{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "In this recipe we'll explore some of the functionality that can be applied to an alignment of protein sequences. We're going to start with a multiple sequence alignment (MSA) of myoglobin sequences from 42 diverse tetrapods, and one human hemoglobin sequence. This multiple sequence alignment was generated by following the steps in the [Progressive Multiple Sequence Alignment recipe](./Progressive%20multiple%20sequence%20alignment.ipynb).\n", "\n", "Myoglobin was the first protein sequence to have its stucture determined by x-ray crystallography. For some background on this molecule, see the [myoglobin article in the PDB *Molecule of the Month* series](http://www.rcsb.org/pdb/101/motm.do?momID=1).\n", "\n", "First, we'll prepare our environment and load our myoglobin alignment into a [``TabularMSA``](http://scikit-bio.org/docs/0.5.0/generated/skbio.alignment.TabularMSA.html) object, setting the MSA's index labels to the sequence identifiers read in from the FASTA file." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "from skbio import TabularMSA, Protein\n", "\n", "msa = TabularMSA.read('data/globin-aln.fasta', constructor=Protein)\n", "msa.reassign_index(minter='id')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring a sequence alignment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can next get some information about this alignment. For example, we can easily see that there are 43 sequences in this alignment, and that it's 154 characters long. By definition, there is no variance in sequence length in a multiple sequence alignment. For this reason, it's common to think of an alignment as a matrix or table, where rows represent sequences and columns represent positions in the sequences." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "TabularMSA[Protein]\n", "-----------------------------------------------------------------------\n", "Stats:\n", " sequence count: 43\n", " position count: 154\n", "-----------------------------------------------------------------------\n", "VHLTPEEKSAVTALWGKVNVDEV--GGEALGRL ... KEFTPPVQAAYQKVVAGVANALAHKYH------\n", "-GLSDGEWQLVLKVWGKVEGDLPGHGQEVLIRL ... ADFGADAQAAMGKALELFRNDMAAKYKEFGFQG\n", "...\n", "-GLSDDEWNHVLGIWAKVEPDLSAHGQEVIIRL ... SDFGADSQAAMKKALELFRNDMASKYKEFGFQG\n", "-GLSDDEWHHVLGIWAKVEPDLSAHGQEVIIRL ... SDFGADSQAAMRKALELFRNDMASKYKEFGFQG" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msa" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are also some mechanisms in place to get more direct access to this information. For example:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Shape(sequence=43, position=154)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msa.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The index in this alignment (which was set to the sequence identifiers above) contains the genus and species that each sequence is derived from:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hemoglobin-human\n", "Ornithorhynchus.anatinus-platypus\n", "Tachyglossus.aculeatus-short.beaked.echidna\n", "Macropus.rufus-red.kangaroo\n", "Castor.fiber-eurasian.beaver\n", "Ondatra.zibethicus-muskrat\n", "Kogia.breviceps-pygmy.sperm.whale\n", "Physeter.catodon-sperm.whale\n", "Ziphius.cavirostris-beaked.whale\n", "Orcinus.orca-killer.whale\n", "Phocoenoides.dalli.dalli-porpoise\n", "Balaenoptera.physalus-fin-whale\n", "Inia.geoffrensis-amazon.river.dolphin\n", "Canis.lupus.familiaris.dog\n", "Bos.taurus-cattle\n", "Ovis.aries-sheep\n", "Elephas.maximus-asian.elephant\n", "Equus.caballus-horse\n", "Mus.musculus-mouse\n", "Zalophus.californianus-california.sea.lion\n", "Orycteropus.afer-aardvark\n", "Ctenodactylus.gundi-common.gundi\n", "Tupaia.chinensis-treeshrew\n", "Lagostomus.maximus-viscacha\n", "Proechimys.guairae-guaira.spiny.rat\n", "Ochotona.princeps-american.pika\n", "Nannospalax.ehrenbergi-blind.mole.rat\n", "Lutra.lutra-otter\n", "Meles.meles-badger\n", "Didelphis.virginiana-opossum\n", "Callithrix.jacchus-marmoset\n", "Lagothrix.lagotricha-brown.woolly.monkey\n", "Saimiri.sciureus-common.squirrel.monkey\n", "Rousettus.aegyptiacus-egyptian.fruit.bat\n", "Pan.troglodytes-chimpanzee\n", "Papio.anubis-baboon\n", "Pongo.abelii-orangutan\n", "Varanus.varius-monitor\n", "Aptenodytes.forsteri-emperor.penguin\n", "Alligator.mississippiensis-alligator\n", "Gallus.gallus-chicken\n", "Caretta.caretta-sea.turtle\n", "Graptemys.geographica-map.turtle\n" ] } ], "source": [ "for label in msa.index:\n", " print(label)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also explore some more interesting features of this alignment. For example, we can compute conservation for each position in the alignment using the *inverse Shannon uncertainty* metric. In this case, we're going to treat gap characters as another *character* in the amino acid alphabet, though the right way to handle gaps in alignments when computing conservation is debatable. To learn more about positional conservation, see [``TabularMSA.conservation``](http://scikit-bio.org/docs/0.5.0/generated/skbio.alignment.TabularMSA.conservation.html)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "positional_conservation = msa.conservation(metric='inverse_shannon_uncertainty', degenerate_mode='nan', gap_mode='include')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We get an array of positional conservation values (here we'll just print the first ten). A low conservation value means that there is a lot of variation in the sequences at the corresponding position in the alignment, while a high conservation value means that the corresponding position in the alignment is highly conserved. A conservation of 1.0 means that a position is perfectly conserved. A conservation of 0.0 means that every character in the alphabet is present in exactly equal frequency at that position in the alignment (this is uncommon in practice)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.963720731598\n", "0.845643534756\n", "1.0\n", "0.902301609936\n", "0.862825292185\n", "0.717505677906\n", "1.0\n", "0.963720731598\n", "0.77120683716\n", "0.730788546142\n" ] } ], "source": [ "for value in positional_conservation[:10]:\n", " print(value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our alignment, there are exactly 21 positions that are perfectly conserved across all sequences. This is pretty astonishing, particularly because there is a hemoglobin sequence in the alignment. This means that (based on the information we have here) these positions have not changed since the last common ancestor of the hemoglobin/myoglobin paralogs). " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "21" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(positional_conservation == 1.0).sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's figure out what amino acids are at these perfectly conserved positions:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Position 2 is perfectly conserved, containing L in all sequences.\n", "Position 6 is perfectly conserved, containing E in all sequences.\n", "Position 10 is perfectly conserved, containing V in all sequences.\n", "Position 14 is perfectly conserved, containing W in all sequences.\n", "Position 16 is perfectly conserved, containing K in all sequences.\n", "Position 17 is perfectly conserved, containing V in all sequences.\n", "Position 25 is perfectly conserved, containing G in all sequences.\n", "Position 37 is perfectly conserved, containing P in all sequences.\n", "Position 39 is perfectly conserved, containing T in all sequences.\n", "Position 43 is perfectly conserved, containing F in all sequences.\n", "Position 46 is perfectly conserved, containing F in all sequences.\n", "Position 62 is perfectly conserved, containing K in all sequences.\n", "Position 65 is perfectly conserved, containing G in all sequences.\n", "Position 68 is perfectly conserved, containing V in all sequences.\n", "Position 76 is perfectly conserved, containing L in all sequences.\n", "Position 89 is perfectly conserved, containing L in all sequences.\n", "Position 93 is perfectly conserved, containing H in all sequences.