{ "cells": [ { "cell_type": "markdown", "id": "bdb4dbcf", "metadata": {}, "source": [ "# Transferring cell cycle annotation using TransportCorrection\n", "\n", "In this tutorial we showcase how data integration can be leveraged to carry out high quality label transfer, and apply it to a practical application in computational biology. Cell cycle is a fundamental biological concept common to all life forms through which biological cells grow and divide. It can be split into chronological phases:\n", "\n", "- G1 phase associated with high metabolic activity\n", "- S phase where cell DNA is replicated\n", "- G2 phase associated with high metabolic activity leading to mitosis (M) also known as cell division\n", "\n", "Automatic annotation of cell cycle phase of a given cell from transcriptomics is a challenging task, and having to perform biological assays every time is not satisfying either. Label transfer algorithms are used to transfer labels from an annotated dataset to another one. In our case, we will use a single-cell dataset with cell cycle phase annotations from [1], and try to map its labels in a meaningful way on three other unlabeled single-cell datasets from [2,3]. To do so, we first integrate all datasets in a common space using a transmorph model, then perform label transfer using $k$-nearest neighbors in this representation from each dataset to the labeled one. We will use the TransportCorrection model to carry out data integration, as optimal transport is a very natural approach to map a geometrical shape onto another. Its behavior is inspired from SCOT [4]." ] }, { "cell_type": "code", "execution_count": 1, "id": "386cdd6c", "metadata": {}, "outputs": [ { "data": { "image/png": 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8fVIT9kSNcZ8LdyL+4dvNFzGZTHw4dA4Ll/1Fj6beiTbrEydOZMuWLZjNZkwmE6lTp6bngEFsOWm7bSrnz5fQOQfIU7hsoh/To6KiqFbtYYPT0dGR2NhY/Pz8bD6mv4r8RUrz5fX+LJ33BTnyFCJFysevt9ls5ruvJ/Hjzg3cunEdk4OJiHvh3Ll987nrCw0Jorx/vefO93pi/SaTiSQuLi/M1PPeizfDQvBJnTbOfZ/1frIXk8nER0Nns3D5mUQ9po8fP55t27ZZx3RfX196DhjM5jf8hzNflPvQ4MtcPHuKZv4FrNMsZkucvHmn8n3YdPrbzbBQfHwfz/dMkZIk/3C9vyffCy5ubtb3wfOyHRkZ+S8fZcLIW6Qcheut4qNGbok255GRkVSvXh14Yj/9DR3Tn8XDyxuAG2EhpEmfKc68G2EhODg6kszD65XWnSSJS5wvF1KlSc+NsJAXLCH/RWo8GcCNsJA4Fy28FnIF71QPu9Vubu5EPnh8WOTN66FxlnWw0QV07cHTtxAlS6che6Yk9i7FJqKjozGZTFgsFipWrMi4ceNImjIPncbZ9loJpid2mq4FBzF1dB+GTZxL3kIlcHRyYsyAD176HHY396S07tKf1l36E3LlEqP7dWDTyoXUbfr+U/dNmSotJ377Jc600KtB5C747uPaXjO/n33Sg0rVGzJw3Cxc3dxZu3QOOzausM53ML34MnkpU6Uh9Opl6+3o6ChuhIXikzrNa9X1Ih5ePqTI4Juos75z5042bdqEl5cXQ4YMoUuXLlwMdWCLDbOunD+fPXIOiX9Mj4qKso7plStXZty4cbh757b5mP4qHBwcqFCtAcu/nUbfUdPizNu9bS27t69l2GfzSJcxCyaTieb+Ba3vl2flK7Vveq4GXbB53Sl8fDn9x5E4066FXCFb7gLPXsAOPFKkIkWGNIk664GBgWzZsgUvLy+GDh1K586duRjqwOY3MOtPelHufVKn5e0ceRk/a+Vzlzf9X/ZT+KQmLOTxNQtv37xOVNSrNYpS+PgSFhr3+ofXQq7g4ZXyldaXEDzTFE7UOX/w4IF1TPfz82PMmDFv7Jj+LOkyZiFVmvTs2b7uqSOi92xfR658RfD8uzkVFRkBf59Kd/P6NZL8/cXa8z5XRkVFcutmmLX5dC3kivXIKje3pEQ+iLDe90HEfSLuPT7A4snmrbzZ9EoZwIMHESyd9yXR0VGc+v0Iu7etoVyVOsDDw9WPHNzNjbBQIu6Hs2Tu53GW9fL2IeTKpf/Uxe+MytnZmZ9++ondu3ezZcsWChUqlOA1PIi4DxYLnilSYnJw4Jf9OzlycM9LL//zj4EEXTyL2WzGLWkyHJ2cnvurH2Uq1eD44QP8tGcbsTEx7P9hM78fPch78Xj9goh74SRNlhxXN3cunf+LzasWxZnv5e0T5yLK/69c1bpsWLmAS+dOEx0VyaKvJ5EylS/Zcr05H2r+iwYOHMiCBQu4cOECvXr1wtX16SOFbEk5j0s5t40kSZJw4MAB9uzZw+bNmylYsKC9S3qh2k3a8cmk+bxbulKc6ffv3cXJyRkPL29ioqNYMvdzIiIeH53k5e3Dzeuh1gvaA1Sp05T1y+Zx/PBPmM1mbt0M4+yp3+O95jIVa3D0lx85fHAPsTExbF+/lCuXzsX7duTFBg8ebB3Te/bsmeBj+ut4Xu6LlqrIrZthbFy54O8jSWMJunjWeqHwZylbuTabVi3k6uXzREY+YOGsia/8obpoqQqEhV4hcONyYmNiOHTgB479uv+V1iXxw9XVlf3797Nnzx42btz4xo/p/89kMtH+w8GsWDiDbeuXEHH/HuF377By4Uz2Bq6ndef+eHh5k8o3HTs2rcBsNnPs0H5+3b/Lug6PFClxcHAg+P++WHBwcGDBzAlERj4g6OJZNq1c8Pizao48nDx+mMsXzhAVGcnCrybG+cLNK4UP14KDiH3iWrfyZtIRTwaQKUt2YmNjaFenBElc3Wje8WPyFS4JPPzAcPzwT3RrXpnknt4EtOse59dhKtdqwoQhH9KiWiF8fNMydf4mez0MeQnvvvvuP9/JhjJmyUbDVl0Z0r0F5thYipWpTLEylV96+atBF/hmyghu3QzD1c2dkuX88a/X/Jn3TZvhLfqNnsGCryYwZWRvfNNlZMCYmU8d/vs6OvcZxZwvR/PtzPG8nSMv71WuyU97tlvnN2jZhW+mDmfp/C8oW7k2nT4eGWf5Cv71uXUjjFF93yf87m2y5S7AoE+/tl5wWV6Nm5sbLVq0sNv2lXPlPKEUK/bfuRZjcg+vOD8t/0jFag347Zcf6dDgPdyTJqNW47akTPX4aLh8RUqSI08h2tctidliZuq8jZQoW4WIe+HMmjSM0OAgknt40uz9XmTNnidea06fKSvdB01k5sQh3L19g9IVa5CvSEmckyTOIy7eVPYe01/H83Lv5p6U4VMWMH/6OJbO+4KoqEjSpMtMvWYdnruuSjUaEXzlIv07NcLB0ZFGrbrgnMTllfKY3MOLAWO/4uvJw/l68icUfLcMpSpUx9lZ2ban4sWL27uE11KiXFX6ubqxdN4XzJ46EpPJgRx5CzHy80XWL5u6DfiUryYOYfm3MyhaqgLvVa5p/QEkFxdXmrT9iJEftyM6JooPeo3A28cXV/ekZMmWm06Ny2E2m6lSuykV/r6+U/4ipahapyn9OzXExdWNgHbdcXVPaq2pVMXq7N6+llY1i2LBwnebjyb8EyMvxWQx6KEspy5G0WlcME2rxZLa297V2E7gxuVP/VqMEYXegMWbHJnZP/EewvssRsm5PKasK+tGoJwr57bSpWklmrT9kHJV6tq7FEBZN3LWb4SF0q5uCWav2henWfuqPunVmjwFir30D0ckJOXcuDk/dugAYwd+YJiGkVGzDjrVTkREREQM6uDeQCLuhxMdFcnqxd9w8/o1ChUvZ++yxIBiY2I4sHsrMTHRhN+5zezPR5IzX5FXbjodPriHO7duEBsTw57t6zj2635KlKsaz1WLiLwcHQcvIiIiIoZ05OBuPh/9MTExMaTPlIWB42bh4ZnC3mWJAVmwsHLhTKaO+hhHR0dy5itMr2FTXnl9Z04eY/KInkQ+iMA3bUZ6fzKFjG+9E38Fi4j8C2o8JXKVqjekUvWG9i5DRERE5I3TsddwOvYabu8yRHBycn7hr+D9Ww1bdqFhyy7xtj4RW8hXuIRhTrMzOp1qJyIiIiIiIiIiNqHGk4iIiIiIiIiI2IQaTyIiIiIiIiIiYhNqPImIiIiIiIiIiE2o8SQiIiIiIiIiIjahxpOIiIiIiIiIiNiEGk8iIiIiIiIiImITTvYuwN5u3DYBFnuXITb28HU2LqPl/M7NayycMYTmnUfimSKVvctJUMq6sbIeuHYuZosFvzrt7F1KglLOjZXz2zevsWj6YJp3GaUx3WCMlvXta+ZgcnCgUq029i4lQSnnxsq5kRk564ZtPHkmc8DFGbbs00FfRuHi/PB1NxKj5vzqn7v588BWIlwqki53U3uXk+CUdePY+c1IAMKSdLBzJQlPOTeOK3/s5ORP24hwq0y6XAH2LifBKevGsXP2KABCndrbuZKEp5yLURgx6wAmi8Vi2PZqyI0Yboeb7V2GJBDPZA74ehuv12rEnK9YOp+BfToyctx0Gjc13s6bsm4cOTK7AHDyQqSdK0l4yrlxLF08myH9uzDq05k0Cmhr73ISnLJuHBrTlXNJ/IyadeM94if4ejvh623vKkRsy4g5T5Py4dDm6+1E9kxJ7FyNJBQjZv0R5dw4jJjzRzvoaVJqTDcSI2b9EeXcOIycczEW4x3jJSIiIiIiIiIiCUKNJxERERERERERsQk1nkRERERERERExCbUeBIREREREREREZtQ40lERERERERERGxCjScREREREREREbEJNZ5ERERERERERMQm1HgSERERERERERGbUONJRERERERERERsQo0nERERERERERGxCTWeRERERERERETEJtR4EhERERERERERm1DjSUREREREREREbEKNJxERERERERERsQk1nkRERERERERExCbUeBIREREREREREZtQ40lERERERERERGxCjScREREREREREbEJNZ5ERERERERERMQm1HgSERERERERERGbUONJRERERERERERsQo0nERERERERERGxCTWeRERERERERETEJpzsXYCISHwJCgrizp07nD17FoBz585x4sQJPDw8SJ8+vZ2rE4kfkZGR1ow/cuLECQCyZs2Ki4uLPcoSiXePxvRz584BGtMlcdKYLiJGYLJYLBZ7FyEi8rru3r1LpkyZuHXr1lPzPD09uXjxIh4eHglfmEg8GzNmDIMGDXrmvNGjRzNw4MAErkgk/r1oTPfy8uLixYskT5484QsTiWejR49m8ODBz5w3ZswYBgwYkMAViYjEP51qJyKJgpubGxkzZsRkMsWZbjKZyJgxI+7u7naqTCR+5cyZ87nzcuXKlYCViNiOm5sbGTJkeO6Y7ubmZqfKROKXxnQRMQI1nkQkUXBycmLu3LnPnDdv3jycnHRmsSQO9erVo1atWjg6OlqnOTo6Urt2berVq2fHykTij5OTE/PmzXvmvLlz52pMl0Sjfv361KxZ86kxvU6dOtStW9d+hYmIxCM1nkQk0ShSpAg9e/bEweHh0Obg4ECPHj0oUqSInSsTiT8mk4np06fHue6Hi4sL06dPt2NVIvGvSJEi9OjRI86Y3rNnT43pkqiYTCZmzJhBkiRJrNNcXV2ZNm2aHasSEYlfusaTSGJ35yJEhNm7igQTERFB/fr1CQkNJXXqVKxcsdJ4p9m5+YBHJntXkfAMlvUlS5fy6aefAtC/fz8aN2ps54oSmHJuCPfv36d+g/qEhl7DN3VqVq5cabzT7JR1Q1iyZAmfjh8PwIAB/WnUsJGdK0pgRs25iEGo8SSSmN25CHNzQcx9e1ciCcnJHdqeMNYOnLJuPMq5GIWyLkZgxJyLGIhOkBdJzCLCHu60lRgKHpntXY0khDsX4MCIh6+9kXbelHVjUc6Vc6NQ1pV1IzBqzkUMRI0nESPwyAzeOexdhYjtKetiBMq5GIWyLiKSKOji4iIiIiIiIiIiYhNqPImIiIiIiIiIiE2o8SQiIiIiIiIiIjahxpOIiIiIiIiIiNiEGk8iIiIiIiIiImITajyJiIiIiIiIiIhNqPEkIiIiIiIiIiI2ocaTiIiIiIiIiIjYhBpPIiIiIiIiIiJiE2o8iQgAew8epVqL3qTI449Xbn8K+LVm/PRFREVF27u019Km52iSZClPsux+1n/9Rk9/7fWWb9iNKd8sff0CRZ6hfMNuuGStQLLsfnjnqUb5ht349bc/AYiIiGTw+FlkKxNA0myVyVC0Hg07DrbOf+Tb5ZswZSjDjG9X2eMhiLyS7Xt+5r36XUiW3Q/PXFWp1qI3h46d5GJQcJxx3CHje7i9XdF6u1P/CfYuXRKBJ8fe5Dn8yFOxBcvW77B3Wf/avKUbKViljb3LEBGxUuNJRFi//UeqtfyYquWLc3rP99z6YzNLZozgj9PnuRp63d7lvbYureoRfmqb9d+ng7rYuyRiYmKwWCz2LkPeYJ8O7Ez4qW1c+XU1hfJmp067AURHx1CleU927T/MkhnDufXHZk7u/o761cqyavPuOMvPXrwBby8PZn+/3k6PQOTfWbt1L3XbD6RVA3+uHlrD+f3LKFuiIGUbdCM07FaccTxTel8WT/vEenvmuD72Ll8SiUdj750/tzJ+UBeafziCC5eD//V6oqNjbFBdwomJ+W/XLyJvFjWeRAzOYrHw0dAp9OvSnB7vN8bH2wuAnO9kZt7kQWTOkIZfjv5J6bqd8crtT+4KLVi8ept1+U8+m03N1n35oN94PHNVJUvJRuzad4jVm3fzTukmpMjjz6BPv7Le/9G3cEMnfINPvhqkKVSbJWsD+fHn38hbqSWeuarSvvdYzGazdZmtPxykUNW2eOaqSmH/dmzf87N1Xpueo+nQ51MCugwjeQ4/cpRtyq59h17qsR86dpIKjT7EO0813indhK8XrbXOO3z8FGXqdcY7TzVS5a9J067DuH7zNgC9R3zBnoO/0W/MDJJl96Nai94AmDKU4cjvp63rmPLNUso37Ga9bcpQhi/nriBvpZYkze5H+L0IzpwPolabvqTKX5PMxRswauo862M/d/EKlQO645mrKt55qlG6bmfuRzx4qccmiYerqwvtA2oSFHyN71Zv48TpC6yfN57C+XLg7OxEUnc3mtWrwqi+Ha3LnD57id0/HWHOZwM4dOwUR/84/YItiNifxWKh+7Cp9O/anA7Na5M8mTspvDwY0K0lTWpV5OORX9q7RDEYk8lEjUql8PJIxskzFwm/d5867fqTukBNPHNVpWyDrnHG1kf7Q50HTMQ7TzX6j52Bb8FaT+2T5CrfnCVrAwEIDr1Oiw9HkLZwHbxy+1O2QVciIiIBCA27SfNuw0lbuA7pitShx7CpREZGAbBr3yG8cvvzzXfryPhufVLmrU7fUQ+P5j58/BSdBkzk2J9nrUcEXgx62Dj7fs128ldujVduf96t8T77fjlmrat8w270HTWdKs16kjRbZTbtPGC7J1dEDEeNJxGDO33uEucuXqVpHb9nzr91+y7+LXoTULsS146uZ8aY3nToO54ff/7Nep+tuw9StVxxbhzfSMv6VWnx0UjWbN3L0W3z+HHVDD6btYRDx05a73/85Dl8vD0JPryG0X070rHfeKbOXsYPy7/kxM5FrA/cx+rNewD469xl6rTrz5Dubbh+bAMDu7Wkdtv+nLt4xbq+JesC6dSiDrf+2EzLBlVp02vMPz7u4NDr+DXtSedWdbn223pWzx7LsEmzCdz7CwAODibGDehEyJF1HA/8lqDgMPqPmQnAZ0M/5L1i+a3fim5a+NlLP9/frd7G1kWTuXNiC46ODlQK6E6lMkUJ+mUVe1ZO4/u1gcxdshGAQZ/O4p23MhD22wZCjqxjwuAuODk6vvS2JHG4H/GAbxavI3OGNGzZ9RPVKpTAyzP5C5eZs2TDw6Okqr7He8UKMHvxhgSqVuTVnDp7ifOXrtKs7tP/FzWr58fen49ZP5CLJASz2cyaLXuIeBBJwTzZMJstNKvrx7n9ywg5vJZCebLRuNPQOEcvb971E8UL5Sb06DpG9ulAywZVmbdsk3X+/l+PE3LtBnWrvofZbKZW2344OTnyx44FhP22njH9OuLgYMJisVC7bT/SpPbmzI9LOLb9W47+8RejPp9vXdfd8Pv8cfo8p/csZu+q6Uybv5Jd+w5RKG92Zo79mHw5sz5xhGAaNgbu5+OR05g3eSA3jm9kQNeW1GrTz/qlGsC8ZRsZ1acD4ae2UbnMuwnzRIuIIajxJGJw167fAiB9Gp9nzt8QuJ9UKb34sF1DnJ2dKFeyEM3qVmb+EztSRfLloH71cjg6OhJQpxJBwdfo37UFSd3dyJ09C/lzvs2hY6es90+V0ouP2jfCycmJpnUrc+fuPdoH1CRlCk/SpfGhXImCHDr+sFG1ZF0g5UsWon71cjg5OdGwZgXKFMvP4jXbreurXrEk5UsVxtHRkbaNa3DhcnCcHakZC1bjldvf+u/E6fMsWLGFssUL0LhWJRwdHcmbMyttG1fnu1UPj+YqkDsbZYoVwNnZCd9U3vTq0IRd+w+/9vPdt3Mz0qXxwcUlCRsC95HCMzk93m9MkiTOZEqfhu7tGvHd30eUOTs7cTX0OucvXcXZ2YlSRfORJInza9cg/w0Dxs7EK7c/WUs15s+/LrB2zjiu3bj13PfqI7GxscxfvonWDf0BaNXQn0Wrtlq/KRd5E4XduAVAOt+n853O14fY2Fhu3LqTwFWJET0ae5Nmq0z9DoMY/FFrUvukwCN5UprUrkRSdzdcXV0Y3rs9p85e4kpwmHXZvDmy0KZxdZycnHB3c6V9QE1WbNxF+L37wMOjvpvV9cPFJQk/HznBidMXmDHmY1J4eeDk5ESZYgVwcUnCL0f/5PS5y0wY3BV3N1dSpvBk4IetrPsH8PAowVF9O+Dq6kKubG9Rqmhefn3iS77/N23+Svp0akrhfDlwcHCgfvVy5HwnMxsD91vv06yuH8UK5cZkMuHm5mKDZ1dEjMrJ3gWIiH09OrUuKDiMt99K/9T8y1dDeStDmjjTsmZKx+6fjlpv+6bytv7t7ub6cJpPiiemuRB+P+Lx/ePMc33mOsLvRfy9/Wu8lTHtU9u/fDXUejvNE8smdX+4vrvh90mZwhOAzi3rMmV49zjr+HLeCjbuPIBXbn/rtNjYWN4rVgB4eKRV75Ff8vPRE4Tfi8BstuDs/PpHG2VK72v9+/ylYI6fPBunBrPZTMZ0qQGYMLgrn0yaTeWmPTCZTLRpVI2hPdvi4KDvDIxg7IBO9Hi/cZxpPt6eBD3xIedZNu7YT9iN2zSr9/DIkUY1K/DhkMms2rybgDqVbVavyOt49H/RlZAwsmaO+3/RlZAwHB0d8fbysENlYjRPjr1/nbtM7Xb98fJMRqsG1eg98gs27jjAjVt3rP8Xh928Rfq0qYC4/8cD5Mr2FnlzZGX5hl0E1K7EknU72LFkKgAXgoJJn8bnmQ2e85evcutOON55q1unWSwWYmMfX4bAI3lS6z4UQFJ3N+6G33/u4zp/+SoDP53FsElzrNOio2MICr5mvf3/9YuIxBc1nkQMLnvWjLyVMS3fr93OoI9aPzU/Q9rUnP+/i2qevxxMhr93smwtQ9pU7D34W5xp5y9dpWyJgq+13oxpU1PPvyzfTx/+zPmdBkwge9aMzJ+8EC/P5KzevDvOKXzPav4kdXeLcw2mqyFPNwieXC5jutQUyZeDA+tmPbOG1D4pmD7mYwCOnTiDX7Oe5Mv5Ng1qlH+pxyiJT9Vyxekzajq374Tj6ZHsmfeZ/f0GzGYL+So/fj9Hx8Qw+/v1ajzJGyt71oxkzpCGxWue/r9o8ertlC6aT0dgSIJ7J0sGqlcswfrt+7h2/Ra//naSvSunkyFdam7dvkuKPNV48ndCnrVv0D6gJvOWbsQliTOZ0/tSOF8OADKnT0NQcBgPHkTi6ho32xnTpia1TwquHlrzSnU7OJiempYxbWo+bNuQTi3rvmA5fbElIrah0UXE4EwmE1+M7MG4aQv5Ys5y6ylqp85epH3vsZQplp/QsJtMn7+SmJgY9vx0lEWrttKqof8/rDl+NKlViV37D7Nmyx5iYmJYufEHdv90lIDalV5rvS0b+LPjx19ZsWEX0dExREfHcOT30/x85AQAd+7eJ3lSdzySJ+XSlRAmzFwcZ3nfVCk4cz4ozrTC+bKzYMUWYmIermvByi0vrKFm5VKE/P3cPngQSWxsLCfPXLReiHTpukAuBgVjsVjw8kyGo4MDTk66xpORNa9XhZzvZKJW234cPn6KmJgYIiIiWboukCETvibk2g02BO7j2ymDOLJlrvXfurmfErj3V85fumrvhyDyTCaTicnDPmTslwuZvXg94ffuc+v2XT6dtpDv1wYyflBne5coBnT+0lU27jhAvpxvc+fufVxdXEjhlZzwe/cZ+MQPp7xIk9qV+PXYScZNW0i7JjWs098tmIscb2eky6DPuHX7LjExMew9eJTIyCjeLZiLjGlTM3j8LO6G38disXDhcjCbdux/wZYe8/Xx5mro9TjXRevapj4TZn7Hr7/9icVi4X7EA7bv+ZnLV0JfsCYRkfihxpOIULNyaTYtmMiGwH28XboJXrn9adhxCDnfyUza1CnZtGAiC1duJWW+GnTsN54ZYz6mzN+npNnaO1kysPLr0Qz7bDbeeaszYspcVn0z5qlTMf6t9GlTsWXRJL5atIa0hevgW7AWXQdN4k74PQAmDevG+sB9eOSsSp12A2hQvVyc5Xu0b8z2vb/gldufmq37AvDFyB7s//U4Xrmr0W/MDFo3rPbCGpIldWf74ikE7v2Vt0o2ImW+GjTr9gnB124A8OtvJylVpzPJsvtRsnYn2gfUpHaVMq/1uOW/zdnZiS2LJvFesfw0+mAIHjmrku29AJau20k9/7LMX7aJTOl9CahTmTSpU1r/+VcoQeF82ZnzvS4yLm+uetXKsWLWKOYu3UCaQnXIVLwBO/YdYufSzyleOI+9yxODePSLtcmy+1GmXhcqlynK0B5t6NWxCY6ODvgWrE3eSq0oWTjvS60veTJ3GtWswJ9nLtK8fhXrdAcHB9bNHc/9iEhylGuGT/6aDB7/NWazBUdHR9bPH09QcBi5yjfHM1dVarTuw1//94XX81QsXYQShfOQvmhdvHL7czEomFp+ZRg3oBMd+o4nRZ5qZCnZiKmzl2G2mP95hSIir8lkefKnGEQkcQk5BAuLQJXZ4J3D3tVIQrhxEra2hxa/gm9he1eTcJR1Y1HOlXOjUNYTRdZHTJ7LbyfOsHzWKHuX8mYyas5FDERHPImIiIiIiNjAtes3+fq7dXRuVdfepYiI2I0aTyIiIiIiIvFs9OfzeatEI2pUKkmlMkXtXY6IiN3oV+1ERERERETi2aCPWj/zF4NFRIxGRzyJiIiIiIiIiIhNqPEkIiIiIiIiIiI2ocaTiIiIiIiIiIjYhBpPIiIiIiIiIiJiE2o8iYiIiIiIiIiITajxJCIiIiIiIiIiNqHGk4iIiIiIiIiI2ISTvQsQkQRw54K9K5CEYvTX2uiP3yiM/job/fEbidFfa6M/fqPQ6yyS6KnxJJKYufmAkzscGGHvSiQhObk/fO2NRFk3HuVcjEJZFyMwYs5FDMRksVgs9i5CRGzozkWICLN3FZKQ3HzAI5O9q0h4yrqxKOdiFMq6GIFRcy5iEGo8iYiIiIiIiIiITeji4iIiIiIiIiIiYhNqPImIiIiIiIiIiE2o8SQiIiIiIiIiIjahxpOIiIiIiIiIiNiEGk8iIiIiIiIiImITajyJiIiIiIiIiIhNqPEkIiIiIiIiIiI2ocaTiIiIiIiIiIjYhBpPIiIiIiIiIiJiE2o8iYiIiIiIiIiITajxJCIiIiIiIiIiNqHGk4iIiIiIiIiI2MT/AAf1rKalP3jiAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Loading and fitting the model\n", "from transmorph.models import TransportCorrection\n", "from transmorph.utils.plotting import plot_model\n", "\n", "# use_feature_space=True returns a result in the original genes space\n", "model = TransportCorrection(\n", " solver=\"unbalanced\", \n", " use_feature_space=True, \n", " entropy_epsilon=2e-2, # These two parameters should be tweaked \n", " unbalanced_reg=5.0\n", ")\n", "\n", "plot_model(model)" ] }, { "cell_type": "markdown", "id": "892c8cd0", "metadata": {}, "source": [ "## Loading datasets\n", "\n", "Let us first load the cell cycle databank. It comes already preprocessed, with four single-cell datasets embedding in cell cycle genes space (Tirosh [5] signatures). Each gene is labeled \"G1/S\" or \"G2/M\" depending on its contribution to cell cycle phases G1/S or G2/M, and cells from the U2OS dataset are annotated with their respective cell cycle phase. When carrying out label transfer, it is important to keep in mind that annotation quality will depend on reference dataset quality, so we should always pick good quality datasets to transfer labels from if possible." ] }, { "cell_type": "code", "execution_count": 1, "id": "5ca55d9d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "databank_api > Loading bank cell_cycle.\n", "databank_api > Loading dataset cell_cycle...\n", "databank_api > Reference: multiple, see documentation\n", "databank_api > Type: Cell cycle coordinates\n", "databank_api > Number of files: 4\n", "databank_api > Dataset cell_cycle successfully downloaded.\n", "databank_api > Bank cell_cycle successfully loaded.\n" ] } ], "source": [ "from transmorph.datasets import load_cell_cycle\n", "\n", "# Format: {batch_key: AnnData}\n", "datasets = load_cell_cycle()" ] }, { "cell_type": "markdown", "id": "ceeba976", "metadata": {}, "source": [ "We can take a look at these four datasets using UMAP first. As we can see, each dataset takes the shape of a ring corresponding to transcriptomic profile progressing through cell cycle trajectory. This visualization is not very informative, we can instead use G1/S and G2/M signal to get a better glance at what cell cycle looks like in each of these datasets." ] }, { "cell_type": "code", "execution_count": 2, "id": "848cec1c", "metadata": {}, "outputs": [ { "data": { "image/png": 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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(datasets, output_obsm=\"raw_umap\", reducer=\"umap\")\n", "\n", "scatter_plot(datasets, use_rep=\"raw_umap\")" ] }, { "cell_type": "markdown", "id": "e279bc22", "metadata": {}, "source": [ "## Observing cell cycle" ] }, { "cell_type": "markdown", "id": "c4973acb", "metadata": {}, "source": [ "Let us compute for each cell the average expression of its G1/S-related genes and G2/M related genes. We can then use these two values in a 2D coordinates system G1/S-G2/M to unravel and compare cell cycle shape between datasets." ] }, { "cell_type": "code", "execution_count": 4, "id": "ffbb624b", "metadata": {}, "outputs": [], "source": [ "# TC71 and U2OS are \"fast\" cell cycle datasets.\n", "# Using these genes for G1/S signature yields clearer\n", "# visualizations.\n", "fast_cell_cycle_g1s = [\n", " 'CDK1', 'UBE2C', 'TOP2A', 'TMPO', 'HJURP', 'RRM1', \n", " 'RAD51AP1', 'RRM2', 'CDC45', 'BLM', 'BRIP1', 'E2F8', 'HIST2H2AC'\n", "]\n", "\n", "for name, adata in datasets.items():\n", " g1s = adata.var_names[adata.var['G1/S gene']]\n", " g2m = adata.var_names[adata.var['G2/M gene']]\n", " if name in [\"TC71\", \"U2OS\"]:\n", " g1s = [g for g in g1s if g in fast_cell_cycle_g1s]\n", " adata.obs['G1/S'] = adata[:, g1s].X.mean(axis=1).copy()\n", " adata.obs['G2/M'] = adata[:, g2m].X.mean(axis=1).copy()\n", " # Filtering out a few outliers\n", " datasets[name] = adata[adata.obs['G2/M'] > -2, :].copy()" ] }, { "cell_type": "code", "execution_count": 5, "id": "ea52228a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(8,8))\n", "for i, (name, adata) in enumerate(datasets.items()):\n", " plt.subplot(2, 2, i+1)\n", " if name == 'U2OS':\n", " for label in sorted(set(adata.obs['Cell cycle phase'])):\n", " if label == \"NotAssigned\":\n", " continue\n", " sel = adata.obs['Cell cycle phase'] == label\n", " plt.scatter(adata.obs['G1/S'][sel], adata.obs['G2/M'][sel], label=label, s=5)\n", " plt.legend()\n", " else:\n", " plt.scatter(adata.obs['G1/S'], adata.obs['G2/M'], s=5)\n", " plt.title(name)\n", " plt.xlabel(\"G1/S Tirosh\")\n", " plt.ylabel(\"G2/M Tirosh\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "f53c7301", "metadata": {}, "source": [ "We can already see these datasets display strong geometrical differences. CHLA9 and CHLA10 are cell lines associated with \"normal\" cell cycle, with cells scattered uniformly all around a triangular trajectory. Cell cycle progression follows an anti-clockwise sense, with G1/S genes expression increasing, then G2/M genes expression increasing, then mitosis leading to a coming back to the bottom left corner. U2OS and TC71 are associated with a \"fast\" cell cycle profile, with a cell cycle loop much more shrinked and where cells never go back to lower cell cycle genes expression values. We also notice counts have not been processed identically, CHLA9/CHLA10 being simply log-normalized while TC71/U2OS counts being z-scores, which is a good stress test for integration methods. " ] }, { "cell_type": "markdown", "id": "e0f47196", "metadata": {}, "source": [ "## Performing integration and label transfer\n", "\n", "### Transport correction\n", "\n", "The idea here will be to integrate all datasets in a common representation using CHLA10 as a reference due to it being apparently of high quality (large number of cells, well resolved cell cycle shape). Once integration has been performed, label transfer from U2OS can be carried out using for instance a $k$-nearest neighbors model from every dataset to U2OS cells. Predicted labels can eventually be displayed on these cell cycle plots, and validated using cell cycle phase interpretation. We notice U2OS has very few G1 points compared to what seems to be G1 in CHLA9 and CHLA10. For this reason, we will use the unbalanced optimal tranport formulation to carry out TransportCorrection matching step; this algorithm requires to tune two parameters:\n", "- Entropy regularizer $\\varepsilon$ allows to tweak OT approximation precision, the lower the more precise\n", "- Mass conservation penalty $\\delta$ which monitors how much mass conservation matters in the objective function. The lower, the less mass needs to be transported, enforcing global geometry instead." ] }, { "cell_type": "code", "execution_count": 6, "id": "c38542a9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MNN_CORRECTION > Transmorph model is initializing.\n", "MNN_CORRECTION > Ready to start the integration of 4 datasets, 11552 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_OT.\n", "MNN_CORRECTION > Running layer LAYER_MERGING#4.\n", "LAYER_MERGING#4 > Running merging MERGING_BARYCENTER...\n", "MNN_CORRECTION > Running layer LAYER_OUTPUT#5.\n", "MNN_CORRECTION > Terminated. Total embedding shape: (11552, 742)\n", "MNN_CORRECTION > Results have been written in AnnData.obsm['X_transmorph'].\n" ] } ], "source": [ "model.transform(datasets, reference=datasets[\"CHLA10\"])" ] }, { "cell_type": "markdown", "id": "acbd2ac5", "metadata": {}, "source": [ "Let us display the integrated datasets in their new G1/S-G2/M representation, guided by CHLA10 shape. This representation will be used to transfer labels from U2OS to the other datasets. We can extract feature names used in the final representation from TransportCorrection.embedding_features, and gather corrected counts from each AnnData in the \"X_transmorph\" obsm field." ] }, { "cell_type": "code", "execution_count": 7, "id": "903e8f1c", "metadata": {}, "outputs": [], "source": [ "# TC71 and U2OS are \"fast\" cell cycle datasets.\n", "# Using these genes for G1/S signature yields clearer\n", "# visualizations.\n", "fast_cell_cycle_g1s = [\n", " 'CDK1', 'UBE2C', 'TOP2A', 'TMPO', 'HJURP', 'RRM1', \n", " 'RAD51AP1', 'RRM2', 'CDC45', 'BLM', 'BRIP1', 'E2F8', 'HIST2H2AC'\n", "]\n", "\n", "embedding_genes = model.embedding_features\n", "\n", "for name, adata in datasets.items():\n", " g1s_genes = [g for g in embedding_genes if datasets['CHLA10'].var.loc[g]['G1/S gene']]\n", " g2m_genes = [g for g in embedding_genes if datasets['CHLA10'].var.loc[g]['G2/M gene']]\n", " if name in ['U2OS', 'TC71']: # Fast cell cycle\n", " g1s_genes = [g for g in g1s_genes if g in fast_cell_cycle_g1s]\n", " g1s_indices = [g in g1s_genes for g in embedding_genes]\n", " g2m_indices = [g in g2m_genes for g in embedding_genes]\n", " adata.obs['G1/S_tr'] = adata.obsm['X_transmorph'][:, g1s_indices].mean(axis=1)\n", " adata.obs['G2/M_tr'] = adata.obsm['X_transmorph'][:, g2m_indices].mean(axis=1)\n", " # Filtering out a few outliers\n", " datasets[name] = adata[adata.obs['G2/M'] > -2, :].copy()" ] }, { "cell_type": "code", "execution_count": 8, "id": "2aa53d7f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "for i, (name, adata) in enumerate(datasets.items()):\n", " plt.subplot(2, 2, i+1)\n", " if name == \"U2OS\":\n", " for label in sorted(set(adata.obs['Cell cycle phase'])):\n", " if label == \"NotAssigned\":\n", " continue\n", " sel = adata.obs['Cell cycle phase'] == label\n", " plt.scatter(adata.obs['G1/S_tr'][sel], adata.obs['G2/M_tr'][sel], label=label, s=5)\n", " name += \" (label reference)\"\n", " plt.legend()\n", " else:\n", " plt.scatter(adata.obs['G1/S_tr'], adata.obs['G2/M_tr'], s=5)\n", " if name == \"CHLA10\":\n", " name += \" (embedding reference)\"\n", " plt.title(name)\n", " plt.xlabel(\"G1/S Tirosh\")\n", " plt.ylabel(\"G2/M Tirosh\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "1b26a2b0", "metadata": {}, "source": [ "### Label transfer\n", "\n", "As we can see, all datasets now look way more similar both in terms of shape and scale, and U2OS cell cycle annotations seem decently separated along the trajectory. Label transfer can therefore be carried out using a simple $k$-nearest neighbors algorithmic scheme. We can then use inferred labels in the original embedding spaces." ] }, { "cell_type": "code", "execution_count": 11, "id": "d409b1c6", "metadata": {}, "outputs": [], "source": [ "from transmorph.utils.infer import label_transfer_knn\n", "from warnings import simplefilter\n", "\n", "simplefilter('ignore')\n", " \n", "label_transfer_knn(datasets, datasets['U2OS'], 'Cell cycle phase')" ] }, { "cell_type": "code", "execution_count": 14, "id": "2b62a4da", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# New annotation\n", "plt.figure(figsize=(8,8))\n", "for i, (name, adata) in enumerate(datasets.items()):\n", " plt.subplot(2, 2, i+1)\n", " for label in sorted(set(adata.obs['Cell cycle phase'])):\n", " if label == \"NotAssigned\":\n", " continue\n", " sel = adata.obs['Cell cycle phase'] == label\n", " plt.scatter(adata.obs['G1/S'][sel], adata.obs['G2/M'][sel], label=label, s=5)\n", " if name == \"U2OS\":\n", " name += \" (label reference)\"\n", " if name == \"CHLA9\":\n", " name += \" (embedding reference)\"\n", " plt.title(name)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.xlabel(\"G1/S Tirosh\")\n", " plt.ylabel(\"G2/M Tirosh\")\n", " plt.legend()" ] }, { "cell_type": "markdown", "id": "e5b131da", "metadata": {}, "source": [ "As we can see, inferred labels are very close to what we would expect in reality: G2/M descending and G1/S ascending phases labeled as G1 cells, bottom right turn labeled, as S phase, G2/M ascending phase labeled as G2. This shows how we can leverage dataset integration using transmorph to transfer labels between datasets in a biologically relevant manner.\n", "\n", "#### References\n", "\n", "[1] Mahdessian, Diana, et al. *Spatiotemporal dissection of the cell cycle with single-cell proteogenomics.* **Nature** 590.7847 (2021): 649-654.\n", "\n", "[2] Miller, Henry E., et al. *Reconstruction of Ewing sarcoma developmental context from mass-scale transcriptomics reveals characteristics of EWSR1-FLI1 permissibility.* **Cancers** 12.4 (2020): 948.\n", "\n", "[3] Demetci, Pinar, et al. *SCOT: Single-cell multi-omics alignment with optimal transport.* **Journal of Computational Biology** 29.1 (2022): 3-18.\n", "\n", "[4] Patel, Anoop P., et al. *Single-cell RNA-seq highlights intratumoral heterogeneity in primary glioblastoma.* **Science** 344.6190 (2014): 1396-1401." ] } ], "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 5 }