{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Map Alignment\n", "\n", "The pyOpenMS map alignment algorithms transform different maps (peak\n", "maps,\n", "[feature maps](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-feature-maps))\n", "to a common retention time axis.\n", "\n", "![image](attachment:img/map_alignment_illustration.png)\n", "\n", "Note: Creating a\n", "[consensus map](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-consensus-map)\n", "from the aligned maps is performed by a features linking algorithm (see\n", "next chapter).\n", "\n", "Different map alignment algorithms are available in pyOpenMS:\n", "\n", "- [MapAlignmentAlgorithmPoseClustering](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmPoseClustering.html)\n", "- [MapAlignmentAlgorithmIdentification](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmIdentification.html)\n", "- [MapAlignmentAlgorithmSpectrumAlignment](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmSpectrumAlignment.html)\n", "- [MapAlignmentAlgorithmKD](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmKD.html)\n", "- [MapAlignmentTransformer](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentTransformer.html)\n", "\n", "To perform a simple linear alignment we can employ the algorithm\n", "[MapAlignmentAlgorithmPoseClustering](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmPoseClustering.html).\n", "In the example below it is used for the alignment of\n", "[feature maps](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-feature-maps).\n", "\n", "## Download Example Data" ], "attachments": { "img/map_alignment_illustration.png": { "image/png": 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D+csee+g7p148OK2vg2bN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tCcRzRNu1T0HnG1I5rGDhStHRyW3mpf6AAAZa/5pvHNvkc09cFblb7XNAjP30yw1u9q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\nD92WD5Vafv/+/T09P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FiBLGPfpoQmHSh+Uby54IfPm68w23br7v6Q2Pmlf8kOgBAAAACHMFj78ZdDpTtuv9T57748Hg\nhpCUvCoqKnxzcnJyzGbzaEbA7WnbZvur72m8bmrKkqzAV1cbF39hLe9t65SfPvfSRxvW5rBfAQDC\nR4fjaK/bIyZ2Z/anHpM/vz7ENhPP6lpnfiZPi2bXf9p3LtFdd7LLWU/hWQyhx+25uKXs0C7bWx2n\nD6TF1qTGetTRUemp8m8XN3alt9YuOfLpyvf3aLqiYtNnTbo3P+WuO2M0akKHcYk+mlBScfmzw0pn\n+vxk2+bCVzYTQAAAAADhbNuO6gGDRwbnyWf2uT1tgS/vdDrNZrNWq83Pz/dPZwpWq3WUg7Drva8U\n45lkmD+s1WOSEpIXX8qAHj12pv6Ui10LABA+2u375YnKGfHyRLz72hDbjG/RRnf1t1Y5Pd43v8Nx\nlIDjSppeLPvD+uXzD7+4IuNCyddVlZPjPPHR/guIOa/Nin94ftLN/8+kn2QnOr9ocBf/5+c339K8\n/XWih3GJPppQjPRheXH5s0GvXvruyzkZWQyrCQCYyLrqT7ZXHuw+edJ/pmrxItWSxQQHAMLBgGqr\nQfM0tW+zVQfSTdNms0mStHPnzsv+ds2aNQaDYZSD4J/TjZuuTZgzbbgtJOnnNNuP+J4eOXYmY5aW\nvQsAECZ6XB55omZy/8Xz+BYFjlNxzdpOzbkob+HZ+kkxGRd7xHSn42iUcRUxx+CLA//12EP/FlN7\ncnZMVFRMdFe8qnGmeIi9KLY9xbdYZ7KrK8XVPrnBM6XhtVnxu6fG3Xuio/DvTRcefqxl++tTnn+W\nzpoYZ8hoQhnOLxpC72QpWjBkLdRdM5N4AgAmmubtr4vvG+2VBy/722h1aspdd066Nz8uI51YAcBY\nOfLx6foGt1KtPf/Hj4bIaDqdTrnAbF3dUF1CR7+DZlTfSKKXgpCgmxpEC7Fpk2K0KT2uZvnp0WNn\nbl+exQ6GMeT2tIn90PdUnaqaf8N0wgJMWJ1f9ps8mRo7Qi9xclKsnNEEBus4WvP44/lPX9su5zKT\nP78+qeG6mO6EwUvGt2jFI+mcrlvV3DLjU8/Mz0q+rnrn2rhth1s0lQc/v/mWa7f9KSF7HiHFuEFG\nE8ooLn/W3doU6leI1qbCVzbv+NcS4gkACPq8v233nq76k90nT8lzVEsWxaanJ61cEbZ3Joptdhf/\n55VymbJeT9PFLVLza6+n3puvLizggwaAMbHr/U8UbK2+wV1/yjW4b6LdbpckaevWrVdtoaioSKfT\njW1MohMTglsx1i+jCYwV8Tf43B8/2vXe8cverLDq1m/cvjyLcV6BCcjXRxMYk0sEP9q08dW+dGZf\nuWPNsSWXzWUOPLNqT0l16hPP6pquP1Sjdm9YmNyX1PQ0ndvwA5KaGE/IaEIBzi8atu4vV6SpnY69\nojW6aQIAhqvpxbKLL5b5Epk+cqbwQlRU4soVqfeawq18a/P2113Fv+z1XLorKDptauz02dEJqv7v\n0o1nu0+fiOrs+zIjFvOU/L79wEFKxwDAmNj/UZ2yDfpXW3W5XJIkWa3WoTtl+mRmZprNZj4UXFX9\nKZevWy1dD33cnrYnfrN7m+2vQyyz6/1PxOPJZ/Zt+tlKuhEDAEZBfzoztW+09cSzmerPbhzW6vEt\nWu2RXM91h2umNPgnNae9/V8UfML4QEYTCih992VlWyv550eJKgAgQO0HKhsffmxwLnOAtt17xCNx\n5YrJT/1O8XSgy+XSaoc9sErz9tcvPPyY72ns1+fH678TM0kzeMmuz/7W6figt7nvTuH2yoPyXZYk\nNQFglLmb2pRt0L/aqtPpdDgcAaYz5UOPWH5M4iBeOvRGets62KNG1LYd1W+/d3z/oTpPU/uAX8ld\nD1ctz9KoEydmcERkCh4vHxyZy6pvcOf/eLsIWumvV0/YiAETTbw+u73igP+czmRX6ENpdqsoToCh\n9Lg9r/z28aDTmbKY7gTt8aUXsitqNOfu1ye9eri119N0/v4Hp+36LyKMcYCMJhRgP344bFsDAIxv\nA5KCV9W2e8+Z2/9pyvPPKlJ0RR7kzGaz2e324a7bcbTm0pbHq1S3roudPvuKZ2zXfTN29vUdH73X\n/fcjfV+naz5ufPixa154lh0AAEaT/zB7itPr9XIfzQB7arrdbnEYMplMox8H6bWzNZ/29/nrcJ4N\nooWe1o6u05fSohkzNexdCtq2o/rJZ/YNMear3PVQ/ZvdD/xo0SMP3TIB41Pw8zeHu5aI2DrTS29I\n95DUBCaCGG3/zaOLP++onNFX8LNTcy7EjGa3qrknscX3dMnpzgGvBZz837//t+jaqKjoePe1waUz\nfTTHljTmvFs5uWX7zLj1DV2dNR97SkoZwgbj4d9nQoDQVdcfD9vWgAGcXzRY97xc+MrmZZvvkx9i\nWsxxnGDHAyLPcNOZ/d8kT546t+EHHUdrQnlpm81mNBrnzJlTXFwsJoLooHn+/gf7p+JViau+P0Q6\nUxadkKj6zj/Gfn2+/LRt9x7x9tkHAGA0qVNVI/0S4oBiNpudTueOHTvWrFkz9MJiSUW6Sw7X0psy\nfdOdzrPdFy4Ot4X2Yyf9n2bPncbepQi3p21d3ksFP39ziHSmj6ep/cln9i1f93z9KdfECVFf78xB\n6cx43VS1cdE15u9NK/6+/Jj84Krkxd+IToz3X+zosTPrTC+JILOnAeOeyrBEnph3vqv/+9dUZ4ht\ntsz41DftazbK2x+UgEPoqj/5yAd/9sRH951zfrYwxNZiuhPknGhxVqLb26mt6cWyHjcDxCLikdFE\nqEYiD0RuCSNB+rB8QfGGr/30jp9s21z67ssVxw/LDzEt5nx704Y5/36Hdc/LBAqIFK3v7A4inSnr\n9TSJdYM4m3e5XFarVafTrV27dufOnVHeYcwsFstw2/GUlPrK5Cau+n7M5ECv5PYlNTOu79+Y4l+y\nGwDAaJo/V+EBCIdIkRqNRpvNVltbW1RUJI41l13G7XYHcQwK3YABBS/ajwy3Bf9VMmZqGNlREX3p\nTNNL+w8Nb7TXo8fOLF/3/JGPT0+EENWfchU8Xu4/J0abkma6dXL+8qQFX4tNm+SbHz8jLfX2f7jG\nvDrFMH9AuJ58Zh87GzDuJXyZZVz8eX9Pyq4Ud4f6XNAN9sR2tE299O/z4s8vlV5PNCwl4IjydtB8\nbVbfnTSJZzNj21MU2I0918a7r/XER782s6/ZXk/TxS1lxBmRjowmQuVqbYqINjGROU4cX1C8YWPZ\nE0P3AK473/CTbZvn/PsdlD4Gwl+P29MYbDpT1lnz8bDO5u12u8lkSktLKyws9K8EKElSEK/u614Z\nn3Nz4OnM/q8l37kjKl4lfyGhmyZC/DtqfWe3p6S08SePnrv7B+IhppteLOuqP0lwgMvKmKVwcdSr\npkh1Op3FYnE6nWVlZbm5uYMXKC0tFb8d9Thol954Kcna5qjtqB1GPd6Le//W47o0kNiGtTnsWqGT\n05nBFUb2NLWLdRVMajocjtHfLQNR8Pib/mNnxk3XTnlwVcKcK56JxSQlTFr2TbVxkf/M51/6aP9H\ndexywPgWo9UkrblNTNx2oiO9qbv/X8vrDvXEBjkI9MU51b1xnb6nG4+2yhPyqwDiq9nWD/vvuUmp\nn6dUs8mfXyd+bp/ZX3JAfNcj1Ij4f58JAYDxTfqw/NubNgRezbjufMOtm+8rLmd0OiCsXdxS1usJ\n9fYXT8nvr5q5cblckiTpdLply5Zt3bp1wG9zc3MNBsNwX7f9QGV/B814Vdy8YReTiU5IjP9yrRYy\nmgiK2PMbf/JowzcXnL//X8QfQstrb7RXHhQPMe0u/s/TN+eeWfVP5MuBwRQvjupfvnVoJpPJbrfX\n1tYWFBRoNJoBvxr9UAwYfNH1yl86P78QyIqtVf/T7NdBU52quv+em9i1QlfweHko47x6mtqDGFry\nMl++JEmcGgVXkH+k7f+ozr8Da9x0bZppeUxSwlVXTFrwtQFJTbppAhNBknGVPGGu6r8LpyexxXNd\nMHfAt17r9O+gedcnbRkXe+TpZNPdhBp9O8nuPXLeMa5Zo0gHTZmqcVZ0V3yNOrY+sa+Yba+nqfWd\n3UQbEY2MJkKlz8hSvE3dlJkEFoqQPizfWPZEECsWlz+bv+UJAgiELaVuLbx45XYcDofJZNLpdPn5\n+f6dMr/yj0xQHTTbKw/KE7Gzr49OSAyihdjrvjmgKSBwLssvT9+c2/LaG0Ms01nz8YWHHzuz6p9C\nHHEWGGcGVFsN0apbvzHsL0o6ndVqdblcZWVlOTn9XRsrKipsNtsoh2LpTZn+29/b1nlBeq/t46vc\nJ3Rx7988tq8cuR556BaNOpFdK0TbdlTvev+TEBsJpZ6q0+k0m81arVacNYkdUuylYZjR3Gar9n+q\nNi4OJJ0pS1rwNdXcWb6n+w/VTajBR4GJKcV0d2xmuphY/2m7b9jLjikNnusODaud1mudTddfyoOq\n23t8KVLRfvKXeVNMcK3v7KlRx0Z5c5DKthzvvlb8rJwc238N4QDXEBDZyGgiVNrkVE1SqrJt6q4h\nowkF2Kr2BpfOlG3dX86wmkC4nuvvDr2DZn9Tu/cMmCN3ytTr9QsWLNi6davb7b7SugUFBTqdLogX\n9X2FiJ0+O8gTuEma6BT1l61VskuMLfERyLVbxUNMh3PJ1h6358yqf7q4RfLNETtS7Nfnx994q+q2\n7yfcfEdfGeRpGb7fdtZ8fPb279FZE/DJmKXdYPyWUq098KNFQa9rMpkcDkdVVVVeXp5GozGbzaMf\njdJfr86Yeam3aG9bp/uVvzSWvTe4Am1Pa0dr1f+cKylv/uqImyKYoQQBPkp1GXzujwfdnrbhfeey\n2QwGw5w5c0p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} }, "id": "ea06411d-e03a-4ad1-8f2e-257280ec3e6e" }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import pyopenms as oms\n", "from urllib.request import urlretrieve\n", "\n", "base_url = (\n", " \"https://raw.githubusercontent.com/OpenMS/pyopenms-docs/master/src/data/\"\n", ")\n", "\n", "feature_files = [\n", " \"BSA1_F1.featureXML\",\n", " \"BSA2_F1.featureXML\",\n", " \"BSA3_F1.featureXML\",\n", "]\n", "\n", "feature_maps = []\n", "\n", "# download the feature files and store feature maps in list (feature_maps)\n", "for feature_file in feature_files:\n", " urlretrieve(base_url + feature_file, feature_file)\n", " feature_map = oms.FeatureMap()\n", " oms.FeatureXMLFile().load(feature_file, feature_map)\n", " feature_maps.append(feature_map)" ], "id": "c39df8f5-eb22-4355-a00f-510f1618f3d5" }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Map Alignment Algorithm\n", "\n", "From the list of\n", "[feature maps](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-feature-maps),\n", "the one with the largest number of features is selected for reference.\n", "The retention times of the other\n", "[feature maps](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-feature-maps)\n", "are aligned to this." ], "id": "d4107a4c-de34-4628-b5b9-992967b6218e" }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# set ref_index to feature map index with largest number of features\n", "ref_index = [\n", " i[0]\n", " for i in sorted(\n", " enumerate([fm.size() for fm in feature_maps]), key=lambda x: x[1]\n", " )\n", "][-1]\n", "\n", "aligner = oms.MapAlignmentAlgorithmPoseClustering()\n", "\n", "aligner.setReference(feature_maps[ref_index])\n", "\n", "# perform alignment and transformation of feature maps to the reference map (exclude reference map)\n", "for feature_map in feature_maps[:ref_index] + feature_maps[ref_index + 1 :]:\n", " trafo = oms.TransformationDescription()\n", " aligner.align(feature_map, trafo)\n", " transformer = oms.MapAlignmentTransformer()\n", " transformer.transformRetentionTimes(\n", " feature_map, trafo, True\n", " ) # store original RT as meta value" ], "id": "e844f559-03f8-432c-bc9a-7246b568c2a9" }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization\n", "\n", "Plotting\n", "[consensus maps](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-consensus-maps)\n", "with features before and after alignment." ], "id": "4b6dda2c-579a-4923-9bd4-df6985194909" }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "fmaps = (\n", " [feature_maps[ref_index]]\n", " + feature_maps[:ref_index]\n", " + feature_maps[ref_index + 1 :]\n", ")\n", "\n", "fig = plt.figure(figsize=(10, 5))\n", "\n", "ax = fig.add_subplot(1, 2, 1)\n", "ax.set_title(\"consensus map before alignment\")\n", "ax.set_ylabel(\"m/z\")\n", "ax.set_xlabel(\"RT\")\n", "\n", "# use alpha value to display feature intensity\n", "ax.scatter(\n", " [f.getRT() for f in fmaps[0]],\n", " [f.getMZ() for f in fmaps[0]],\n", " alpha=np.asarray([f.getIntensity() for f in fmaps[0]])\n", " / max([f.getIntensity() for f in fmaps[0]]),\n", ")\n", "\n", "for fm in fmaps[1:]:\n", " ax.scatter(\n", " [f.getMetaValue(\"original_RT\") for f in fm],\n", " [f.getMZ() for f in fm],\n", " alpha=np.asarray([f.getIntensity() for f in fm])\n", " / max([f.getIntensity() for f in fm]),\n", " )\n", "\n", "ax = fig.add_subplot(1, 2, 2)\n", "ax.set_title(\"consensus map after alignment\")\n", "ax.set_xlabel(\"RT\")\n", "\n", "for fm in fmaps:\n", " ax.scatter(\n", " [f.getRT() for f in fm],\n", " [f.getMZ() for f in fm],\n", " alpha=np.asarray([f.getIntensity() for f in fm])\n", " / max([f.getIntensity() for f in fm]),\n", " )\n", "\n", "fig.tight_layout()\n", "fig.legend(\n", " [\n", " fmap.getDataProcessing()[0].getMetaValue(\"parameter: out\")[:-11]\n", " for fmap in fmaps\n", " ],\n", " loc=\"lower center\",\n", ")\n", "fig.show()" ], "id": "650f8651-4d90-4aaa-9bed-c2a8d714f058" }, { "cell_type": "markdown", "metadata": {}, "source": [ "![image](attachment:img/map_alignment.png)" ], "attachments": { "img/map_alignment.png": { "image/png": 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ViJfWmntlkuo1Bk4E3XLVvcdiO0fSMmsoKy90bnPKqoFVL7Nkq96n+tdAejC8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\n+w8esp1btL/HsHCIwO7gBCZJl1a3HE9d96uF9DO2Z6/KFoaFVd2G11B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doE6ddu1zaDzE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