{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting biopython\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/5a/42/de1ed545df624180b84c613e5e4de4848f72989ce5846a74af6baa0737b9/biopython-1.79-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl (2.3MB)\n", "\u001b[K |████████████████████████████████| 2.3MB 3.3MB/s eta 0:00:01\n", "\u001b[?25hRequirement already satisfied: numpy in /home/frederique/anaconda3/lib/python3.7/site-packages (from biopython) (1.21.4)\n", "Installing collected packages: biopython\n", "Successfully installed biopython-1.79\n" ] } ], "source": [ "import sys\n", "!{sys.executable} -m pip install biopython" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Learning how to use Biopython\n", "--" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Alignment with 5 rows and 13 columns\n", "AACGTGGCCACAT Alpha\n", "AAGGTCGCCACAC Beta\n", "CAGTTCGCCACAA Gamma\n", "GAGATTTCCGCCT Delta\n", "GAGATCTCCGCCC Epsilon\n", "Alignment with 4 rows and 5 columns\n", "10000 Alpha\n", "11010 Beta\n", "10111 Gamma\n", "00000 Omega\n", "Alignment with 5 rows and 4 columns\n", "1001 Alpha\n", "1000 Beta\n", "0110 Gamma\n", "0120 Delta\n", "0121 Epsilon\n" ] } ], "source": [ "from Bio import AlignIO\n", "aln = AlignIO.read('msa.phy', 'phylip')\n", "print(aln)\n", "ex1 = AlignIO.read('ex1.phy', 'fasta')\n", "print(ex1)\n", "ex2 = AlignIO.read('ex2.phy', 'phylip')\n", "print(ex2)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Alpha\t0\n", "Beta\t0.23076923076923073\t0\n", "Gamma\t0.3846153846153846\t0.23076923076923073\t0\n", "Delta\t0.5384615384615384\t0.5384615384615384\t0.5384615384615384\t0\n", "Epsilon\t0.6153846153846154\t0.3846153846153846\t0.46153846153846156\t0.15384615384615385\t0\n", "\tAlpha\tBeta\tGamma\tDelta\tEpsilon\n", "Alpha\t0\n", "Beta\t0.4\t0\n", "Gamma\t0.6\t0.6\t0\n", "Omega\t0.19999999999999996\t0.6\t0.8\t0\n", "\tAlpha\tBeta\tGamma\tOmega\n" ] } ], "source": [ "from Bio.Phylo.TreeConstruction import DistanceCalculator\n", "\n", "calculator = DistanceCalculator('identity')\n", "dm = calculator.get_distance(aln)\n", "print(dm)\n", "dm1 = calculator.get_distance(ex1)\n", "print(dm1)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from Bio.Phylo.TreeConstruction import DistanceTreeConstructor\n", "# Create a DistanceTreeConstructor object\n", "constructor = DistanceTreeConstructor()\n", "upgmatree = constructor.upgma(dm)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tree(rooted=True)\n", " Clade(branch_length=0, name='Inner3')\n", " Clade(branch_length=0.32499999999999996, name='Gamma')\n", " Clade(branch_length=0.07499999999999996, name='Inner2')\n", " Clade(branch_length=0.25, name='Beta')\n", " Clade(branch_length=0.15000000000000002, name='Inner1')\n", " Clade(branch_length=0.09999999999999998, name='Omega')\n", " Clade(branch_length=0.09999999999999998, name='Alpha')\n" ] } ], "source": [ "from Bio.Phylo.TreeConstruction import *\n", "\n", "scorer = ParsimonyScorer()\n", "searcher = NNITreeSearcher(scorer)\n", "constructor = ParsimonyTreeConstructor(searcher)\n", "pars_tree = constructor.build_tree(ex1)\n", "print(pars_tree)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from Bio import Phylo\n", "\n", "Phylo.draw(pars_tree)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Loads all functions\n", "--" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from Bio import AlignIO\n", "from Bio.Phylo.TreeConstruction import *\n", "from Bio import