\n", "Position 123 is perfectly conserved, containing F in all sequences.\n", "Position 130 is perfectly conserved, containing A in all sequences.\n", "Position 143 is perfectly conserved, containing A in all sequences.\n", "Position 146 is perfectly conserved, containing Y in all sequences.\n" ] } ], "source": [ "for pos_idx, conservation in enumerate(positional_conservation):\n", " if conservation == 1.0:\n", " # find the amino acid at this position in the first sequence in the alignment\n", " aa = msa[0][pos_idx]\n", " print(\"Position %3d is perfectly conserved, containing %s in all sequences.\" % (pos_idx, aa))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we can visualize the conservation along the full length of the alignment to get an idea of where the more and less conserved positions are found. In general, positions that are highly conserved are thought to have specific structural or functional roles in the protein, while positions that are less conserved might have less specific roles (e.g., providing a filler between two functional domains in the linear protein backbone)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3QOd49G0h+oMHGw8aUbN9E6LozTx7l6pP69Hz1XxgINy6aVV6ZZ7FwYFowLmW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\nA2Cg/vzrAH6zCu0E8GYArwLwqPGas10ALgWwvX6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pylab import figure\n", "\n", "fig = figure()\n", "ax = fig.add_subplot(111)\n", "_ = ax.plot(range(len(positional_conservation)), positional_conservation, '-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building a neighbor joining tree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A common reason for building a multiple sequence alignment is for making an inference about the evolutionary relationships between the organisms. We'll do this here using the neighbor joining ([``skbio.tree.nj``](http://scikit-bio.org/docs/0.5.0/generated/skbio.tree.nj.html)) function in scikit-bio.\n", "\n", "The input to ``nj`` is a distance matrix, representing the pairwise distances between the sequences in the alignment. This can be obtained using ``DistanceMatrix.from_iterable``. Here we'll compute the Hamming distances between all pairs of sequences in the alignment:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "43x43 distance matrix\n", "IDs:\n", "'hemoglobin-human', 'Ornithorhynchus.anatinus-platypus', ...\n", "Data:\n", "[[ 0. 0.73376623 0.74025974 ..., 0.71428571 0.70779221\n", " 0.70779221]\n", " [ 0.73376623 0. 0.05844156 ..., 0.24025974 0.30519481\n", " 0.2987013 ]\n", " [ 0.74025974 0.05844156 0. ..., 0.24675325 0.31818182\n", " 0.31168831]\n", " ..., \n", " [ 0.71428571 0.24025974 0.24675325 ..., 0. 0.24025974\n", " 0.25324675]\n", " [ 0.70779221 0.30519481 0.31818182 ..., 0.24025974 0. 0.05194805]\n", " [ 0.70779221 0.2987013 0.31168831 ..., 0.25324675 0.05194805 0. ]]\n" ] } ], "source": [ "from skbio import DistanceMatrix\n", "from skbio.sequence.distance import hamming\n", "\n", "dm = DistanceMatrix.from_iterable(msa, metric=hamming, keys=msa.index)\n", "print(dm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One initial observation that we can make here is that the mean of the distribution of distances between the hemoglobin sequence and all other sequences is higher than the mean of the distribution of the chimpanzee myoglobin sequences to all of the others. This is exactly what we expect since the hemoglobin sequence diverged from the myoglobin sequences longer ago." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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I67sBr/hlqZnVbAMiIsc4d4/9bXQFtQn1JsBmSr8o/RfwOjDG3d+p0QpFRKTW\natz94u5HzGwKsJSvT2lUoIuI1KMaH6mLiEjDk7TbBJjZcDN718zeM7O7qmgz28zeN7N1ZtY3Wdtu\naGLtCzPLNbP1kcdKMzujPupMtXg+E5F23zGzw2Z2eV3WV5fi/P0ImVm+mb1lZsvrusa6EsfvR7qZ\nLYzkxEYzu7YeyqwTZjbXzIrMbEM1bRLLTXev9YPSPw5bgBygGbAO+FaFNhcBiyPPzwHWJGPbDe0R\n5744F2gTeT48iPsinv1Qpt3fgVeAy+u77nr8TLQBNgGdI6/b1nfd9bgv7gH+8+h+AHYBTeu79hTt\nj0FAX2BDFfMTzs1kHanHcyHSJcB8AHd/DWhjZh2StP2GJOa+cPc17r4n8nINwTy/P96L024EngM+\nrcvi6lg8+yIXeN7dCwDc/bM6rrGuxLMvHGgded4a2OXuxXVYY51x95XA59U0STg3kxXq8VyIVLFN\nQSVtgiDRi7L+A/hzSiuqHzH3g5l1Ai5190eBhE/dakTi+Uz0AjLNbLmZvWFm19RZdXUrnn3x38Bp\nZrYDWA/cXEe1NUQJ52adXXwk32RmQ4AJlP4Ldiz6L6Bsn2qQgz2WpsDZwFCgFbDazFa7+5b6Late\nDAPy3X2omZ0C/M3MznT3ffVdWGOQrFAvALqWeZ0dmVaxTZcYbYIgnn2BmZ0J/AEY7u7V/fvVWMWz\nH74NPG2lt/trC1xkZofdfWEd1VhX4tkX24HP3P0r4CszW0Hp/UqDFurx7IsJwH8CuPsHZvYR8C3g\nzTqpsGFJODeT1f3yBtDDzHLM7DhgNFDxF3MhMA6iV6N+4e6J3cKtcYi5L8ysK/A8cI27f1APNdaF\nmPvB3U+OPLpT2q/+4wAGOsT3+/EyMMjMmphZS0q/FAvidR/x7ItPgO8BRPqPewEf1mmVdcuo+r/U\nhHMzKUfqXsWFSGY2qXS2/8Hdl5jZCDPbAuyn9K9x4MSzL4D7gUzgt5Gj1MPu3r/+qk6+OPdDuUXq\nvMg6Eufvx7tm9ldgA6U3tv2Du79dj2WnRJyfi58CT5Q5ze//ufvueio5pcxsARACTjKzrcA0Sged\nqHFu6uIjEZEA0RilIiIBolAXEQkQhbqISIAo1EVEAkShLiISIAp1EZEAUaiLiASIQl1EJED+PyB2\nznzZ7s0QAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = figure()\n", "ax = fig.add_subplot(111)\n", "ax.hist([dm['hemoglobin-human'], dm['Pan.troglodytes-chimpanzee']], label=['human hemoglobin', 'chimpanzee myoglobin'])\n", "ax.set_xlim((0,1))\n", "ax.legend(loc='upper left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now build a neighbor-joining tree from this distance matrix:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from skbio.tree import nj\n", "tree = nj(dm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize this tree with the [ETE Toolkit](http://etetoolkit.org/):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Ij48P7777LkOHDjWYRgghhPgzJHAXQggqRtU9PDywtbWldevWpKen684dPnwY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UEYG7IAiC8Fxzdnbm1KlTzJgxg3r16mFlZcWyZcu4desWXl5ezJo1i4kTJzJ37lxsbGz4+OOP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sLCwpgzZw7z5s2jYcOG7Nixg8jISKKioti+fTsajYbIyEjq1q1LWFgYAD/99BNLly5l+fLl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\n", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import ete3\n", "ts = ete3.TreeStyle()\n", "ts.show_branch_length = True\n", "ete3.TreeNode.from_skbio(tree).render(\"%%inline\", tree_style=ts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a better understanding of the evolutionary history, we can use outgroup rooting to place a root in the tree. When doing outgroup rooting, you want to find the tip corresponding to the most distantly related sequence in the alignment, and look at its most recent ancestral node. Because we know *a priori* that the hemoglobin sequence is the most distantly related of the sequences in our alignment (because it's not myoglobin, so by definition had to have begun diverging before all of our myoglobin sequences began diverging), you know that its first ancestral node should be the common ancestor of all sequences in the tree.\n", "\n", "First we find the node that we want to be the new root." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "new_root = tree.find('hemoglobin-human').ancestors()[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then we build a new tree rooted at this node:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "rooted_tree = tree.root_at(new_root)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualizing the tree with ETE, you can see that this actually gives us a pretty good picture of the relationships between the organisms. For example, notice that the deepest splits are the myoglobin versus hemoglobin clades, then the separation of the reptiles, birds, and egg-laying mammals, respectively." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Ys2fPZvLkycXy6Ovr4+npyfDhw+nevTsGBgbMmzePZs2asWXLFsaOHYtWqy2W/t46U1NT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gHQt29f3N3d2bdvH/b29hgYGFC5cmXi4uJo2LAhtWvXflnVEuIfSQIXIYQQQryRsrKysLa2BsDB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a0q1bN/bv369cj4yMxMnJCUtLSxo2bMjZs2e5fPky+/bt47fffsPExIQKFSoQExPDwYMHqVix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\ngg==\n", "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts = ete3.TreeStyle()\n", "ts.show_branch_length = True\n", "ete3.TreeNode.from_skbio(rooted_tree).render(\"%%inline\", tree_style=ts)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }