Ino de Bruijn Add metagenome coverage plots  almost 10 years ago

Commit id: e6e1c364a789e961677204537d6f55bd95d7000f

deletions | additions      

       

"language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 2 68  },  {  "cell_type": "code", 

"language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 4 85  },  {  "cell_type": "markdown", 

"cell_type": "markdown",  "metadata": {},  "source": [  "From thesefrom these  plots it would seem that velvet keeps the contigs purest, but it could also just be that velvet has the shortest contigs. contigs (this is disproved in the figure below).  There's definitely a lot of unpure contigs while using the original references and all pairs." ]  },  { 

"\n",  "# Set common labels\n",  "f.text(0.5, 0.08, 'Purity', ha='center', va='center')\n",  "f.text(0.08, 0.5, 'Number of bases in contigs with purity x  (log)', ha='center', va='center', rotation='vertical')" ],  "language": "python",  "metadata": {}, 

{  "metadata": {},  "output_type": "pyout",  "prompt_number": 61, 89,  "text": [  "0x4244850>" 0x5887210>"  ]  },  {  "metadata": {},  "output_type": "display_data",  "png": "iVBORw0KGgoAAAANSUhEUgAAA8sAAALmCAYAAAB1tAbzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "iVBORw0KGgoAAAANSUhEUgAAA8sAAALmCAYAAAB1tAbzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nALTQLAMAAEALzTIAAAC00CwDAABAi/8Pzc1AEA5BNJAAAAAASUVORK5CYII=\n",  "text": [  "0x22284a90>" 0x6a80190>"  ]  }  ],  "prompt_number": 61 89  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "As we can see the velvet contigs are the purest of all assemblies. It would be interesting to see if we can find out how much the purity matters for protein/taxonomic annotation.\n",  "\n",  "### filtered pairs\n",  "These are the results using only the filtered pairs and the filtered references"  ]  },  {  "cell_type": "code", 

"mpl.rcParams['figure.figsize'] = 10, 4\n",  "\n",  "f, (ax1, ax2) = subplots(1, 2, sharex=True, sharey=True)\n",  "ax1.hist(m_even_old.avp.velvetnoscaf31.contig_purity[\"max_aln_purity\"], \n",  " weights=m_even_old.avp.velvetnoscaf31.contig_purity[\"contig_length\"],\n",  " range=[0.0,1.0], normed=1)\n",  "ax2.hist(m_even_old.avp.raynoscaf31.contig_purity[\"max_aln_purity\"],\n",  " weights=m_even_old.avp.raynoscaf31.contig_purity[\"contig_length\"],\n",  " range=[0.0,1.0], normed=1)" "#ax1.set_xlim([0, 600000])\n",  "ax1.set_title(\"all-refs-all-pairs-velvetnoscaf31\")\n",  "ax1.plot(m_even_old.avp.velvetnoscaf31.contig_purity[\"contig_length\"], m_even_old.avp.velvetnoscaf31.contig_purity[\"max_aln_purity\"], '.', linewidth=3.0)\n",  "\n",  "ax2.set_title(\"filtereed-refs-filtered-pairs-velvetnoscaf31\")\n",  "ax2.plot(m_even.avp.velvetnoscaf31.contig_purity[\"contig_length\"], m_even.avp.velvetnoscaf31.contig_purity[\"max_aln_purity\"], '.', linewidth=3.0)"  ],  "language": "python",  "metadata": {}, 