Phylo\n", "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "import pydot\n", "from networkx.drawing.nx_pydot import graphviz_layout\n", "from sklearn import preprocessing\n", "import scipy.cluster.hierarchy as sch\n", "from scipy.cluster.hierarchy import fcluster\n", "import numpy as np\n", "\n", "def d_h(s1, s2):\n", " ''' Hamming distance betweeen two strings\n", " '''\n", " return sum(c1 != c2 for c1, c2 in zip(s1, s2))\n", "\n", "def weightT(T):\n", " ''' input: weighted tree\n", " output: its weight\n", " ''' \n", " parslen = 0\n", " for e in T.edges(data=True):\n", " parslen += e[2]['weight']\n", " return parslen\n", "\n", "def build_complete_graph(data):\n", " '''input: data = output of AlignIO.read\n", " output: a weighted complete graph\n", " '''\n", " # initializes a graph\n", " G = nx.Graph()\n", " # nodes and edges\n", " seqs = [str(x.seq) for x in list(data)]\n", " ids = [x.id for x in list(data)]\n", " # add edges\n", " lst_edges = [(ids[u],ids[v],d_h(seqs[u],seqs[v])) for u,v in nx.complete_graph(len(ids)).edges()]\n", " G.add_weighted_edges_from(lst_edges)\n", " \n", " return G\n", "\n", "def build_tree_from_complete_graph(G):\n", " ''' input: G = complete graph, generated by build_complete_graph\n", " output: a parsimonious tree\n", " '''\n", " # for G, maps from ids to indices \n", " change_labels = {}\n", " \n", " for i in range(len(list(G.nodes()))):\n", " change_labels[list(G.nodes())[i]] = i\n", " \n", " # assign integer labels\n", " G = nx.relabel_nodes(G, change_labels)\n", " \n", " # MST\n", " T = nx.minimum_spanning_tree(G)\n", " # number of nodes\n", " N = T.order()\n", " # initializes parsimony tree\n", " Tpars = nx.Graph()\n", " \n", " while T.size() > 0:\n", " # finds leaves in tree\n", " leaves = [n for n in T.nodes() if T.degree(n)==1]\n", " # edges connecting leaves to predecessors\n", " predecessors_edges = [e for e in T.edges(data=True) if e[0] in leaves or e[1] in leaves]\n", " # predecessors\n", " predecessors = list(set([e[0] if not(e[0] in leaves) else e[1]for e in predecessors_edges]))\n", " \n", " if not(set(leaves) == set(predecessors)):\n", " # for parsimony tree, uses a leaf also as intermediate node\n", " # thus needs an edge (of weight 0) from the intermediate node to leaf\n", " # cannot keep the same label though, add new nodes with label n+N\n", " self_edges = [(n, n+N, {'weight': 0}) for n in predecessors]\n", " # adds these edges to the parsimony tree\n", " Tpars.add_edges_from(predecessors_edges+self_edges)\n", " # removes edges from MST\n", " T.remove_edges_from(predecessors_edges)\n", " \n", " else:\n", " # last edge\n", " le = list(T.edges(data=True))[0]\n", " edges_toroot = [(le[0],le[1],le[2]), (le[1],le[1]+N,{'weight': 0})] \n", " Tpars.add_edges_from(edges_toroot)\n", " # removes edges from MST\n", " T.remove_edges_from([list(T.edges())[0]])\n", " \n", " leaves = [n for n in Tpars.nodes() if Tpars.degree(n) == 1]\n", " # this is to make sure that leaves have the smallest index \n", " flip_mapping = {}\n", " for l in leaves:\n", " if l > N-1:\n", " # a leaf of the form n+N, say we want l=82 to be 2\n", " # 2 becomes 82 \n", " flip_mapping[l-N] = l\n", " # 82 becomes 2\n", " flip_mapping[l] = l-N\n", " \n", " Tpars = nx.relabel_nodes(Tpars, flip_mapping) \n", " \n", " return Tpars\n", "\n", "def dBC(c1, c2, X):\n", " \n", " # max for hamming distance\n", " mind = len(X[0]) + 1\n", " minxy = []\n", " for x in c1:\n", " for y in c2:\n", " # hamming\n", " d = d_h(X[x], X[y])\n", " if