIBSNYKmx5G3xLyLHkf4CfaGhs1l+yV55kq2lrivARJVdRHNYiT50YuAMlaYQcDRm3KaZVKfovouza3b8tC8p8w7+7wQuA6FWqqk1w5aakVRlbFB8e8UEqb8Lc1af0AfVKl3eadiVVAyrVVUk9p0Cc9HWDWY8xeGgAayeKDhmbSAFAcfMp6aBCxB1QWCD/m0e3sxB7QfoDFkDutxB7QUkCVzmGdxB5Qhm5TpKoi9oAGa5GChJ3YA2oHIWcnt2IO6LIFVh9y3xhGzAF9CySwtsFSzAEtAJzk2OVHzAFNArJY22Ap5oCSwSC2R0MxB9QcQkcbv2IN6CzgZf+awcQa0HqA2fhKTcQa0Cwuh9fLxBrQQ8B8xibYijWg7sA3jE2wFWNAlSEAo4B2jcQY0I9Aa7YWWIsxoLOBbBNosRdrH/TNHI9n1DCmjD7Hoe4yASnIBKQgE5CCTEAKMgEpiAEgn4boG1bqA/JhiL6RpT4gb4foG1zqA5KG6K/133FvRAdhyqWaQElnY/SNLvUBSUP0M5skfnPpacve2kDJBmP0OZD6gKQh+nfY6M1WHjqjNlCy3hh9LsTgKVYbKNlCHJrYLlP4FQMl64zR50RqA5IN0T8hfhCr8F9aGygpH6PPi9QGJBui/yEO0oW1lqO1gZIV7OL/mclsSSvIBKQgE5CCTEAKMgEpyASkIBOQgkxACjIBKcgEpCATkIJMQAoyASnIBKQgE5CCTEAKMgEpyASkoP8CXRen6owMQCgAAAAASUVORK5CYII=" /><!-- --></p>
<p>In many cases, <code>consensusNet</code> will return more than two incompatible (competing) splits. This cannot be plotted as a planar (2-dimensional) graph. Such as situation requires a n-dimensional graph, where the maximum number of dimensions equals the maximum number of incompatible splits. For example, if we have three alternative incompatible splits: (A,B)|(C,D) vs. (A,C)|(B,D) vs. (A,D)|(B,C), we need a 3-dimensional graph to show all three alternatives. A nice way to get still a good impression of the network is to plot it in 3D.</p>
<div class="sourceCode"><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></div>
<p>which will result in a spinning graph similar to this</p>
<div class="figure">
<img 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" alt="rotatingNetworx" />
<p class="caption">rotatingNetworx</p>
</div>
</div>
<div id="neighbornet" class="section level2">
<h2>neighborNet</h2>
<p>The function <code>neighborNet</code> implements the popular method of <span class="citation">D. Bryant and Moulton (2004)</span>. The Neighbor-Net algorithm is essentially a 2D-version of the Neighbor joining algorithm. The Neighbour-net is computed in two steps: the first computes a circular ordering of the taxa in the data set; the second step involves the estimation of edge weights using non-negative Least-Squares (nnls).</p>
<div class="sourceCode"><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">1</span>, <span class="dv">4</span>))
<span class="kw">plot</span>(nnet, <span class="st">&quot;2D&quot;</span>)</code></pre></div>
<p><img src="data:image/png;base64,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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 (however) not be planar, but re-plotting can give 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 (branch) 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 provides no support values. We can add the support values from the tree we computed to the splits (edges) shared by both objects.</p>
<div class="sourceCode"><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">1</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></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>Analogously, we can also add support values to a tree:</p>
<div class="sourceCode"><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">par</span>(<span class="st">&quot;mar&quot;</span> =<span class="st"> </span><span class="kw">rep</span>(<span class="dv">1</span>, <span class="dv">4</span>))
<span class="kw">plot</span>(tree2, <span class="dt">show.node.label=</span><span class="ot">TRUE</span>)</code></pre></div>
<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, provide primarily information about support values corresponding to a split, but no information about the actual difference between the taxon bipartitions defined by that split. For example, one may be interested how the alternative support values correspond with the actual genetic distance between the involved taxa. Given a distance matrix, we can estimate edge weights using non-negative Least-Squares, and plot them onto the consensusNet splits graph.</p>
<div class="sourceCode"><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">1</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></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<div id="import-and-export-networks-advanced-functions-for-networx-objects" class="section level3">
<h3>Import and export networks, advanced functions for networx objects</h3>
<p>The functions <code>read.nexus.networx</code> and <code>write.nexus.networx</code> can read and write nexus files for or from SplitsTree <span class="citation">(Huson and Bryant 2006)</span>. Check-out the new vignette IntertwiningTreesAndNetworks for additional functions, examples, and advanced applications.</p>
</div>
</div>
<div id="references" class="section level2 unnumbered">
<h2>References</h2>
<div id="refs" class="references">
<div id="ref-Bryant2004">
<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="https://doi.org/10.1093/molbev/msh018">10.1093/molbev/msh018</a>.</p>
</div>
<div id="ref-Csardi2006">
<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" class="uri">http://igraph.org</a>.</p>
</div>
<div id="ref-Holland2004">
<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="https://doi.org/10.1093/molbev/msh145">10.1093/molbev/msh145</a>.</p>
</div>
<div id="ref-Huson2006">
<p>Huson, D.H., and D. Bryant. 2006. “Application of Phylogenetic Networks in Evolutionary Studies.” <em>Molecular Biology and Evolution</em> 23 (2): 254–67.</p>
</div>
<div id="ref-Schliep2011">
<p>Schliep, Klaus Peter. 2011. “Phangorn: Phylogenetic Analysis in R.” <em>Bioinformatics</em> 27 (4): 592–93. doi:<a href="https://doi.org/10.1093/bioinformatics/btq706">10.1093/bioinformatics/btq706</a>.</p>
</div>
</div>
</div>



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r-cran-phangorn 2.4.0-1 / usr / lib / R / site-library / phangorn / doc / Networx.html
