{ "cells": [ { "cell_type": "markdown", "id": "5cff6cac", "metadata": {}, "source": [ "# Correcting counts in nasopharyngal carcinoma datasets using MNNCorrection model\n", "\n", "In this example, we will use *transmorph* to integrate nasopharyngal carcinoma (NC) datasets from fourteen patients, gathered in [1]. These datasets contain in total more than 60k cells, which are all associated with a cell type annotation among *B cell*, *endothelial*, *epithelial* and *macrophage*, *malignant*, *NK cell*, *plasma* and *T cell*. This data bank is challenging for several reasons: large number of batches and cell types, high number of cells, many batches missing some cell types. In addition, we would like to perform a corrective integration, where all datasets end up embedded in a common gene space, which can subsequently be used in algorithms which necessitates a \"raw\" feature space such as Independent Component Analysis. \n", "\n", "We use one of our built-in models, **MNNCorrection**, to carry out the integration. It combines a few preprocessing steps (common genes space embedding, normalization and dimensionality reduction) with a mutual nearest neighbors (MNN)-based matching [2] followed by a nearest-neighbors smoothed linear correction in the largest common genes space. This model requires a dataset to be chosen as a reference, all the others will be corrected according to this choice. The reference dataset should ideally contain at least a few cells of every cell type." ] }, { "cell_type": "code", "execution_count": 1, "id": "e09eb9b3", "metadata": {}, "outputs": [ { "data": { "image/png": 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2ScfVh2KM/164E/6Mo5tPYzKZ6DZ0Hku+/JMeTb2TbK5PmjSJLVu2EBsbi8lkIl26dPQcMIgtx+y3TeX5kyV2ngPkK1o+yffpUVFRVK8eV+B0dnYmJiYGf39/u/fpL6JgsbLMuNafFQumkytfEVKnefB5x8bG8vmnk/nh243cuH4Nk5OJ8Lt3uHXz7ye2F3b5AhUD6j1xvtdD7ZtMJpK5uj41p570Xfz76mV80mWIt+zjvk+OYjKZeH9oMEu+Opmk+/QJEyawbds2W5/u6+tLzwGD2fyK/3Dm0/I+LPQ8Z08dp1lAIds0a6w1Xr55p/WNKzr94++rYfj4PpjvmToNyZ5xv7+Hvwuubm6278GTcjsyMvJfvsrEkb9YBYrWW837jdySbJ5HRkZSo0YN4KFx+ivapz+Oh5c3ANevXiZ9pqzx5l2/ehknZ2dSeni9UNvJkrnGO7iQNn0mrl+9/JQ15L9IhScDuH71crybFl65fBHvtHHVajc3dyIjHpwW+fe1sHjrOtnpBrqO4OlbhNJl05MzazJHh2IX0dHRmEwmrFYrlStXZty4caRIk49O4+x7rwTTQ4OmK6EXmDa6D8MmzSd/kVI4m82MGfDuc1/D7uaegtZd+tO6S38uXzzH6H4d+HrVEuo2feeRZdOkzcDRX36KNy3s0gXyFn7rQWwvmb8ffdiDKjUaMnDcXJK7ubNuxTy+2bTSNt/J9PTb5KVJm56wS+dtz6Ojo7h+NQyfdOlfKq6n8fDyIXVm3ySd699++y1ff/01Xl5eDBkyhC5dunA2zIktdsx15fmTOSLPIen36VFRUbY+3c/Pj3HjxuHundfuffqLcHJyolL1Bny1aCZ9R82MN2/HtnXs2L6OYR8tIGOW7JhMJpoHFLZ9Xx6XX+l8M3Hpwl92jzu1jy8nfj8Ub9qVyxd5M2+hx6/gAB6p05I6c/okneshISFs2bIFLy8vhg4dSufOnTkb5sTmVzDXH/a0vPdJl4HXc+VnwtxVT1zf9H+5n9onHVcvP7hn4c2/rxEV9WKFotQ+vlwNi3//wyuXL+LhleaF2ksMnumLJuk8j4iIsPXp/v7+jBkz5pXt0x8nY5bspE2fiZ3b1z9yRvTO7evJU6AYnv8Up6Iiw+GfS+n+vnaFZP8cWHvSfmVUVCQ3/r5qKz5duXzRdmaVm1sKIiPCbctGhN8j/O6DEyweLt7Kq02flAFERISzYsEMoqOjOP7bIXZsW0uFqnWAuNPVD+3fwfWrYYTfu8Py+R/HW9fL24fLF8/9p25+Z1QuLi7s27ePHTt2sGXLFooUKZLoMUSE3wOrFc/UaTA5OfHTnm85tH/nc6//4w8hXDh7itjYWNxSpMTZbH7ir36Uq1KTIwf3sm/nNmIsFvZ8v5nfDu/n7QS8f0H43TukSJmK5G7unDvzJ5tXL40338vbJ95NlP9fhWp12bhqMedOnyA6KpKln04mTVpf3szz6uzU/BcNHDiQxYsX89dff9GrVy+SJ3/0TCF7Up7Hpzy3j2TJkrF371527tzJ5s2bKVy4sKNDeqraTdrx4eSFvFW2Srzp9+7exmx2wcPLG0t0FMvnf0x4+IOzk7y8ffj7WpjthvYAVes0ZcOXCzhycB+xsbHc+Psqp47/luAxl6tck8M//cDB/TuJsVjYvmEFF8+dTvDtyNMNHjzY1qf37Nkz0fv0l/GkvC9epjI3/r7KplWL/zmTNIYLZ0/ZbhT+OOX9avP16iVcOn+GyMgIlsyd9MI71cXLVOJq2EVCNn1FjMXCgb3f8+vPe16oLUkYyZMnZ8+ePezcuZNNmza98n36/zOZTLTvNpiVS2azbcNywu/d5c7tW6xaModdIRto3bk/Hl7epPXNyDdfryQ2NpZfD+zh5z3f2drwSJ0GJycnQv/vwIKTkxOL50wkMjKCC2dP8fWqxQ/2VXPl49iRg5z/6yRRkZEs+WRSvANuXql9uBJ6gZiH7nUrryad8WQAWbPnJCbGQrs6pUiW3I3mHT+gQNHSQNwOw5GD++ja3I9Unt4Etese79dh/Go1YeKQbrSoXgQf3wxMW/i1o16GPIe33nrr2QvZUZbsb9Kw1XsM6d6C2JgYSpTzo0Q5v+de/9KFv/hs6ghu/H2V5G7ulK4QQEC95o9dNkPm1+g3ejaLP5nI1JG98c2YhQFj5jxy+u/L6NxnFPNmjGbRnAm8nis/b/sFsm/ndtv8Bi278Nm04axYOJ3yfrXp9MHIeOtXCqjPjetXGdX3He7cvsmbeQsxaPynthsuy4txc3OjRYsWDtu+8lx5nlhKlPjv3IsxlYdXvJ+Wv69y9Qb88tMPdGjwNu4pUlKrcVvSpH1wNlyBYqXJla8I7euWJtYay7QFmyhVvirhd+8wd/IwwkIvkMrDk2bv9CJHznwJGnOmrDnoPmgScyYN4fbN65StXJMCxUrjkixpnnHxqnJ0n/4ynpT3bu4pGD51MQtnjWPFgulERUWSPmM26jXr8MS2qtRsROjFs/Tv1AgnZ2cateqCSzLXF8rHVB5eDBj7CZ9OGc6nUz6k8FvlKFOpBi4uym1HKlmypKNDeCmlKlSjX3I3ViyYTvC0kZhMTuTKX4SRHy+1HWzqOmA8n0wawleLZlO8TCXe9gu0/QCSq2tymrR9n5EftCPaEsW7vUbg7eNLcvcUZH8zL50aVyA2NpaqtZtS6Z/7OxUsVoZqdZrSv1NDXJO7EdSuO8ndU9hiKlO5Bju2r6NVYHGsWPl88+HEf2PkuZisBj2V5fjZKDqNC6Vp9RjSeTs6GvsJ2fTVI78WY0Rh12HZ187M6Z90T+F9HKPkuTygXFeuG4HyXHluL12aVqFJ225UqFrX0aEAynUj5/r1q2G0q1uK4NW74xVrX9SHvVqTr1CJ5/7hiMSkPDdunv96YC9jB75rmIKRUXMddKmdiIiIiBjU/l0hhN+7Q3RUJGuWfcbf165QpGQFR4clBhRjsbB3x1Yslmju3LpJ8McjyV2g2AsXnQ7u38mtG9eJsVjYuX09v/68h1IVqiVw1CIiz0fnwYuIiIiIIR3av4OPR3+AxWIhU9bsDBw3Fw/P1I4OSwzIipVVS+YwbdQHODs7k7tAUXoNm/rC7Z089itTRvQkMiIc3wxZ6P3hVLK89kbCBSwi8i+o8JTEVanRkCo1Gjo6DBEREZFXTsdew+nYa7ijwxDBbHZ56q/g/VsNW3ahYcsuCdaeiD0UKFrKMJfZGZ0utRMREREREREREbtQ4UlEREREREREROxChScREREREREREbELFZ5ERERERERERMQuVHgSERERERERERG7UOFJRERERERERETsQoUnERERERERERGxC7OjA3C06zdNgNXRYYidxX3OxmW0PL/19xWWzB5C884j8Uyd1tHhJCrlurFyPWTdfGKtVvzrtHN0KIlKeW6sPL/59xWWzhpM8y6j1KcbjNFyffvaeZicnKhSq42jQ0lUynNj5bmRGTnXDVt48kzphKsLbNmtk76MwtUl7nM3EqPm+aU/dvDH3q2Eu1YmY96mjg4n0SnXjePbz0YCcDVZBwdHkviU58Zx8fdvObZvG+FufmTME+TocBKdct04vg0eBUCYub2DI0l8ynMxCiPmOoDJarUatrx6+bqFm3diHR2GJBLPlE74ehuv1mrEPF+5YiED+3Rk5LhZNG5qvMGbct04cmVzBeDYX5EOjiTxKc+NY8WyYIb078Ko8XNoFNTW0eEkOuW6cahPV55L0mfUXDfeK36Ir7cZX29HRyFiX0bM8/Rp4ro2X28zObMmc3A0kliMmOv3Kc+Nw4h5fn+Anj6N+nQjMWKu36c8Nw4j57kYi/HO8RIRERERERERkUShwpOIiIiIiIiIiNiFCk8iIiIiIiIiImIXKjyJiIiIiIiIiIhdqPAkIiIiIiIiIiJ2ocKTiIiIiIiIiIjYhQpPIiIiIiIiIiJiFyo8iYiIiIiIiIiIXajwJCIiIiIiIiIidqHCk4iIiIiIiIiI2IUKTyIiIiIiIiIiYhcqPImIiIiIiIiIiF2o8CQiIiIiIiIiInahwpOIiIiIiIiIiNiFCk8iIiIiIiIiImIXKjyJiIiIiIiIiIhdqPAkIiIiIiIiIiJ2ocKTiIiIiIiIiIjYhQpPIiIiIiIiIiJiFyo8iYiIiIiIiIiIXajwJCIiIiIiIiIidqHCk4iIiIiIiIiI2IUKTyIiIiIiIiIiYhdmRwcgIpJQLly4wK1btzh16hQAp0+f5ujRo3h4eJApUyYHRyeSMCIjI205ft/Ro0cByJEjB66uro4ISyTB3e/TT58+DahPl6RJfbqIGIHJarVaHR2EiMjLun37NlmzZuXGjRuPzPP09OTs2bN4eHgkfmAiCWzMmDEMGjTosfNGjx7NwIEDEzkikYT3tD7dy8uLs2fPkipVqsQPTCSBjR49msGDBz923pgxYxgwYEAiRyQikvB0qZ2IJAlubm5kyZIFk8kUb7rJZCJLliy4u7s7KDKRhJU7d+4nzsuTJ08iRiJiP25ubmTOnPmJfbqbm5uDIhNJWOrTRcQIVHgSkSTBbDYzf/78x85bsGABZrOuLJakoV69etSqVQtnZ2fbNGdnZ2rXrk29evUcGJlIwjGbzSxYsOCx8+bPn68+XZKM+vXrExgY+EifXqdOHerWreu4wEREEpAKTyKSZBQrVoyePXvi5BTXtTk5OdGjRw+KFSvm4MhEEo7JZGLWrFnx7vvh6urKrFmzHBiVSMIrVqwYPXr0iNen9+zZU326JCkmk4nZs2eTLFky27TkyZMzc+ZMB0YlIpKwdI8nkaTu1lkIv+roKBJNeHg49evX53JYGOnSpWXVylXGu8zOzQc8sjo6isRnsFxfvmIF48ePB6B//340btTYwRElMuW5Idy7d4/6DeoTFnYF33TpWLVqlfEus1OuG8Ly5csZP2ECAAMG9KdRw0YOjiiRGTXPRQxChSeRpOzWWZifByz3HB2JJCazO7Q9aqwBnHLdeJTnYhTKdTECI+a5iIHoAnmRpCz8atygrdRQ8Mjm6GgkMdz6C/aOiPvsjTR4U64bi/JceW4UynXluhEYNc9FDESFJxEj8MgG3rkcHYWI/SnXxQiU52IUynURkSRBNxcXERERERERERG7UOFJRERERERERETsQoUnERERERERERGxCxWeRERERERERETELlR4EhERERERERERu1DhSURERERERERE7EKFJxERERERERERsQsVnkRERERERERExC5UeBIRERERkSQnX+UWbNj+g6PD+E85eyGUlDn9uXnrjqNDEZEkRIUnEQFg1/7DVG/Rm9T5AvDKG0Ah/9ZMmLWUqKhoR4f2Utr0HE2y7BVJmdPf9tdv9KyXbrdiw65M/WzFywco8hgVG3bFNUclUub0xztfdSo27MrPv/wBQHh4JIMnzOXNckGkeNOPzMXr0bDjYNv8+xZ99TWmzOWYvWi1I16CSDwP53SqXP7kq9yCLzd8A8CZc5cwZS7HjZu3bct/unQdqfMF8N3uAwCYMpcjy1v1iYiItC2zZvMOXivV0Pa8Tc/RmDKXe6TQ4JX3QTuSND3pf/Jv3ywh0K+sAyJ64FUfX5kyl+PQbydsz7NmSs+d49vw9EjpwKhEJKlR4UlE2LD9B6q3/IBqFUtyYucX3Ph9M8tnj+D3E2e4FHbN0eG9tC6t6nHn+Dbb3/hBXRwdEhaLBavV6ugw5BU2fmBn7hzfxsWf11Akf07qtBtAdLSFqs178t2egyyfPZwbv2/m2I7PqV+9PKs374i3fvCyjXh7eRD8xQYHvQKR+O7n9K0/tjJhUBeadxvBX+dDH11u5hIGTZjL9mVTqVimqG16eEQk0+evfOo20qT2ZOC4ucTGxiZ4/CLP6/7/+IQeX0VHW55rmojIq0aFJxGDs1qtvD90Kv26NKfHO43x8fYCIPcb2VgwZRDZMqfnp8N/ULZuZ7zyBpC3UguWrdlmW//Dj4IJbN2Xd/tNwDNPNbKXbsR3uw+wZvMO3ijbhNT5Ahg0/hPb8gtWbKJw1TYMnfgZPgVqkr5IbZavC+GHH38hf5WWeOapRvveY+PtNGz9fj9FqrXFM081iga0Y/vOH23z2vQcTYc+4wnqMoxUufzJVb7pcx/ZPvDrMSo16oZ3vuq8UbYJny5dZ5t38MhxytXrjHe+6qQtGEjT94Zx7e+bAPQeMZ2d+3+h35jZpMzpT/UWvYFHjxpO/WwFFRt2tT03ZS7HjPkryV+lJSly+nPnbjgnz1ygVpu+pC0YSLaSDRg1bYHttZ8+exG/oO545qmGd77qlK3bmXvhEc/12iTpSJ7clfZBgVwIvcLna7Zx9MRfbFgwgaIFcuHiYiaFuxvN6lVlVN+OtnVOnDrHjn2HmPfRAA78epzDv594yhZEEpfJZKJmlTJ4eaTk2Mmz8eb1Gz2LGQtWsWPlTIoVzB1v3sBuLRk7Y3G8M6P+X5PalbkXHsGSVVvsErv8t7xWqiFr/inK3x9/jJy6gHSFAvEtXOuRs6S+WLudgn6t8cobwFs132H3T7/a5i1ZuYX8VVqSKpc/WUvUZ8jET+MdQHrc//hnja+A5xpjdR4wCe981ek/djZteo6mfe+xNO40BI/cVZmzeA3R0RaGTvyM18s2Jk3+GtRu24+LoVdt7YSGXaNFtxFkKFoHr7wBlG/wHuHhkZSo2QGAMnU6kTKnP2OmL3rkDMToaAsDxs4ha4n6pC0YSJPOQ7ly7e94r3vO4jXkr9ISj9xVqd22ny7TE5FHqPAkYnAnTp/j9NlLNK3j/9j5N27eJqBFb4JqV+HK4Q3MHtObDn0n8MOPv9iW2bpjP9UqlOT6kU20rF+NFu+PZO3WXRzetoAfVs/mo7nLOfDrMdvyR46dxsfbk9CDaxndtyMd+01gWvCXfP/VDI5+u5QNIbtZs3knAH+ePk+ddv0Z0r0N137dyMCuLandtj+nz160tbd8fQidWtThxu+badmgGm16jXnm6w4Nu4Z/0550blWXK79sYE3wWIZNDiZk108AODmZGDegE5cPredIyCIuhF6l/5g5AHw0tBtvlyhoO3r/9ZKPnvv9/nzNNrYuncKto1twdnaiSlB3qpQrzoWfVrNz1Uy+WBfC/OWbABg0fi5vvJaZq79s5PKh9Uwc3AWzs/Nzb0uShnvhEXy2bD3ZMqdny3f7qF6pFF6eqZ66zrzlG+POkqr2Nm+XKETwso2JFK3Is8XGxrJ2y07CIyIpnO9N2/ROAyaxevMOflgzi9xvZHtkvcpli/FW4TyMn7X0iW27mM2M7PMOQycFExkZZZf45b/rt+OncXdz5cJPa1g+azh9Rs3k5JkLAGwK2cMHI2eyYMpArh/ZxID3WlKrTT/bQac0qT1Y9elobv2xlXXzxzN36To+X70tXvsP/4+/FHb1qeMreL4x1ubv9lGySF7CDq9nZJ+4QtGytdtpHxTIjd83075pIIPGz+WHn35l16pZXDqwlpw5shD03jAg7vtWq20/zGZnfv9mMVd/2cCYfh1xcjKxf+OnAOxeO4c7x7cxsFurR2IcO2MxG7bvZtfqWZzeswKTyUTzbiPiLbNi/Td8s/xjzu5byflLV5jy6fJ/+9GISBKnwpOIwV25dgOATOl9Hjt/Y8ge0qbxolu7hri4mKlQugjN6vqx8MuvbcsUK5CL+jUq4OzsTFCdKlwIvUL/91qQwt2NvDmzUzD36xz49bht+bRpvHi/fSPMZjNN6/px6/Zd2gcFkia1JxnT+1ChVGEOHIkrVC1fH0LF0kWoX6MCZrOZhoGVKFeiIMvWbre1V6NyaSqWKYqzszNtG9fkr/OhtoEiwOzFa/DKG2D7O3riDItXbqF8yUI0rlUFZ2dn8ufOQdvGNWyDyEJ536RciUK4uJjxTetNrw5N+G7PwZd+v/t2bkbG9D64uiZjY8huUnumosc7jUmWzIWsmdLTvV0jPv/naKeLi5lLYdc4c+4SLi5myhQvQLJkLi8dg/w3DBg7B6+8AeQo05g//vyLdfPGceX6jSd+V++LiYlh4Vdf07phAACtGgawdPVW7YSLw93P6RRv+lG/wyAGv9+adD6pbfM3fbOHQL+yZM2U/oltjBvQienzV8Y7m+P/BdXxw9vLg9mL1yRk+JIE+Hh70fvdpri4mKlYpiivZc5gO1N55sJV9OnUlKIFcuHk5ET9GhXI/UY2NoXsAaB65dLkzJEVk8lE4Xxv0rSO3yPjgof/xz9rfAXPN8bKnys7bRrXwGw24+6WHICqFUpQrWJJnJyccEvuyqxFq5k8rCsZfH1IlsyFUX068MOPv3Lu4mV+PHSUoyf+YvaYD0jt5YHZbKZciUK4uiZ7rvds8cotDO7emqyZ0pMyhTuTh3Zj244f430H+3ZuRjqf1Hh5pqJBjQr8/NDBRhERALOjAxARx7p/6veF0Ku8/lqmR+afvxTGa5nj7wTkyJqRHfsO2577pvW2Pb4/KPJ9aGfC3c2VO/fCHywfb17yx7Zx5274P9u/wmtZMjyy/fOXwmzP0z+0bgr3uPZu37lHmtSeAHRuWZepw7vHa2PGgpVs+nYvXnkDbNNiYmJ4u0QhIO5Mq94jZ/Dj4aPcuRtObKwVF5eXP9soayZf2+Mz50I5cuxUvBhiY2PJkjEdABMHv8eHk4Pxa9oDk8lEm0bVGdqzLU5OOmZgBGMHdKLHO43jTfPx9uTCU3a4IW7n/er1mzSrF3eUvVFgJboNmcLqzTsIquNnt3hFnuXhnP7z9Hlqt+uPl2dKqlUoCcD6+eNp+O4Q3JInY3S/dx/bRpH8OantX5bhU+ZRvVKpxy5jMsWdsdq82wjaBwXa58XIf9LD4w+IGzPcvnsPgDPnLzFw/FyGTZ5nmx8dbeFC6BUAtny3j+FT5nP81DmiLRYio6KpXrFkvPYe/h//rPEVPN8Y6+E2bdMyPph29foN7t4Lp3yDrphMJtv0ZC5mzl0M4/ylMDKl98HNzfWxMTzL/8d4v7B2/lIYGf8pqqVPl8Y2P4W7G7fv3HuhbYlI0qXCk4jB5cyRhdeyZOCLddsZ9H7rR+ZnzpCOM/9389cz50PJnCFtosSXOUNadu3/Jd60M+cuUb5U4ZdqN0uGdNQLKM8Xs4Y/dn6nARPJmSMLC6cswcszFWs274h3Cd/jij8p3N3i3YPp0uVHCwQPr5clYzqKFcjF3vVzHxtDOp/UzBrzAQC/Hj2Jf7OeFMj9Og1qVnyu1yhJT7UKJekzahY3b9154i8OBX+xkdhYKwX8Hnyfoy0Wgr/YoMKTvDLeyJ6ZGpVLsWH7blvhqVDeN/hm+TSqBHUnJiaWcQM7P3bdUX07UMCvNa9ne/zOPMSdEVIo7+tMnP25XeKXpCdLhnR0a9uQTi3rPjIvKiqa+h0GMWtM3GVxrq7J6DFs2iPjo4f/xz9rfAXPN8Z63HjDyelBgSlNak/c3ZKzb/3cx16iuu/Ab1wIvUpERCTJkz9afHq4WPW0GEsWzQfE3aogMjKKzBnSPXU9EZGH6bC5iMGZTCamj+zBuJlLmD7vK9slasdPnaV977GUK1GQsKt/M2vhKiwWCzv3HWbp6q20ahjwjJYTRpNaVfhuz0HWbtmJxWJh1abv2bHvMEG1q7xUuy0bBPDNDz+zcuN3REdbiI62cOi3E/x46CgAt27fI1UKdzxSpeDcxctMnLMs3vq+aVPb7gtxX9ECOVm8cgsWS1xbi59xc9tAvzJc/ue9jYiIJCYmhmMnz9pujr5ifQhnL4RitVrx8kyJs5MTZrPu8WRkzetVJfcbWanVth8HjxzHYrEQHh7JivUhDJn4KZevXGdjyG4WTR3EoS3zbX/r548nZNfPnDl3ydEvQQSIO4Cw6Zu9FMj9erzpBfK8zrcrPmb+ik30HTXrsevmyJaJdk1qMuEZRaVxAzozNXgFEbrM1BAsFgsREZG2v397efF7beozcc7n/PzLH1itVu6FR7B954+cvxhGZFQ0EZFRpEntgatrMvYd+M12WfyTPGt89df5UGpULvXSYywnJyc6taxD7xEzOHfxMgDX/r7J8nUhALxVOA+5Xs9Cl0EfcePmbSwWC7v2H7a9P75pvR8ZzzysRf2qjJm+iHMXL3Pn7j16DZ+O39vFbWc7iYg8DxWeRIRAv7J8vXgSG0N283rZJnjlDaBhxyHkfiMbGdKl4evFk1iyaitpCtSkY78JzB7zAeX+uSTN3t7InplVn45m2EfBeOevwYip81n92RhyPOVI9/PIlCEtW5ZO5pOla8lQtA6+hWvx3qDJ3LpzF4DJw7qyIWQ3HrmrUafdABrUqBBv/R7tG7N910945Q0gsHVfAKaP7MGen4/glbc6/cbMpnXD6k+NIWUKd7Yvm0rIrp95rXQj0hSoSbOuHxJ65ToAP/9yjDJ1OpMypz+la3eifVAgtauWe6nXLf9tLi5mtiydzNslCtLo3SF45K7Gm28HsWL9t9QLKM/CL78mayZfgur4kT5dGttfQKVSFC2Qk3lf6Cbj4jj3fwk0ZU5/ytXrgl+54gzt0eaR5fLlysF3X05n8aot9B4x/bFtDenRhqjo6Kdur3ih3FSvVEr3NzOIPqNm4fZGFdtfrgrN/tX6tfzLMW5AJzr0nUDqfNXJXroR04K/JNYaS6qU7swc3YuO/Sbgkbsqo6cvokmtZx8Ae9b4KrWXR4KMscb270TpYvmo3Lg7qXL5U6x6e7Z+vx+IK0ytnz+Be+GR5KrQDJ+CgQye8CmxsXG/yDfyg3d4f+hUUucLYNyMxY+0PaBrS6pVKEnp2p14rVQjoi0Wlnw89F/FJyJisj78O6AikrRcPgBLikHVYPDO5ehoJDFcPwZb20OLn8G3qKOjSTzKdWNRnivPjUK5rlw3AqPmuYiB6IwnERERERERERGxCxWeRERERERERETELlR4EhERERERERERu1DhSURERERERERE7EKFJxERERERERERsQsVnkRERERERERExC5UeBIREREREREREbtQ4UlEREREREREROxChScREREREREREbELFZ5ERERERERERMQuzI4OQEQSwa2/HB2BJBajf9ZGf/1GYfTP2eiv30iM/lkb/fUbhT5nkSRPhSeRpMzNB8zusHeEoyORxGR2j/vsjUS5bjzKczEK5boYgRHzXMRATFar1eroIETEjm6dhfCrjo5CEpObD3hkdXQUiU+5bizKczEK5boYgVHzXMQgVHgSERERERERERG70M3FRURERERERETELlR4EhERERERERERu1DhSURERERERERE7EKFJxERERERERERsQsVnkRERERERERExC5UeBIREREREREREbtQ4UlEREREREREROxChScREREREREREbELFZ5ERERERERERMQuVHgSERERERERERG7UOFJRERERERERETsQoUnERERERERERGxi/8B0LCNAJwRz9cAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.models import MNNCorrection\n", "from transmorph.utils.plotting import plot_model\n", "\n", "model = MNNCorrection() \n", "plot_model(model)" ] }, { "cell_type": "markdown", "id": "7be97d3a", "metadata": {}, "source": [ "### Loading the data bank\n", "\n", "*transmorph* provides a few data banks for testing purposes, already preprocessed (cell/gene filtering, normalization, log1p...) and annotated. They can be loaded using *datasets* module. NC databank contains 14 datasets in the AnnData format, each expressed within its 10,000 most variable genes space. Cells are annotated by the .obs key \"class\". If the queried databank is missing, it will be automatically downloaded, and saved locally for faster subsequent access." ] }, { "cell_type": "code", "execution_count": 2, "id": "68458738", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "databank_api > Loading bank chen_10x.\n", "databank_api > Bank chen_10x successfully loaded.\n" ] } ], "source": [ "from transmorph.datasets import load_chen_10x\n", "\n", "# Format: {patient_label -> AnnData}\n", "chen_10x = load_chen_10x()" ] }, { "cell_type": "markdown", "id": "f5c76592", "metadata": {}, "source": [ "Let us choose a reference dataset, using transmorph plotting tools. We display the cell type distribution across batches in order to select the most comprehensive dataset in terms of cell types." ] }, { "cell_type": "code", "execution_count": 3, "id": "86a04c99", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Displaying cell type distribution across batches\n", "\n", "from transmorph.utils.plotting import plot_label_distribution_heatmap\n", "\n", "plot_label_distribution_heatmap(chen_10x, label=\"class\")" ] }, { "cell_type": "markdown", "id": "037d631c", "metadata": {}, "source": [ "P12 seems to be a reasonable reference choice, as it contains cells from all types, and a relatively high number of cells." ] }, { "cell_type": "markdown", "id": "bfac5d0b", "metadata": {}, "source": [ "### Plotting initial datasets\n", "\n", "The scatter_plot method can be used to display a low dimensional representation of a set of datasets. It requires first a dimensionality reduction, which can be applied using our framework, we will use the default reducer, UMAP [3]. Computing a UMAP representation can take some time for large datasets, but it can then be cached to avoid recomputing every time." ] }, { "cell_type": "code", "execution_count": 4, "id": "da070883", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.utils.plotting import scatter_plot, reduce_dimension\n", "\n", "reduce_dimension(chen_10x, output_obsm=\"tr_umap\")\n", "\n", "# use_cache=True allows to avoid recomputing a UMAP representation for each plot\n", "scatter_plot(chen_10x, use_rep=\"tr_umap\")\n", "scatter_plot(chen_10x, color_by=\"class\", use_rep=\"tr_umap\")" ] }, { "cell_type": "markdown", "id": "b5f63e59", "metadata": {}, "source": [ "As we can see, there seems to be a general natural clustering of cell types. Though, we observe very important variations between batches, that MNNCorrection will aim to correct. We can assess integration quality using LISI introduced with Harmony [4], which gives an estimation of the number of different labels in the neighborhood of a cell. We use \"LISI-batch\" with batches as labels to evaluate mixing (higher is better mixed), and \"LISI-class\" with cell types as labels to evaluate cell types separation (lower is more pure)." ] }, { "cell_type": "code", "execution_count": 5, "id": "98336a8a", "metadata": {}, "outputs": [], "source": [ "from transmorph.stats.lisi import lisi\n", "\n", "datasets = list(chen_10x.values())\n", "lisi_batch_bef = lisi(datasets) # By default, gene representation is used\n", "lisi_class_bef = lisi(datasets, obs=\"class\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "7baacd5c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting LISI as violin plots\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import numpy as np\n", "\n", "def add_label(violin, label):\n", " color = violin[\"bodies\"][0].get_facecolor().flatten()\n", " labels.append((mpatches.Patch(color=color), label))\n", " \n", "positions = np.arange(len(datasets))\n", "\n", "labels = []\n", "plt.figure(figsize=(6,4))\n", "add_label(plt.violinplot(lisi_batch_bef, positions=positions - .15), \"Batch\")\n", "add_label(plt.violinplot(lisi_class_bef, positions=positions + .15), \"Class\")\n", "plt.xticks(positions, chen_10x.keys(), rotation=90)\n", "plt.xlabel(\"Batch\")\n", "plt.ylabel(\"LISI\")\n", "\n", "plt.legend(*zip(*labels), loc=2)\n", "pass" ] }, { "cell_type": "markdown", "id": "1d59d600", "metadata": {}, "source": [ "As we can see, except for P10 all batches have only same-batches cells in their neighborhood, and cell type purity is quite decent except for P05, P06, P08, P10 and P12. The goal of integration is to increase LISI-batch while keeping LISI-class as low as possible." ] }, { "cell_type": "markdown", "id": "171ffd1b", "metadata": {}, "source": [ "### Dataset integration using MNNCorrection\n", "\n", "**MNNCorrection** combines a mutual nearest neighbors step with a linear correction step in gene space, supported with a nearest neighbors smooting. Parameters can be tuned during model instanciation. Model can then be ran using transform() method, providing a list of AnnData objects and a reference AnnData. The method will add a .obsm[\"transmorph\"] entry, corresponding to the integrated view computed.\n", "**This model embeds all datasets in a common genes space, therefore there must exists a nonempty intersection between all .var_names.**" ] }, { "cell_type": "code", "execution_count": 7, "id": "0c727ea5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MNN_CORRECTION > Transmorph model is initializing.\n", "MNN_CORRECTION > Ready to start the integration of 14 datasets, 61870 total samples.\n", "MNN_CORRECTION > Running layer LAYER_INPUT#0.\n", "MNN_CORRECTION > Running layer LAYER_TRANSFORMATION#1.\n", "MNN_CORRECTION > Running layer LAYER_TRANSFORMATION#2.\n", "MNN_CORRECTION > Running layer LAYER_MATCHING#3.\n", "LAYER_MATCHING#3 > Calling matching MATCHING_MNN.\n", "MNN_CORRECTION > Running layer LAYER_MERGING#4.\n", "LAYER_MERGING#4 > Running merging MERGING_LINEAR_CORRECTION...\n", "MNN_CORRECTION > Running layer LAYER_OUTPUT#5.\n", "MNN_CORRECTION > Terminated. Total embedding shape: (61870, 924)\n", "MNN_CORRECTION > Results have been written in AnnData.obsm['X_transmorph'].\n" ] } ], "source": [ "model.transform(chen_10x, reference=chen_10x['P12'])" ] }, { "cell_type": "markdown", "id": "ad0647f9", "metadata": {}, "source": [ "### Integration analysis with LISI\n", "\n", "As we can see, 924 genes have been chosen for the embedding. First, let us display in a UMAP view datasets embedded in common gene space, passing the entry \"transmorph\" to reduce_dimension. Gene names can be accessed as a pandas Index in the attribute model.gene_names." ] }, { "cell_type": "code", "execution_count": 8, "id": "22d68f79", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['ABCA1', 'ABCB1', 'ABHD5', 'ABR', 'AC003681.1', 'AC004585.1',\n", " 'AC004817.3', 'AC005070.3', 'AC005224.2', 'AC005332.3',\n", " ...\n", " 'ZNF683', 'ZNF699', 'ZNF790-AS1', 'ZNF80', 'ZNF83', 'ZNF831', 'ZNF92',\n", " 'ZSCAN16-AS1', 'ZSCAN32', 'ZWINT'],\n", " dtype='object', length=924)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.embedding_features" ] }, { "cell_type": "code", "execution_count": 9, "id": "e6cde6bf", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from transmorph.utils.plotting import reduce_dimension, scatter_plot\n", "\n", "reduce_dimension(chen_10x, reducer=\"umap\", input_obsm=\"transmorph\", output_obsm=\"transmorph_umap\")\n", "\n", "scatter_plot(chen_10x, use_rep=\"transmorph_umap\", xlabel=\"TR1\", ylabel=\"TR2\")\n", "scatter_plot(chen_10x, use_rep=\"transmorph_umap\", color_by=\"class\", xlabel=\"TR1\", ylabel=\"TR2\")" ] }, { "cell_type": "markdown", "id": "4ce66a9c", "metadata": {}, "source": [ "As we can see, **MNNCorrection** seems to have greatly improved the mixing between batches, while reasonably conserving distinction between cell types. We can confirm this by comparing with post-transmorph LISI." ] }, { "cell_type": "code", "execution_count": 10, "id": "051bee07", "metadata": {}, "outputs": [], "source": [ "from transmorph.stats.lisi import lisi\n", "\n", "datasets = list(chen_10x.values())\n", "lisi_batch_aft = lisi(datasets, obsm=\"transmorph\")\n", "lisi_class_aft = lisi(datasets, obsm=\"transmorph\", obs=\"class\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "39c4e590", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LISI-batch (higher is better)\n", "labels = []\n", "plt.figure(figsize=(6,4))\n", "add_label(plt.violinplot(lisi_batch_bef, positions=positions - .15), \"raw\")\n", "add_label(plt.violinplot(lisi_batch_aft, positions=positions + .15), \"transmorph\")\n", "plt.ylim(0, len(datasets))\n", "plt.xticks(positions, chen_10x.keys(), rotation=90)\n", "plt.xlabel(\"Batch\")\n", "plt.ylabel(\"LISI-batch (higher is better)\")\n", "\n", "plt.legend(*zip(*labels), loc=2)\n", "pass" ] }, { "cell_type": "markdown", "id": "eee32f1d", "metadata": {}, "source": [ "LISI-batch has greatly improved using transmorph, meaning batches are now way better mixed." ] }, { "cell_type": "code", "execution_count": 12, "id": "462189f8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LISI-class (lower is better)\n", "labels = []\n", "plt.figure(figsize=(6,4))\n", "add_label(plt.violinplot(lisi_class_bef, positions=positions - .15), \"raw\")\n", "add_label(plt.violinplot(lisi_class_aft, positions=positions + .15), \"transmorph\")\n", "plt.ylim(0, 8)\n", "plt.xticks(positions, chen_10x.keys(), rotation=90)\n", "plt.xlabel(\"Batch\")\n", "plt.ylabel(\"LISI-class (lower is better)\")\n", "\n", "plt.legend(*zip(*labels), loc=2)\n", "pass" ] }, { "cell_type": "markdown", "id": "1ab1089b", "metadata": {}, "source": [ "LISI-class has also consistently decreased using transmorph except for P10 and P12, meaning cell types are better separated." ] }, { "cell_type": "markdown", "id": "af54dd94", "metadata": {}, "source": [ "## References\n", "\n", "[1] Chen, Y. P., Yin, J. H., Li, W. F., Li, H. J., Chen, D. P., Zhang, C. J., ... & Ma, J. (2020). Single-cell transcriptomics reveals regulators underlying immune cell diversity and immune subtypes associated with prognosis in nasopharyngeal carcinoma. Cell research, 30(11), 1024-1042.\n", "\n", "[2] Haghverdi, Laleh, et al. *Batch effects in single-cell RNA-sequencing data are corrected by matching mutual nearest neighbors.* **Nature biotechnology** 36.5 (2018): 421-427.\n", "\n", "[3] Becht, Etienne, et al. *Dimensionality reduction for visualizing single-cell data using UMAP.* **Nature biotechnology** 37.1 (2019): 38-44.\n", "\n", "[4] Korsunsky, Ilya, et al. *Fast, sensitive and accurate integration of single-cell data with Harmony.* **Nature methods** 16.12 (2019): 1289-1296.\n" ] } ], "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": "3.10.7" } }, "nbformat": 4, "nbformat_minor": 5 }