d < mind:\n", " mind = d\n", " minxy = [(x,y)]\n", " else:\n", " if d == mind:\n", " minxy.append((x,y))\n", " return [mind, minxy]\n", " \n", "def labelled_clustering(X, Z):\n", " ''' input: X = data that serves as input to compute Z\n", " Z = dendogram\n", " '''\n", " \n", " # number of points to be clustered\n", " n = np.shape(Z)[0]+1\n", " \n", " # cluster membership\n", " C = {}\n", " # labels\n", " L = {}\n", " # tree\n", " T = nx.Graph()\n", " # Z is (n-1)x4\n", " for i in range(n-1):\n", " c1 = int(Z[i,0])\n", " c2 = int(Z[i,1])\n", " if not(c1 in C.keys()):\n", " # leaf\n", " C[c1] = [c1]\n", " if not(c2 in C.keys()):\n", " # leaf\n", " C[c2] = [c2]\n", "\n", " C[n+i] = C[c1]+C[c2] \n", " # after agglomeration, sets up labels\n", " argmin = dBC(C[c1], C[c2], X)[1]\n", " # argmin could contain several options\n", " L[c1] = argmin[0][0]\n", " L[c2] = argmin[0][1]\n", " # builds labelled tree \n", " T.add_edges_from([(c1,n+i),(c2,n+i)])\n", " \n", " # last label, n + (n-2)\n", " L[n+n-2] = L[n+n-3]\n", " \n", " Tweight = nx.Graph()\n", " for e in T.edges():\n", " weight = (d_h(X[L[e[0]]],X[L[e[1]]]))\n", " Tweight.add_edges_from([(e[0],e[1],{'weight': weight})])\n", " \n", " return Tweight, L\n", "\n", "def find_clusters_frompars(G, noiter, tree_root): \n", " '''\n", " '''\n", " G = G.to_undirected()\n", " if tree_root == None:\n", " prev_nodes = [list(G.nodes())[0]]\n", " else:\n", " prev_nodes = [tree_root]\n", " \n", " # leaves\n", " leaves = [n for n in G.nodes() if G.degree(n) == 1]\n", " \n", " for i in range(noiter):\n", " next_edges = [e for e in G.edges() if e[0] in prev_nodes or e[1] in prev_nodes ]\n", " next_nodes = []\n", " # find edges out from root(s)\n", " for e in next_edges:\n", " if not(e[0] in prev_nodes):\n", " next_nodes.append(e[0])\n", " if not(e[1] in prev_nodes):\n", " next_nodes.append(e[1])\n", " # disconnects the descendants\n", " G.remove_edges_from(next_edges)\n", " # removes the ancestors if they are not leaves\n", " G.remove_nodes_from([n for n in prev_nodes if not(n in leaves)])\n", " # updates roots\n", " prev_nodes = next_nodes\n", " # connected components\n", " ccs = [G.subgraph(c) for c in nx.connected_components(G)]\n", " \n", " clusters = []\n", " for cc in ccs:\n", "\n", " if cc.order() > 1:\n", " #cce = [e for e in G.edges() if e[0] in cc and e[1] in cc]\n", " #ccG = ccG.add_edges_from(cce)\n", " ccn = [n for n in cc.nodes() if cc.degree(n)==1]\n", " clusters.append(ccn)\n", " else:\n", " clusters.append(list(cc.nodes()))\n", " \n", " return clusters\n", "\n", "def compute_pairs(labels):\n", " '''\n", " '''\n", " Lpairs = []\n", " \n", " labels_newformat = [0 for x in range(sum([len(s) for s in labels]))]\n", " for s in labels:\n", " for idx in s:\n", " labels_newformat[idx] = labels.index(s)\n", " \n", " clus_list = set(labels_newformat)\n", " for clus in clus_list: \n", " s = [i for i, x in enumerate(labels_newformat) if x == clus]\n", " for i in range(len(s)):\n", " for j in range(i+1,len(s)):\n", " #[set(i) for i in itertools.combinations(s, 2)]\n", " Lpairs.extend([(s[i],s[j])])\n", " return Lpairs\n", "\n", "def Fmeasure(labels,truthlabels):\n", " '''\n", " '''\n", " Pclus = set(compute_pairs(labels))\n", " Ptrue = set(compute_pairs(truthlabels))\n", " #print(len(Pclus))\n", " #print(len(Ptrue))\n", " a = len(Pclus.intersection(Ptrue))\n", " b = len(Pclus-Ptrue)\n", " c = len(Ptrue-Pclus)\n", " #print(a,b,c)\n", " F = (2*a)/(2*a+b+c)\n", " return F" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parsimonious trees\n", "--" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Alignment with 80 rows and 1701 columns\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY013200\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY013781\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012128\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY013613\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012160\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012272\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY010988\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012288\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012568\n", "atgaagactatcattgctttgagctacatttcatgtctggtttt...tga CY013016\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012480\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY010748\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY011528\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY017291\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012504\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY009476\n", "atgaagactattattgctttgagctacattttatgtctggtttt...tga CY010028\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY011128\n", "...\n", "atgaagactatcattgctttgagctacattctatgtctggtttt...tga EU852005\n" ] } ], "source": [ "# reads the file\n", "usflu_data = AlignIO.read('usflu.fasta', 'fasta')\n", "print(usflu_data)\n", "# retrieves sequences and ids\n", "seqs_usflu = [str(x.seq) for x in list(usflu_data)]\n", "ids_usflu = [x.id for x in list(usflu_data)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Method 1:neighbour joining (NJ)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CY013200\t0\n", "CY013781\t0.0023515579071134995\t0\n", "CY012128\t0.008230452674897082\t0.008230452674897082\t0\n", "CY013613\t0.0023515579071134995\t0.0011757789535566943\t0.008230452674897082\t0\n", "CY012160\t0.0023515579071134995\t0.0023515579071134995\t0.008230452674897082\t0.0023515579071134995\t0\n", "CY012272\t0.003527336860670194\t0.003527336860670194\t0.009406231628453887\t0.003527336860670194\t0.003527336860670194\t0\n", "CY010988\t0.0064667842445620405\t0.0064667842445620405\t0.012345679012345734\t0.0064667842445620405\t0.0064667842445620405\t0.004115226337448541\t0\n", "CY012288\t0.004115226337448541\t0.004115226337448541\t0.009994121105232234\t0.004115226337448541\t0.004115226337448541\t0.0017636684303351524\t0.004703115814226888\t0\n", "CY012568\t0.004703115814226888\t0.004703115814226888\t0.010582010582010581\t0.004703115814226888\t0.004703115814226888\t0.0023515579071134995\t0.0029394473838918467\t0.0029394473838918467\t0\n", "CY013016\t0.005878894767783693\t0.005878894767783693\t0.011757789535567276\t0.005878894767783693\t0.005878894767783693\t0.003527336860670194\t0.0064667842445620405\t0.004115226337448541\t0.004703115814226888\t0\n", "CY012480\t0.011757789535567276\t0.011757789535567276\t0.01763668430335097\t0.011757789535567276\t0.011757789535567276\t0.012345679012345734\t0.01528512639623747\t0.012933568489124081\t0.013521457965902428\t0.014697236919459122\t0\n", 