{  "metadata": {},  "output_type": "pyout",  "prompt_number": 43, 9,  "text": [  "(array([ 1.64453579e-01, 1.20785590e-02, 2.58517939e-03,\n",  " 4.63617119e-03, 1.41586331e-02, 5.12181189e-02,\n",  " 5.37324244e-02, 5.28984826e-02, 8.07615377e-02,\n",  " 9.56347731e+00]),\n",  " array([ 0. , 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1. ]),\n",  " )" "[]"  ]  },  {  "metadata": {},  "output_type": "display_data",  "png": "iVBORw0KGgoAAAANSUhEUgAAAlIAAAEACAYAAAB4cZgSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngEz/D+VkY3pzmW/UAAAAAElFTkSuQmCC\n", "iVBORw0KGgoAAAANSUhEUgAAAl4AAAEKCAYAAADD1lv6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",  "text": [  ""  ]  }  ],  "prompt_number": 9  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "mpl.rcParams['figure.figsize'] = 10, 4\n",  "\n",  "f, (ax1, ax2) = subplots(1, 2, sharex=True, sharey=True)\n",  "#ax1.set_xlim([0, 600000])\n",  "ax1.set_title(\"all-refs-all-pairs-velvetnoscaf31\")\n",  "h1 = ax1.hist(m_even_old.avp.velvetnoscaf31.contig_purity[\"max_aln_purity\"], \n",  " weights=m_even_old.avp.velvetnoscaf31.contig_purity[\"contig_length\"],\n",  " range=[0.0,1.0], log=1)\n",  "\n",  "ax2.set_title(\"filtereed-refs-filtered-pairs-velvetnoscaf31\")\n",  "h2 = ax2.hist(m_even.avp.velvetnoscaf31.contig_purity[\"max_aln_purity\"], \n",  " weights=m_even.avp.velvetnoscaf31.contig_purity[\"contig_length\"],\n",  " range=[0.0,1.0], log=1)"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "display_data",  "png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAEKCAYAAADKPfuAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",  "text": [  "0x3fe06e50>" 0x9dfe750>"  ]  }  ],  "prompt_number": 43 67  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "It is clear that the filtered pairs give better purity in general. The contig with the lowest purity has this alignment in nucmer.coords (also confirmed by BLAST to Archaeoglobus fulgidus DSM 4304):\n",  "\n",  "```\n",  "%S1 E1 S2 E2 LEN1 LEN2 IDY LENR COVR COVQ REFID QRYID\n",  "1880117 1880749 1 633 633 633 100.00 2178400 1256 0.03 50.40 gi|6626247|gb|AE000782.1| NODE_6298_length_1226_cov_6.613377\n",  "1881964 1882596 624 1256 633 633 100.00 2178400 1256 0.03 50.40 gi|6626247|gb|AE000782.1| NODE_6298_length_1226_cov_6.613377\n",  "```\n",  "\n",  "This genome is in the bottom three of worst covered genomes:\n",  "\n",  "```\n",  "cov GC_content length ratio_covered\n",  "Ignicoccus_hospitalis_KIN4/I 5.9208 0.57 1297538 0.984672\n",  "Dictyoglomus_turgidum_DSM_6724 6.04559 0.34 1855560 0.943982\n",  "Archaeoglobus_fulgidus_DSM_4304 9.8682 0.49 2178400 0.998772\n",  "```"  ]  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "### filtered pairs" "## Metagenome coverage using different alignment filters"  ]  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "Since we are still not sure what would be the best way to calculate metagenome coverage, I have tried three different alignment filters:\n",  "\n",  "- **purest-single** use one purest alignment per contig\n",  "- **purest-all** use all purest alignemtns per contig (in case there are multiple)\n",  "- **all** use all alignments regardless of purity"  ]  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "mpl.rcParams['figure.figsize'] = 10, 4\n", 8\n",  "\n",  "mg_length = np.sum(m_even.avp.velvetnoscaf31.genome_contig_coverage[\"genome_length\"])\n",  "f, (ax1, ax2) ax1  = subplots(1, 2, 1,  sharex=True, sharey=True)\n", "#ax1.set_xlim([0, 600000])\n",  "ax1.set_title(\"all-refs-all-pairs-velvetnoscaf31\")\n",  "ax1.plot(m_even_old.avp.velvetnoscaf31.contig_purity[\"contig_length\"], m_even_old.avp.velvetnoscaf31.contig_purity[\"max_aln_purity\"], '.', linewidth=3.0)\n", "ax1.set_title(\"filtered-refs-filtered-pairs-velvetnoscaf31\")\n",  "ax1.plot(m_even.avp.velvetnoscaf31.contig_metagenome_coverage_purest_single_aln[\"cut_off\"], \n",  " m_even.avp.velvetnoscaf31.contig_metagenome_coverage_purest_single_aln[\"metagenome_cov_percentage\"],\n",  " 'g', linewidth=2.0, label='purest-single')\n",  "ax1.plot(m_even.avp.velvetnoscaf31.contig_metagenome_coverage_purest_all_aln[\"cut_off\"], \n",  " m_even.avp.velvetnoscaf31.contig_metagenome_coverage_purest_all_aln[\"metagenome_cov_percentage\"],\n",  " 'b', linewidth=2.0, label='purest-all')\n",  "ax1.plot(m_even.avp.velvetnoscaf31.contig_metagenome_coverage_all_aln[\"cut_off\"], \n",  " m_even.avp.velvetnoscaf31.contig_metagenome_coverage_all_aln[\"metagenome_cov_percentage\"],\n",  " 'k', linewidth=2.0, label='all')\n",  "ax1.plot(m_even.avp.velvetnoscaf31.contig_metagenome_coverage_all_aln[\"cut_off\"], \n",  " m_even.avp.velvetnoscaf31.contig_metagenome_coverage_all_aln[\"assembly_bases\"] * 100 / mg_length,\n",  " 'r', linewidth=2.0, label='bases in assembly')\n",  "\n",  "ax2.set_title(\"filtereed-refs-filtered-pairs-velvetnoscaf31\")\n",  "ax2.plot(m_even.avp.velvetnoscaf31.contig_purity[\"contig_length\"], m_even.avp.velvetnoscaf31.contig_purity[\"max_aln_purity\"], '.', linewidth=3.0)" "for ax in [ax1]:\n",  " ax.set_xscale('log')\n",  "plt.gca().invert_xaxis()\n",  "\n",  "for ax in [ax1]:\n",  " ax.set_ylim([0,100])\n",  " ax.set_xlim([10**6,0])\n",  "\n",  "plt.ylabel('Metagenome coverage (%)')\n",  "plt.xlabel('Contig/Scaffold length')\n",  "# Legend\n",  "handles, labels = ax.get_legend_handles_labels()\n",  "ax.legend(handles, labels, numpoints=1, loc='upper left')"  ],  "language": "python",  "metadata": {}, 

{  "metadata": {},  "output_type": "pyout",  "prompt_number": 9, 91,  "text": [  "[ "  at 0x31747950>]" 0xe8814d0>"  ]  },  {  "metadata": {},  "output_type": "display_data",  "png": "iVBORw0KGgoAAAANSUhEUgAAAl4AAAEKCAYAAADD1lv6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "iVBORw0KGgoAAAANSUhEUgAAAmkAAAH9CAYAAABBbusaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFSD98wAAAABJRU5ErkJggg==\n",  "text": [  "0x31758a10>" 0xcae5490>"  ]  }  ],  "prompt_number": 9 91  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "It "For this assembly there  is clear that little difference between using all purest alignments (**purest-all**) or using only one of  the filtered pairs give better purity purest alignments (**purest-single**). Using all alignments does result  in general. The lowest quite a big difference (**all**), but  one has this can see that it is mostly due to the same bases being aligned at multiple places instead of bases being \"trapped\" in their purest  alignment since the line (**bases  in nucmer.coords (also confirmed by BLAST):\n",  "\n",  "```\n",  "%S1 E1 S2 E2 LEN1 LEN2 IDY LENR COVR COVQ REFID QRYID\n",  "1880117 1880749 1 633 633 633 100.00 2178400 1256 0.03 50.40 gi|6626247|gb|AE000782.1| NODE_6298_length_1226_cov_6.613377\n",  "1881964 1882596 624 1256 633 633 100.00 2178400 1256 0.03 50.40 gi|6626247|gb|AE000782.1| NODE_6298_length_1226_cov_6.613377\n",  "```" assembly**) is overlapping with **purest-all**."  ]  },  {