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"EU852005\t0.06819517930629038\t0.06819517930629038\t0.06995884773662553\t0.06760728982951203\t0.06819517930629038\t0.06937095825984718\t0.07113462669018222\t0.06995884773662553\t0.07054673721340388\t0.07054673721340388\t0.07466196355085242\t0.06584362139917699\t0.07583774250440922\t0.07642563198118757\t0.06290417401528514\t0.06466784244562018\t0.0587889476778366\t0.06407995296884184\t0.06290417401528514\t0.05820105820105825\t0.04938271604938271\t0.04997060552616106\t0.04938271604938271\t0.051146384479717866\t0.04997060552616106\t0.05232216343327456\t0.05055849500293941\t0.04291593180482067\t0.051146384479717866\t0.04997060552616106\t0.04820693709582602\t0.05291005291005291\t0.042328042328042326\t0.053497942386831254\t0.04820693709582602\t0.04820693709582602\t0.04820693709582602\t0.04761904761904767\t0.047031158142269214\t0.04820693709582602\t0.048794826572604366\t0.051146384479717866\t0.04938271604938271\t0.05055849500293941\t0.05055849500293941\t0.053497942386831254\t0.051146384479717866\t0.04997060552616106\t0.04997060552616106\t0.051146384479717866\t0.028806584362139898\t0.027630805408583203\t0.02645502645502651\t0.02645502645502651\t0.05173427395649621\t0.01940035273368612\t0.01940035273368612\t0.020576131687242816\t0.01940035273368612\t0.01998824221046447\t0.02175191064079951\t0.018812463256907663\t0.01940035273368612\t0.01940035273368612\t0.014697236919459122\t0.014697236919459122\t0.013521457965902428\t0.047031158142269214\t0.016460905349794275\t0.014697236919459122\t0.007054673721340388\t0.06349206349206349\t0.005291005291005346\t0.0064667842445620405\t0.007642563198118735\t0.007054673721340388\t0.007054673721340388\t0.003527336860670194\t0.0023515579071134995\t0\n", "\tCY013200\tCY013781\tCY012128\tCY013613\tCY012160\tCY012272\tCY010988\tCY012288\tCY012568\tCY013016\tCY012480\tCY010748\tCY011528\tCY017291\tCY012504\tCY009476\tCY010028\tCY011128\tCY010036\tCY011424\tCY006259\tCY006243\tCY006267\tCY006235\tCY006627\tCY006787\tCY006563\tCY002384\tCY008964\tCY006595\tCY001453\tCY001413\tCY001704\tCY001616\tCY003785\tCY000737\tCY001365\tCY003272\tCY000705\tCY000657\tCY002816\tCY000584\tCY001720\tCY000185\tCY002328\tCY000297\tCY003096\tCY000545\tCY000289\tCY001152\tCY000105\tCY002104\tCY001648\tCY000353\tCY001552\tCY019245\tCY021989\tCY003336\tCY003664\tCY002432\tCY003640\tCY019301\tCY019285\tCY006155\tCY034116\tEF554795\tCY019859\tEU100713\tCY019843\tCY014159\tEU199369\tEU199254\tCY031555\tEU516036\tEU516212\tFJ549055\tEU779498\tEU779500\tCY035190\tEU852005\n" ] } ], "source": [ "# computes distance\n", "dist_usflu = DistanceCalculator('identity').get_distance(usflu_data)\n", "print(dist_usflu)\n", "\n", "# creates NJ tree\n", "nj_tree_usflu = DistanceTreeConstructor().nj(dist_usflu)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G_usflu = Phylo.to_networkx(nj_tree_usflu)\n", "\n", "# twopi, dot, circo\n", "pos = graphviz_layout(G_usflu, prog=\"dot\")\n", "\n", "# larger figure size\n", "plt.figure(3,figsize=(12,12)) \n", "nx.draw(G_usflu, pos, with_labels = True, node_size=60,font_size=8)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Method 2: Parsimony" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "543" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scorer_usflu = ParsimonyScorer()\n", "searcher_usflu = NNITreeSearcher(scorer_usflu)\n", "# builds the tree from scratch if second argument is empty, \n", "# otherwise second argument is the starting tree (e.g. nj_tree_usflu)\n", "constructor = ParsimonyTreeConstructor(searcher_usflu)\n", "pars_tree_usflu = constructor.build_tree(usflu_data)\n", "scorer_usflu.get_score(pars_tree_usflu, usflu_data)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Gpars_usflu = Phylo.to_networkx(pars_tree_usflu)\n", "\n", "# twopi, dot, circo\n", "pos2 = graphviz_layout(Gpars_usflu, prog=\"dot\")\n", "\n", "# larger figure size\n", "plt.figure(figsize=(12,12)) \n", "nx.draw(Gpars_usflu, pos2, with_labels = True, node_size=60,font_size=8)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Method 3: start with NJ and optimize parsimony" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "540" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scorer_usflu_fromnj = ParsimonyScorer()\n", "searcher_usflu_fromnj = NNITreeSearcher(scorer_usflu_fromnj)\n", "# builds the tree from scratch if second argument is empty, \n", "# otherwise second argument is the starting tree (e.g. nj_tree_usflu)\n", "constructor_fromnj = ParsimonyTreeConstructor(searcher_usflu_fromnj, nj_tree_usflu)\n", "pars_tree_usflu_fromnj = constructor_fromnj.build_tree(usflu_data)\n", "scorer_usflu_fromnj.get_score(pars_tree_usflu_fromnj, usflu_data)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Gpars_usflu_fromnj = Phylo.to_networkx(pars_tree_usflu_fromnj).to_undirected()\n", "current_nodes = list(Gpars_usflu_fromnj)\n", "\n", "mapping = {}\n", "for i in range(len(current_nodes)):\n", " # maps nodes with ids and indices\n", " if Gpars_usflu_fromnj.degree(current_nodes[i]) == 1: \n", " mapping[current_nodes[i]] = ids_usflu.index(current_nodes[i].name)\n", " \n", "# twopi, dot, circo\n", "pos3 = graphviz_layout(Gpars_usflu_fromnj, prog=\"dot\")\n", "\n", "# larger figure size\n", "plt.figure(figsize=(12,12)) \n", "\n", "nx.draw(Gpars_usflu_fromnj, pos3, with_labels = False, node_size=60, node_color='lightblue')\n", "# add labels to the leaves\n", "nx.draw_networkx_labels(Gpars_usflu_fromnj, pos3, mapping, font_size=20)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Built from MST\n", "--" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Alignment with 80 rows and 1701 columns\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY013200\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY013781\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012128\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY013613\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012160\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012272\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY010988\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012288\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012568\n", "atgaagactatcattgctttgagctacatttcatgtctggtttt...tga CY013016\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012480\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY010748\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY011528\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY017291\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY012504\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY009476\n", "atgaagactattattgctttgagctacattttatgtctggtttt...tga CY010028\n", "atgaagactatcattgctttgagctacattttatgtctggtttt...tga CY011128\n", "...\n", "atgaagactatcattgctttgagctacattctatgtctggtttt...tga EU852005\n", "671\n" ] }, { "data": { "text/plain": [ "(True, 80, 671)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# reads the file\n", "usflu_data = AlignIO.read('usflu.fasta', 'fasta')\n", "print(usflu_data)\n", "# retrieves sequences and ids\n", "seqs_usflu = [str(x.seq) for x in list(usflu_data)]\n", "ids_usflu = [x.id for x in list(usflu_data)]\n", "\n", "# weight of mst\n", "Tmst = nx.minimum_spanning_tree(build_complete_graph(usflu_data))\n", "print(weightT(Tmst))\n", "\n", "# parsimony from mst\n", "Tpars = build_tree_from_complete_graph(build_complete_graph(usflu_data))\n", "nx.is_tree(Tpars), len([n for n in Tpars.nodes() if Tpars.degree(n)==1]), weightT(Tpars)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plots\n", "leaves = [n for n in Tpars.nodes() if Tpars.degree(n) == 1]\n", "\n", "mapping = {}\n", "for i in range(len(leaves)):\n", " mapping[leaves[i]] = leaves[i]\n", "\n", "# twopi, dot, circo\n", "pos4 = graphviz_layout(Tpars, prog=\"dot\")\n", "\n", "# larger figure size\n", "plt.figure(figsize=(12,12)) \n", "nx.draw(Tpars, pos4, with_labels = False, node_size=60,font_size=15, node_color='lightblue')\n", "nx.draw_networkx_labels(Tpars, pos4, mapping, font_size=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hierarchical clustering\n", "--" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "988\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# reads the file\n", "usflu_data = AlignIO.read('usflu.fasta', 'fasta')\n", "seqs_usflu = [str(x.seq) for x in list(usflu_data)]\n", "ids_usflu = [x.id for x in list(usflu_data)]\n", "\n", "alphabet = set([y for x in seqs_usflu for y in x])\n", "\n", "le = preprocessing.LabelEncoder()\n", "le.fit(list(alphabet))\n", "\n", "X = []\n", "for s in seqs_usflu:\n", " let = list(le.transform([x for x in s]))\n", " X.append(let)\n", "\n", "Z = sch.linkage(X,method='single',metric='Hamming')\n", "\n", "# larger figure size\n", "plt.figure(figsize=(25,10)) \n", "dend = sch.dendrogram(Z, leaf_font_size=15, \n", " #truncate_mode='lastp', # show only the last p merged clusters\n", " #p=12, # show only the last p merged clusters\n", " )\n", "\n", "Zlab, L = labelled_clustering(X, Z)\n", "# 988 before \n", "print(weightT(Zlab))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1701" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(X[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Small examples: example 1" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "47" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N = 7\n", "X1 = []\n", "\n", "for s in seqs_usflu[0:N]:\n", " let = list(le.transform([x for x in s]))\n", " X1.append(let)\n", "\n", "Z1 = sch.linkage(X1, method='single', metric='Hamming')\n", "dend1 = sch.dendrogram(Z1, leaf_font_size=15)\n", "\n", "Zlab1, L1 = labelled_clustering(X1, Z1)\n", "weightT(Zlab1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Small examples: example 2" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "65" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N = 7\n", "X2 = []\n", "\n", "for s in seqs_usflu[N:2*N]:\n", " let = list(le.transform([x for x in s]))\n", " X2.append(let)\n", "\n", "Z2 = sch.linkage(X2, method='single', metric='Hamming')\n", "dend2 = sch.dendrogram(Z2, leaf_font_size=15)\n", "\n", "Zlab2, L2 = labelled_clustering(X2, Z2)\n", "weightT(Zlab2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Small examples: example 3" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "3\n", "3\n", "{0: 0, 2: 2, 1: 1, 4: 2, 3: 3, 5: 1, 6: 1}\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cleans data for clustering\n", "le3 = preprocessing.LabelEncoder()\n", "le3.fit([\"A\", \"C\", \"G\", \"T\"])\n", "\n", "seqs3 = ['CCGT','ACCT','ACGT','ACCG']\n", "\n", "X3 = []\n", "for s in seqs3:\n", " let = list(le3.transform([x for x in s]))\n", " X3.append(let)\n", "\n", "# clustering and dendogram \n", "Z3 = sch.linkage(X3,method='single',metric='Hamming')\n", "\n", "dend3 = sch.dendrogram(Z3, labels=seqs3)\n", "plt.show()\n", "\n", "# complete graph\n", "Gc = nx.Graph()\n", "# add edges\n", "lst_edges = [(u,v,d_h(seqs3[u],seqs3[v])) for u,v in nx.complete_graph(len(seqs3)).edges()]\n", "Gc.add_weighted_edges_from(lst_edges)\n", "T = nx.minimum_spanning_tree(Gc)\n", "print(weightT(T))\n", "\n", "Zlab3, L3 = labelled_clustering(X3, Z3)\n", "print(weightT(Zlab3))\n", "print(L3)\n", "\n", "mapping = {}\n", "for i in range(len(L3)):\n", " if i < 4:\n", " mapping[i] = seqs3[L3[i]]\n", " else:\n", " mapping[i] = seqs3[L3[i]] + ' '\n", "\n", "Zlab3 = nx.relabel_nodes(Zlab3, mapping)\n", "\n", "pos5 = graphviz_layout(Zlab3, prog=\"dot\")\n", "\n", "# larger figure size\n", "# plt.figure(figsize=(12,12)) \n", "nx.draw(Zlab3, pos5, with_labels = True, node_size=60,font_size=15, node_color='white')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "F-score\n", "--" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need clusters from above trees. This is for the dendogram." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fc = fcluster(Z, t=0.011, criterion='distance')\n", "len(set(fc))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need clusters from above trees. This is for the parsimonious trees." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2, 2, 1, 0.02]\n", "cluster number: 4\n", "80\n", "cluster number: 4\n", "80\n", "cluster number: 6\n", "80\n", "cluster number: 4\n", "80\n", "[3, 3, 1, 0.011]\n", "cluster number: 6\n", "80\n", "cluster number: 7\n", "80\n", "cluster number: 6\n", "80\n", "cluster number: 8\n", "80\n" ] } ], "source": [ "clusterings = []\n", "# find clusters within parsimonious trees\n", "for iters in [[2, 2, 1, 0.02], [3, 3, 1, 0.011]]:\n", " print(iters)\n", " # Gpars_usflu \n", " ct1 = find_clusters_frompars(Gpars_usflu, iters[0], None)\n", " ct1_label = []\n", " for ct in ct1:\n", " ct1_label.append([ids_usflu.index(n.name) for n in ct])\n", " # Gpars_usflu_fromnj\n", " ct2 = find_clusters_frompars(Gpars_usflu_fromnj, iters[1], None)\n", " ct2_label = []\n", " for ct in ct2:\n", " ct2_label.append([ids_usflu.index(n.name) for n in ct])\n", " # Tpars\n", " # CAUTIOUS ABOUT ROOT\n", " ct3_label = find_clusters_frompars(Tpars,iters[2], 80)\n", " \n", " # Z/Zlab \n", " fc = fcluster(Z, t=iters[3], criterion='distance')\n", " fc_label = {}\n", " for i in range(len(set(fc))):\n", " fc_label[i] = []\n", " fcs = list(fc)\n", " for i in range(len(fcs)):\n", " fc_label[fcs[i]-1]+= [i] \n", " \n", " for ct, ct_label in zip([ct1, ct2, ct3_label, list(fc_label.values())],[ct1_label, ct2_label, ct3_label, list(fc_label.values())]):\n", " print('cluster number:', len(ct))\n", " # check that all the leaves are accounted for\n", " cnt = []\n", " for ctt in ct:\n", " cnt += ctt\n", " print(len(set(cnt)))\n", " clusterings.append([ct1_label, ct2_label, ct3_label, list(fc_label.values())]) \n", " " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0. , 0.85668363, 0.70066424, 0.7736405 ],\n", " [0.9177755 , 0. , 0.58576206, 0.85793358],\n", " [0.56554398, 0.50764526, 0. , 0.60105112],\n", " [0.53333333, 0.56668205, 0.45138269, 0. ]])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fscores = np.zeros((4,4))\n", "\n", "for i in range(4):\n", " for j in range(i+1, 4):\n", " fscores[i,j] = Fmeasure(clusterings[0][i], clusterings[0][j])\n", " fscores[j,i] = Fmeasure(clusterings[1][i], clusterings[1][j])\n", " \n", "fscores" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }