{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Heatmap of regulation strengths between select TFs and their top targets in select cell types\n", "This is a detailed tutorial for regulation strength heatmap. For a brief tutorial on every step, see [main.ipynb](main.ipynb).\n", "## Load data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from dictys.net import network\n", "from dictys.plot.static import fig_heatmap_top\n", "d0=network.from_file('../../data/static.h5')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## An initial plot" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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93HLXAhfpq8r9q3ROe6W7iKmA5gx3o6919c19ZkAcF1Ht+ZBknQ0Q58FKt7wEwGUp5e8C8fK9B+APAHZ367dyP9q+kEnocvr7ATztPgemlDnUXfyL3OfvAIamaMcAeBMyHmoW5B1p1xRtbwC/h7z3vgHgWgC9Y5pzIOFj8e+eCuDsyPLbEJc1IHk5Em/irD+I5IaEOIn2RCSnYuy4zgFwnvs9/xlZd452f1kHx74FGYy33i3XQ9qpSSEyqvg4zzi6VZCbuAHiRWvhXqYSxnn5dBiTRNzfAhkvtS627SRIZ/UP2PWVuHN2sqv3Bcx8SEKZ6uy5ke/0AABO8Ib64N6h9+aWw/3rALzOzXMix8O+2iynfWSfJ0Os0hJIa+kPkAfldgD+j5nviWgTuwxysLLroBSnRFKu7hUQa/UnjgSpksdwAG1/iU+/ig9E9DsAt3CsEzBFq+owdg6Uu7hAfwe5iPxo2ewcBpQSWEuxiP2kdSlRKpvh/EkQCkZec37e+sRU1m7b5hhDIloE4K+RzV+NLnMbTKzgHk6fg3RbvAlgN2b+0DkbnuAMYhRLcUpMB9Af+XFkqyB3/c1wL+bOKfAKZIhBbujAtzhlOAAr+0s0OnJzSbn/80J/iOj7zHx9wtemAriZiGoA3A6JWEib9O0GSLv8OiJK7TBmSXs2rEg/Rq/Yd6Let4Ep39Fkz/UZXLcPgDmuvP8V0VYR0UBmXhhd6S7SKD+JLUdHVOc9kF3L5buQaJG3ANzKYcKfGpl5MYDFRLSa3QhrZl4Yc6qBiC5KKiBXX2b+f6o9ltAmfS1tHWTuqOj6iYryron8f1Zs2x2+Orf8RtL/ScsJ9RkNSbU8C9Ks+lwBbU/IhTAHksH2W4jlLoeMxn0N8rLfok0O6Qc7LKHswyGTFSTtdzikn+xjyDvUPyEd7VHNru44JkEcSQch5V0S4jA5BOJanwjgV0jpfwLwTUhr5ADIk787gM+6YxynvIaujC3fCxkAebo7lmt9r8uU/TwEacpfD3knvQrilLkYwL9j2h8nfC5y18Fq9T5LqOQ70R8PMiHzO5xwA0HnFFBd/D43SbQeCXWaWKAu1ZDwn39CnqjnuQv+rwnagh3GEd3FSZ/I9k9AOohvB/AD97kD4sTYLtCF9RlXt3dQxNsG8YqdDLlZv5+iORTSnbDEfZ4FcKhHfWbHlt+K/F8T/z1bcdw9II6kn0IcEscCeBjSwhhc4HvdIR7OGXAhXtp9ltLk+zGAF4joQ0jTYBsAZ7r+ing83+mQJ3IDESU6BZDfvCjU1NDqgPwmRfx9L/Gl0Tk7Doc8yS5l5tzcUL8homkx7QNo7jA+gps7jO8loryOa054mXXNytz2D0hybXwdwI5u9XMAvsstB1L+PqnukbKSOoH7A9gNwM4A5kIsWgtIIugPgzQfR0C8fQ8kaZn5MaRkC1YS//02OziYuSHeHCsVFgfMZZFV97tPcqUkzcI5kN9iPMQju8xnn6XE8j3qOr1y04JOi/zw18S0RafvhLTJe0MSV+b+z53R6hJ0ALA9SQYfArAtNac9I+SnVpaV8gsuhaQRWxPfDuBTEa2qw5iIXmDmfd3/8Y7gVwHsHvnOBkhMYjG+C3FH3wfgIxR4sFDLwXXHc3reiTshYUePAriEmd8uVAki+hxkJHbuGngHwPXM/N+Ipk/CV4HmYN4ou1L+uLXcOLbUoF8tJMHcZ6E5/8c7AH7PsWE5RHQFJDnOTQB25hLjGEvx8mmm2YymxpoMyXeQmBqLiGZCIimK5ZRQ6Zx2eKFj4OQQIfXM7BTJkaHRxPXFvp/mYiaivpBh3CdAugLuhbjjlydom9A8uA5oGdJ0ZEy7JkGX1M1wGOSd5JeQviqCPBwuhDQRH3W6GUjPAQL2GNBZKu5mOhtidaJ1vQLyTn5XRNsEcd40oPkc5Oquv6lLaJfeAjGHB7rP7RB3c1TzPCRh4miIt+cfIdrErWxPH15k+3hIn5mmrGDvhinfnaiow1BIOrOPAJyUsP2AQp9WnMf/IqFjGNKB/WwGv9vsVnz3FQAjEtaPAPBKJtdZCZV8s9g6xGYULHYBJZT3i5A6TR0goUANkLzpxSLIV0Gs5UY0R0usjGmmA/iyu/GmQ5oTx7jlD4vU5VdFtueespMgHrwdlOdgd4/zdVraeSp0DiP/Hwzg2ATNVyCjgrX1mON7jUa+mxoOVmhbsXNQ6FOKU6KRiLbl/Kyp8VwF9ZSf9yEvDwQnRDXEOBIpMwKWqANSmh4RDlaWA9a9Gz4LqV/u/2iOiRZjdGLlX5i0noh+CXEcvAPpJD2f/fprbkHk3a0I30Vy/o2kd8ykbRdBOvLjPAvxnD6RsC0Jv3eSfNaVuC1H2jlIpZQbSpM1dT7yZ5tYEFlmJM+jFEXr5vFxB52eWADRgcz8NDPPIqJtmHlGZNsxaH4H8eowZub4OUk+AKKlaA7IfJrdozGFnCt3V/e51HnEcu86xXr+fc5XmnbblMiKuMOnEycMMWfmxfEI9gJRHQRxd5fKJyk/D3+03BbOqRSdF15OCSphms1SIKIqLpIDwkfntHcy8zcT1kfzOxSMP/PRptThYWY+PLZuGqSPKOeuvh8SpdEib1wpzpbY949m5n8mRTokaIcy89yE9QcUqUNuOMx7kKZongV1Tq2pzDwqsu7iImWWNAQ/wPlKPAcFKaFdqo72jn3vphK+c1Fs+WBIVPOI2PpTYssPxT7/ArAayaNwJyb9X2y5mDbleFpokO+82BrA/0E8UtMh/WHFyizobInoerlz9xSAj2Lbron8f1Zs2x0FyqyDOCN2BlAX23Y5xGEVHW3QDfLO95tSrqFIOcMB9HP/7w1pNbUYagHpNB+bsH4sZJxYdB2hORkmAfg8pC/uTEgKPF3dSjiYqyFu0/0g7fHdoXjZRQm934h4eCDJ/J+D9HV9iMi4qnjZ7oL8MyQk5gD3dz4SPFzwi8Ao2XPnNLclrJuYot0ekYiKUs4rgM6QoNSHIOFRy925qEorQ3tckHe5ORCv37MAZiMSLQF5nchl453gPh+7dfHwrCsAnJ6wj9MBXB5b93P3+38ACZF6xZX5DCIPBqd9GNKnFC93ZwD/iq27AdI6eMhdO3+DxKX+FR6hUKXcUM8kfJ5WfO/xlPUrUz6rIDNt5HRvwY1tgTxtHwVwddJFCen8/RHkxXeMWzc9Zf/L0WzFcv/nlpfFtLkxU/HxU28BWON7Ll2Zvyvle5HvT0xZf7e74G8F8AVI5/eMYmUknMu0G+pdRHJ4QPocW3gAITf1zu7TOaWsCUjognC/49uxdVMhlrGXu066uPU1CdoWcafR6ylpGTI0aAmcxXXlJnp7kz6lOCWOY4ng9YITxvU4lkP6f1q06UkyFOWoYdceZ+blRHQEgJtctHddbF9NAK522652QwnSjvWoyP9XxrbFlz+ZUkYLXOf2zyARGL+DROLvB3m6fpuZX3N1TR1mQUR75XQFSHS2ANgBknTmHUisZSMRpb0w+0Sh5FjF+fkDp0MegnmwjAF7CwCI6CbIpN9xOrG7emPfbaKWcUjrWSL3NxLRh8y81mkbiCge0d8rpe6A3OhRctfWJpIhNRsj5are0wG/GQyPgITHbHI7OJ7zczpEtbejcAL8UyPLd0LaxEkvyXdH/v+QiA5g99LLzI0ATiWiX0H6NpJ2NBfAca53P3EoBifkviOi3TnBtc/JERaHc/JcvLdDjq0HZEjE2ZB+qf0gTebEbK4kSRhPdJ/lkBGm0e3DIdZwMRHtDWBfIhrCscyxzDyGiLZHc/q0xQC6pzgkesJZCbccPfa03/F1InoUEgbFkHeP15xnFJycQjptdpN1RDSKmd+PHesotHRv93L7IAA9qDmVNbnjiNfxO8x8c6zcbyN/OAkALCCibsy8OvrwJ0kBrkshBg8vn3M/Hs/M7xLRpwH8lpkTPT4kaYLjDIM0w6qZeai2gpEyOwObn3jxbUM4IbTJxZzlAk6ncCQBSZF9qUeXFggTmsRuwB8RfcDMn0ja5pZHoPkm2gR5wOzJsUkViOjnkEhwhrTtD4K8w3wa0rl+doF67uHKPx7AXG5lJiP30EyDOXn+qceTWiokWYiug7wTRZOpnA8ZVv9oRFtov+BIdwXJGK0HIDdEtNw6iBOjxfxfCXXrAnGs6LLMatuGKOEl3OlGQjoU34PEANYpvrMt5OVzSik6yKQC/4O8LP/OfZ6FBKUOUex/osd5SdRC+aIPSWIyxR3HKLduRkqZPu8PAyAOnIchDp0ebj0B2F+jbcsPJDh3PJodGOOR4FBI+W5Bpxhk1G5uaExino7WXId53/EofC4iA+Tiywn67SHekimQp2pNkfK3gliw1yD5Hy5OOqEaHeSpdHLCd78J4EHFsR7tcV4+lbJe5cCAjL2aDWkGfsatS3OgRG/EiWnb3PLjkAQ6B0Oe/ncUOAa1tli9Iut2ifxfC+mUfsjdsF0UZQ5qzf4LaAuGE2mvw7SPT5Pv4kLbOdL55pwBe0BGSN6HWGgS50/feRqkKTLEae+DXPR50chandNOY+bR8fXFtiVot2fmd5XaL3Bzrj2vTkWSRDHHQI5vFMQCHczNY7JyuumQPheCpGPODTMnSBN824g2L/dDoWasjzbl+xM5Fj0f6wS/CjIg83ZIOFJfTuhkT/t+Kfv3Ldfn+iqE2inBfr3Ve0Ha+edCBiQCkVB45Id9XA9p9nyNXVbZFG+UVgeIt6oFJGOZ0rxWSfwH0tmq4daolov0wkdhyV1xO4DbiWgA5D3naiLampmHRaTPoTkmMPp/bjmPuLcuusyxjE4+2gQeSVgX9c59HuLJ3UQygcSbRcqLf78YPtdmWrk+11cqpbjNN5N2tzPzCI9iBkM8RFc5j8p9kCZCqToAeJiIboa80K5xde0K6ZSOp+VNGwVLiLldU2LYctq+KdtaivOzA+WFT7EMArwewPUkAcWIbDtZuw+09NwBzd67+EPNR5vEqwnrehLRlyEPt07sxssxMysv1JvTNpCMeG50ZQ0DUENEu7FuPuAjUtb7XF+ptCovX5qpJaKDAXTn2CTKzvu3MtY02ty/RERDIYPnToTkpXuAmS/w0bnttZChzyejObh1a8iL7vmcPxhyFcSKJsUjXsXM/SLaZZAcePHRnATgXmYeGNEeg2QIkmm3v9O9AZla5X+xc/VtSF6+6MDJO3I3FRGN44QphLIm4bgIku/uTKDZXZ7gjfspS7ahQZAc758vsI8haG5JfMSReEAi+g4kz8NqAP8P0ux9AzLM/zZm/k1Eqz5fPtdXQbQvWykvcInjdgC8CJc1NLa+H2IZRJHeE78dIrF8Wp1bt7X7G+2lz3nE9otpn4ZzBiSUPSO2/BiQnAUJwHOx5U2QZCu3J3xWRXT7QppANwPo4y6MlyGhL0NjZU4sdj5i+ho0PzSHQZKUjGmN1h3Xw5A+yc3H4/62CK1SXkfnx37r2RAHzruQB2BUOwWSmHRryHCRXExfFxTIulXsfPlcXwXL8TjovT20rxfYNjm2PFFZpkrntNMhQabVkXUDIV7H12PaPlB4nUq4SCYA2Cll25zYcg2kD2YZJFzoi8V+dMUF8h1IlMZs9/97kL6raQDOa4V2L0iA7RmRdTMS9v/j3A0aW98Xkncv77iQH0Q70f2tBvBC2nWAlgNbJ8bL9Thf6uur0MfnHeoGuMFpRPQyM+9TQNsjakJzuKZYPOSjPxXIcsrNGU61OkA8jJcDmEREZ0Es1DkQz9g3Y99LfeEmonuZ+YTI8t6cMKwihbMhfUVJxBO8HAtpXvwREnd3Asl0O/G6DXXvfBT5fzOcn/XobEg/SndI+NFwluiKLhCX8G9K0TLza0T0BQA/IMniex6SoylGA5hIRN/j5vmEz4Q86K6Jizk/Oc61bl1jrkM/Qm6wahWAOmoeuEpoOUmdz/nyub5S8bmhoi+shWbXA2TA3M0kg+5yToFukBMVD0mphoT1F/PqaHVgSf10uruZnoTkXdibfce2SEbVKOqHCjM/X2Db5lRjRPQkpL/jIGaeQUQXAvgeJGzmcmaOjhiNZmNNnGcrwkZ3Hpa5SI3Fbt9rqWXMm48WLE6Ua4nofuRPdxrVnEYyCfgfiOhtSL/k+wD24cg8XY5uRFTLzY6LO9y56QQJ3YoSHawa/T+3HMXnfKmvr0L43FCFAijjT/oLIU2YWUQUdQrcCul5jjKfdZNZaXUgol6Qp+qnIRlRvwTgMSI6i5mf1pSRVnTk/4IPFSK6DgWGb0eejn/gSByeu1hzKZ6vQmQINqe8VJOkMo57r3ye5GpttOXBEu51fNoxQrIuvQr5DaoA/DjhZgJk2MSf3AN4rdtPV4i3M8+xxcyfLbC/PDzPl/r6KoTPDRV3rcYDKKOu1R9DIq0vgQzyAmTSraRx/IlPBOcO/SozX+Gpy9XtBgDfcz/+f4hoDIAbiGgWM58Y+X5a5yGhpdvU56FS7ImY+84DRLQTpCmUm8R7CiRd8dfTvkcyevpgSFPxi5BMU3+LSHye5D7azTkFieg6Zv5BSv1Ogvz+f4I0J3eFWKv3AJzL+TkCfw6J1Jhd7AFcwHsKIDUoV3O+fK6vVIJMZ0Ox4FQiuh7ivdrcfi7w3T65C5Eky+lxkIPeCuKuPNdH57ZvHrpMsQmYKRZ9TMmzeWyGI5MTkF9uwBbvkCnHfxRkmMhlaL4Jc4Gh5zLzgzH9AZAJ774EubjHAhiZe7JnDeXnGywUffEgZNrNaEQIQRKf/CR6riLbO6PIAzjBHR+FORaUqz1fPtdXQUJ4NpCQOw3yFHsJ8pTZEymjeyEvwuMgc5nOgDRz5iaUp9JF9GdAvFZLIB6sWQDO9DyuWg/tkNhy1MN0XYHvvYn03HFxL9Zcd05PgvTzAemBtP8X+f+42LZLW6FVe84KHPPWSt0XINPOlHpd+pwvr+srdZ+lVjZWmcTcaZDh1ksgQwyeQcLoXsh4l2ch44RyFrNFcKhW59ZfCImIGBlZNxIyCvfCIseSyydwK4CFHucgngB/oubCQ4FIZsRyx0G8YzMh/UBfg3Q6agJpgw3tR+Gg39SRrSic0+JAiKt+NaRrY2eItZ6A2LSpcENVnPZlAJ8ssE+f86W+vgpeB75fUF5MAyCJ9F9EyvSTEe3ZkLwAbwG4ANLeTrqhVDqnnYaEaUohLvv3Ur6zNyQpx2z3Y41DbDrMIscR71tSPcndxdHiiQ0ZE9XiAoXc8J+DOCvmQjpVjwfQLaabmPR/sWWFdnihT8L51uS0mOjWd4IEz65G+swfr0MsVydIs+zfSboSzpf6+iq4P48L5jp3wcU/16Fl1tQZkKHOqamKE8of6Q7kLYgb+TwkTOei0UGZ3dQtXwpx5z4FmWi5L1KaBUXqH3+oqJ7k7gJ6DxImlYvq+BbkoXB0kX3WQrxVfwGwOLatzZLPOF0VZFrS3LJPTov4PqcV2E9J9St2vnyvw7SPz/CNcYW2c8RFSUT9WTvCMXlfO0FM9PEcGemq1RHRU5C2/1Mx/YEAfs75joZFkAv6GkgmnA1ENJ2TX5rTXOEEmWwsmlR/eKFj5PyX9V0hntHc6OKpEC+fJio7V0ZnjrzEE1EjJDSHIJYi9xJOEOtdW6K2B6SfbAjE8jwBmYnjx5B3vqOcbhLkJrsTMr/W3ALnNTcsJccViPQhccRzl6C9MrrMKV6+hH3mna8Ujeo6zPuO9obygZKzdQJQZzht7f53BPAggBeQP/R5LICjmHlKRFsNeYKeCHl3egYytHwYt4z0UD9UsqDAec3tP9Pz6urwICRE6mXI+RoA+V3PYuZJMW0up8UJkHRioyHhWPHpRO9A4Rwkp0S0txeoXlzb5ufLx0L9C4U7KqPTo0xy2rshjoB1MW306XwqZJr7K9zyPIjHhSDu1Rt9dJFy6yFPl+hT/y/cchKzrZl5tvu/E2TStRMhL6dPcWTCaSLaNc1qENEZzPzHEo4rq/O6FyRwNG9iNJL8DYuYeUKJ2ujQk2pIvsOt4+c1DgXOaaEhi+uwKB7tzwPQnDTyfRSZHgUSanIJmpNOfgkJw+AhsWJ9I8sT3d96RKZH0ercOp9A3rQo4x4AvhlbNx3AHgnaS+LleBxXVuf1acScBG79cLT0tPpotYkwfXJaXBP5/6zYtjtiy0dE6wqZlOBNSPNzm6yvw6LXk1YY2/lET33O5P8kYVs8+vuCyP+v+uriPzJiw0VacyyQoNvpkHi03MVxI6SZ2COmVdc3o/NaKMljPOLfR9uIWDJSJEzpA7+cFj4OlMloHopzOOT9dw+IQ6mYx6/V12GxT6kjdou2E0kGiX0VElm9DJL44oEEaa+8gpkvdd+vgoyf8tUB+ZEMxQJ5h1CBuWs5EpHMzBOI6GgADxDR9yBDHQDgEG45YYJPfTfLitTV57z2LlBMl1K1zKxNITCYmX/m/v83yUDKNCjl/ySYm6McjoEMBZkAYAJJNHt+weGvw4L4JLrsE1nMyzngKhBNvPIspP15H8QFvMRtqouGeDj+Q0S/4pZzIv0SktPBVwf4xdytQ8ukh4m4czAX0kf1T0gk+/cBdCWirqUcV4bn9Uki+jWkI5vd9wnS/IkHCKu1lD53blJ9o8dSKE+FT+ZacuFkayFOkRsi2+KBvFlchwXxcUrMAFLnTGXOj2ObieanbXQHlKDtCsnbtxeak3fsCunA+zY3x+CpdJH9a2PufLLr5M5B7lhyx9ea48r6vH4KMtNh4v5L0Krq6/kb+GhPgfQTrYQ4TA5x63eDdDV8PqKdicDXYTEycZuXAslMiJs9cuxmSCxV57HfV5h579aUUaT8oPVt5f6nMPP0ENpy4ppxAyD9Xk1u3WBI7OXsVpbdqt+rYm4ow+gIJOavMwyjNOyGMoyA2A1lGAGxG8owAuLVsTvip49k4sGYWf+14qIOzs7b6FKo33dZ0VH1mfP0Z/+g1q5fpsq+5cUJ25yn1t5S/1RxkWO//e9Saz9/4IeJHdBmoQwjIHZDGUZA7IYyjIDYDWUYAbEbyjACYjeUYQTEYvkMIyBmoQwjIHZDGUZA7IYyjIB4hR71qa/jIV3jE8qlsJUulMYw2hvz5s3D0qVLE0OPvG6oId264J+H7avS9j3rbHW5S3uO8KmGYZSVo47+cuo2a/IZRkC8LFR1XQ16DB+g0prVMbJi0FzV5JAAgAVD98ywJi0xC2UYAfFLdEmE6k51GVXFMHRQw6ZyVyEVs1CGERC7oQwjIF5NPiICVdk9aJSX+SP2KXcVUrG7wzAC4mehqqpQ071bVnUxArN4U1+1dpfp96m1H43+fHHRFopZKMMIiLfbnKq10wMZ5aZf7ZLiIodZnTCYhTKMgHhZqPm0FS7r9AuV9lTMKaU+htGuMQtlGAHxslAb1m/C9GmLdOIDSqmOEZKJi7dRa3frNyPDmmw5mIUyjIB4WaiN6zdg9lTtLJFDSqiOEZJD192r1i7ApzKsiY6py4erdDv0mpVxTUrHLJRhBMRuKMMIiFeTb5thdbjrGl1Tburow9Tl7jDtEZ9qqFjSoA+76Vuj7wAtN+u5i1q7YFj5m3E+ZNGUm7lW/+oxosu8Vu/PLJRhBMQv9MiDbqPqsypaRXuyOj7U09pMyl3R2Eut7Vm9PJM6ZIGP1flow0CVbhPXpm4zC2UYAcnMQnXu1Smroo0MaE9WJyu26rRQpaul9JwWZqEMIyCZWagBOwxWa21CnWxYtLG/WltfvVGt7VG9opTqVDyDX/mbSle7ZlnqNrNQhhGQzCxUTX26JyRO5WZZa8lj07ZVaw8d/WGGNSnOgLqPy7r/9sb8vY9T6TZ1vTt1m1kowwhIZhbq2h3Hq7VnYn5W1VAxd73+fe/g0TOzq4jR7jELZRgBsRvKMAKSWZOv3ExfM1StHdl1boY16Xj0XLNArV3RdVDw/Q98+g61duGBJwfffyHMQhlGQDKzUE1l7q01q5MdWVgdH9ra6vhgFsowApKZhXp/8my9+BB9J7AWH1f40Pryuu2NjoNZKMMISGYWqmGjT0BReAtlVscoB2ahDCMgmVmoP1yoTyaiTeiSRTKXjkyjx89bjYYMa6LjvVVbq3Tbdfd4P29jzEIZRkAqIlKi5w5dy12FDkklWB0fym15Bi6YrNLVblqXus0slGEExG4owwhIRTT5qqqp3FXokGziOrW2e2N6noQ462uyaaKz8vlOaMpk/+u7D1DpmqrTbxuzUIYREC8L1YQqrGXd06kLrdFXor68E2H3XKvLxwYAK7rosotWArWkz2SUldXxISvLo0Ub9NtYZZljDaNN8LJQVWjysjxaqFp3X/u8E/g8nduT1TEqG7NQhhGQivDy1ffQ5UH/aH0/dZnDO39UanWMMtFl40qVbm1dj4xrUjpmoQwjIBVhofqO0nlXBlS/qy5zLSr3KVaJdGrQzzu1oUYf+OxDJVseLWahDCMgFWGhqEoXKTG/WhfeDwA9sVyt3Wryo2rtR7t8Sa1tT2RldbY0zEIZRkDshjKMgFREk+/SYX9S6S5b+py6zI/7f1Kt7ajNuPZGFetCj5qocu1A5dbMMNohmVmowR/qrcnaNUeodM/VHaIu85OYpda2J046e55ae9c1QzKpQ5eN+ilB19b1VGv7ffyOSrdowI7qMtsas1CGEZDMLNT8bfdXa88dqcvhN337nfQVyChD0sD5k9TahYPHBN9/VlbHBx+r40MlWx4tZqEMIyAV4eWrJ13Yyye+rO/Y9WHeev1sEu8feZFaO+q1h0qpjtGOMQtlGAGpCAs1eObLKt3iAfq2u09m9SH1+hn5YFbHKIBZKMMISEVYqPkj9lHpOtc/pi5zA/SJX6rQqNbOWbeVWjvMBjmWHZ/34zGrnlHpahvWp24zC2UYAbEbyjACkl3o0az/qbWrBo5S6Zqqs2nGDX7/WbUWow7QazNgqyn/Vms/2vHgDGvSPhhYv0StnVq9n0q3rrpb6jazUIYRkOxCj4Z/OniZvXrqs5vqMyQA88tsdXwwq+NHjUcHSp/a5boyKb31YxbKMAKSmYXymY5y6HtPqHS/GnytusxTMUetNQzAZ4I6Tt1iFsowApKZhfKZjnL+dp9T6TbMaF9TXBrA4nHfUGv7jf9zhjVpG8xCGUZAKiL0aPBEbcDp6eoye6/Sv0Mt6z5MrTX86AhWxwezUIYRkIqwUNiwQSXbuEkf/ZCV1Xl6xrZq7YHbfJhJHYzKxSyUYQTEbijDCEhFNPnm732cSnc2FqnLnDr6MLV2B48MSdaMMwphFsowAlIRFioLtjl8aLmrYGREdZO+g38J91drG5p09qWB028bs1CGEZAOa6F6b6N/MqVnCDDakvEv6vIujhs7W11mLyzTV0A5frWG0i2kWSjDCEhmFqrfMr03bHFvfWepltqundXaTmsXqrUrugwspTqGAq3lqeTMU2ahDCMgmVmoLKyOD3V99Flml5jVQd8Hr1drlxz1/QxrUpxKzndoFsowAtJhvXw13dNTPbWG6x7TZyL9waEeOdMzwGsuqzJbnUqAOH1ouxazUIYRELuhDCMgHbbJV9VZ7zb3odzNOB+ymJI0S+Yfe4JKN/j+ezPZPxO1ugyzUIYRkA5roUD2rGhvZGV52hK76gwjIJlZqLnrB6u1Q+vnB9//Lb1+qtYeBhs0aITBLJRhBCQzC5WF1fFh3fqmsu6/I7Nggz5Ua1AnfeCxlhWNvdTantXLg++/EGahDCMgmVmoLhtXqrVr63oE3/+xY2aotVkldOmoZGF1fGhrq+ODWSjDCEhmFioLq5MVW39RH/BabvotfV+tXdxHN3exEQ6zUIYRELuhDCMgHTf0yIMeQ3qrteV2xlszrrIxC2UYATELBaC6Tn8aym2hDD/6rJip1i7tOaLV+zMLZRgBMQsFoKZLJ7V2U4b12NL54xO6fHtnfEGf9SiE1fHBLJRhBMQsFIDqWjsNlYCP5alUzEIZRkDa1aN58MSH1Nr5ux2p1lZ3qiulOhVPFet9kk2WMiAIdhYNIyDtykL5WB0fqjqohTKr0/bYGTeMgNgNZRgBqYgm32PTdFPfjJvzM3WZiw46Ra29csDv1NpTMUetNbY8zEIZRkAqwkIdOlqXF2/RaL3V8WHRglWZlGtseZiFMoyAZGaheq2ap9Yu7z4kq2qoOP+E5WqtZUgyCmEWyjACkpmFqvvfv/ViD49cuek8tGN2AhthMAtlGAHJzEL59AMNevEelW7DR/rZA5cd9yO11vDjwSkj1dqjdpyu1t74pO5d+rsH6d/P2xqzUIYRkIroh1ow9sRyV0FNn1G9yl0FNXWN69XajdX1aq2P1fGhki2PFrNQhhEQu6EMIyAV0eRrT1TXtp9nkE8zrhJ4baHO2bHXwGyanCFoP1eHYbQDzEJ5UlVjz6CsyMLyPP6+bmgQABwyqvWTl9vVYRgBMQvlCVXZM6g9EcLq+GBXh2EExCyUJ7Wda8tdBaOCMQtlGAExC+XJxVvfrNb+GhsyrIlRiZiFMoyAmIXy5Nen6a2ODZff8jALZRgBsRvKMAJiTb4M2e17Y9RabUOy/5L31GV+3Hc7tbaj0n3dYrV2Ved+rd6fWSjDCIhZqAzpPKC3Wqu1UJVgdYhZrWWiDGtSnBBWxwezUIYRELNQGVJV2zHDlHqu1k8u7ZMVWGv5ym31CmEWyjACYhYqQ64edJVaOw6zg+/fp2N52DvP6wvuXkJlFFSy5dFiFsowAmIWqgPjF860MrN6bEmYhTKMgJiFypBFC9aUuwqGB4Pmvq7S1W5M/13NQhlGQOyGMoyAWJMvQxobm8pdBcODBUP3VOk21XVN3WYWyjACYhYqQ9gjiNToGJiFMoyAZGahNnIntbaOwmcH6uUTwNltq+D7B4BZU33CiXpkUgctXTauUGvX1vXMpA6rm3QxTd2qVmWy/xCYhTKMgGRmobKwOj5kZXV8uPESvdXRBrL6hBP1W/q+Wru4zyi1Nisq2fJoMQtlGAHpsF6++gZ92M/6mvR+hbaiqjb80IVKsDo+zFmna1UM66x/P/ZB+97PSP+tzEIZRkA6rIWqBKvjQ02P6nJXoexkZXm0aN/7Cen9i2ahDCMgdkMZRkA6bJMvK/ot008xubi3fsLkrfcvv5vfaD1moQwjIGahPPGxOj7YZNgdA/sVDSMgZqEqhLpu9SqdDQipbMxCGUZAzEJVCFU1umdbY8b1MFqHWSjDCIhZqArBvHxA/0duVOk+Puy7GdekdOxXNIyAmIWqELTvUJVAVsPly215eqz7WKWrbmpI3dZ+fkXDaAeYhaoQquvaz2yHWSVpKTcrO/dX6Rqr0m8bs1CGERC7oQwjINbkqxDWnflLlW7ukcepy3zv2jfU2gO30Q9LMdIxC2UYATEL1c4YuNMAtXaoWR0vtN0BVZweAGYWyjACYhYKwODpL6i180fum2FNitN9q95q7foM61FOpq8ZqtaO7DpXrZ20YWeVbl1T59RtZqEMIyBmoVB+q+NDfb9eam1HtVA+VqfzptVq7XbddbOldKremLrNLJRhBMQsFIBNXKfW1lL606kt6DSgX1n3nyVTlo1Q6XbsPVNd5rrabqVVpkTMQhlGQMxCofxWxweq6bg/mY/lqVTMQhlGQOyGMoyAdNz2QwUwcP4ktXbh4DE6YbVNe1PJmIUyjIBUhIXq/9hNKt2Mg3+sLtNnAuSBCyartQsH7aLXaq2OB1Xdugcvs1J4b9XWKp22AxYAumxcqdaurdNPMp6GWSjDCEhmFmplo0fegUNPU8m6QW91fPCxOuXmb33PUmvHon0N3/CxPFpCWB0fzEIZRkAys1A9qvW52ww9Y4fqrc603Y5Qa0dP/Jdau3hTX7W2X+0StZZ/ebZKRxddoy6zrTELZRgBycxCZdIHY3ix7WHDMynXx+r4UMmWR4tZKMMISGYWqtxWZ/DEh9Ta+bsdmWFNykd9r65qbXq27i2HfkvfV+lqGtKHbpqFMoyA2A1lGAGpiNCjLOiozTgfqIrU2plrh6i1I7rMK6U6Fc/iPqNUuoaa9AnGzUIZRkA6rIWqBLqvW6zWruocPldETb0+V0YlWJ0BT96m0tFOe6rLbOuwMrNQhhEQs1AZkoXVyYrH399WrT1kVDZBt4sOOiWTctsSs1CGERCzUB2Yqlr9z5uV1dnSMAtlGAExC9WB8emHmrpcH0i7Q69ZpVRni8AslGEEJDMLNWDRFLV20YAds6rGFs3lQ25Qa4/rsi7Dmmw5mIUyjIDYDWUYAcmsyWfNuPLz/UPmq7VTRx+m1g6c9kgp1SnK4Jkvq3TzR+yTyf5DYBbKMAJibvMOTKPHz1vXt/yXQiVbHi1moQwjIOV/LBmZ0blRP2HzNgfp8oobhTELZRgBycxCrWrS55TuXqWfIaHc1DesUWvX1+izDmXBexv0QzJ2Gj5ArdXbPaC6SZ9PaX7DYJVu58X/UZe5cKvd1NoQmIUyjIBkZqHak9XxodxWx4e91jyp1m7snJ54pDU0Vukvsclzda2aASPb1ur4YBbKMAJiXr4OzKL++miVAT2fzbAmOg4a2f4HOZqFMoyA2A1lGAHxavKta6jD5KUjVNpd+swsoTpGSPqunKHW3j7yCrX28HY21WhbYhbKMALiZaE612xUW55lDX3U5fauWepTjbKycKO+A3Rg3aIMa1KcpT30eSIa53CGNdHx8SZdHsP+tfqMvG2NWSjDCEhmbvO1Dfq82r3bkfO+3FYnKz78YJVenNHYUa3lufSenuoyLzixbSdPNwtlGAHJzDYMqV+QVdFGBpxz1Mdqbc+79R7BFV/7SSnVKUhbWx0fzEIZRkAys1C9Vn+k1i7vtlVW1dii+WD1MLV27Kp/qbUbPDLSbmmYhTKMgGRmoczqlJ9PdJuj1i7sNkat7ddNl+5rS8QslGEExG4owwhIO+pSNSqFq/tdrtaeBP3UN1XcpNI1UeXagcqtmWG0Q8xCGRWD1vKsZX1ejy6kz1IVArNQhhEQs1CGN4sXZTM52zsrdMNN9ql6SV3m8u5DSq1OSZiFMoyAmIUCMHjGi2rt/G3GZliT9sH6dRszKfeTPXUewbWNfTPZfwjMQhlGQMxCwayOL9xU3uHyfRboJ0RfMGSPDGvSErNQhhEQs1CGN7Pf1QfdAvpZWLS0tdXxwSyUYQTEbijDCIg1+Qxv1qzwyJDk0eQb/6JuWtJxY2d77L9tMQtlGAExC+VJ/8XvqrUf99s+w5qEZfAbD6q1d11zlFo7dfRhau24aY+otZWKWSjDCIhZKE/ak9XxYf7ueqvjQ/+99FleOwJmoQwjIGahjEwZdfjuau3y7KrRZpiFMoyAZGah+qzUJ+fwmcfIaF9Ud64vdxXaFLNQhhGQ7DLHdtfn1TY6LlRdXe4qtClmoQwjIHZDGUZAMmvyVXJ2z7Zi0NzX1doFQ/cMvn9tJlYgu98riyZfA2rV2hpsCr7/QthVbxgBsY7dDMnC6vhQCa0EymBytra2Oj6U/4wbRgfCLJSRLRm8Q/Vcu1CtXdFlYPD9F8IslGEExMtC1TRuQJ8VM1XapT1HlFCdwsxbP0itHVK/IPj+DX9+tOQctfZ8ZXhs3dpl+gqYhTKM9ouXhWqo7qS2PBu5k7rcOtqg0lWC1fEZKp7VoL32xPknLFdrtcPlR737hLrMWmSThz0Ns1CGEZDMvHxaq9PeMKuTHV1H6Fo1Kxq6q8vsV7uk1OqUhFkowwiI3VCGEZDMmnybuE6traW2fXFsK1Y36Zsm3ap8srF2TLoO6qLStXUzzgezUIYRkMwsVEe1Oj50VKvTdYO+Y3VNp95qbZc+nVW67uMvVZe5atwFam0IzEIZRkAsOLYD03ONviN8RVd9WJeP1fGhvqfuHaqtrY4PZqEMIyCZWaj1rHvaAEA9rc2qGls0PlanEqiu012O5Z0yuzBmoQwjIJlZqHJbneWN+nZ+r2qP4QBGZly67a0qnXaYRzkwC2UYAcnMQmXVV6ElK6tz50v6POzf/Iw+v7sBNGxqLHcVWo1ZKMMIiN1QhhGQzJp8WXX+lZuO2ozT5goBsskXAgCHH9JPpVt55nHqMnvccFup1SkJs1CGERALPWpnfLBaP03QJ7rNUWuzsjo+fK7TCyrd4j76oIG2zu9uFsowAmIWqp3hY3WyYvCr96u18z91rFq7vPsQla6qRp+Ntq3zu5uFMoyAmIUyvPGxOllQ30v/DtXWw1zNQhlGQDKzUNVNDWptY5UZSkMPVVWuHajcmhlGOyQz02BWp+MycP4ktXbh4DHB99+ptz49W1vnLzYLZRgBsRvKMAKSWbuMPe5Vgj48xCg/WTTjfLiw82/V2v/D0gxr0hKzUIYRkMwslFmdbBg051W1dsGwT2VYk/BMWTZCpXvrhRf1hR6rC2cKhVkowwiI+bbbGbOH7qfW1rW507h17Nh7pkp31zV6q1N1+blqbdNPr1RrU/fX6hIMw9iMWah2RkedahUApq8ZqtIN6qLPaDVyvz3U2hBTopuFMoyAmIUyKoaRXecGL7OqZ6/gZRbcX5vuzTA6OF4WqnbVEgx89i6VduEBJ5VUISMcAxZNUWsXDdgxw5roqL/+QpVu/fd/pS/UhsAbRvvFbijDCIhXk29T977WlPOgpmmTWttQVRt8/1k14wbNm6DWLhiid1t7NeWUPNDnDLX205je6v2ZhTKMgJjbPEOysDqVgI/VKTdNTG26P7NQhhEQs1BGh6ahjedwMwtlGAGpCAvVfd1ilW5VZ938Qb7MWz9IrR1SHyKE0mgr5szXm6g+PWaqdDWN6QHKZqEMIyBeFqq6qQE91n2s0q7s3F9dblaWR4uP1em5Rq9d0VVv+YxseOxu/XD5s89frdJRU3p6B7NQhhEQLwvVWFXjZXk6Ij5Wp9eqeWqtdm4kHwbPfFmtnT9in+D796XzJp2FWFfbTV2mz3D5eRdcqtJtXJTeSjMLZRgBsRvKMAJSEW7zjkoWzTgfKqEZ54NPUy4Lug3qpdJV16ZPSWoWyjAC0mEtlLazGCi/2z4rNnIntXZtk36azV7V+qxD7YmuQwaodFW16beNWSjDCEhmFkrbAQz4dQJr6ahWxwefHH511R0335+WqwZepdItrH0pdZtZKMMISGYWakvvADbaH8uWrFPpGhos9Mgw2oQO6+UzOi69V81RazfVdlVrGxv66oScvskslGEExCyU0e5Y1n1YJuXO/VA3NGfjhvT0cGahDCMgdkMZRkCsyWd4U+5xXlnBBUbixpSpW8xCGUZAzEIZ3rQnq+PDqiXLVbrGAsn+zEIZRkDMQhmGo2FTg0rHbO9QhtEmUKG7rYWY6GMAs7KrjmG0C4Yzc2L0t9cNZRhGYazJZxgBsRvKMAJiN5RhBMRuKMMIiN1QhhGQ/w+V3FZbWuazhgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#TF-cell type pairs\n", "tf=[('HLF','Progenitor'),('MYCN','Progenitor'),('GATA1','Erythroid'),('GATA2','Erythroid'),('FOXO4','Erythroid'),('TAL1','Erythroid'),('KLF1','Erythroid'),('GFI1B','Erythroid'),('HOXA7','GMP'),('MAFB','Mono'),('CEBPA','Mono'),('CEBPE','Mono'),('IRF4','pDC'),('PAX5','CLP'),('ERG','CLP'),('SPIB','B'),('MAF','CD8CM'),('GATA3','NK')]\n", "#Number of top targets for each TF\n", "ntop=10\n", "\n", "fig,fig_colorbar,net=fig_heatmap_top(d0,tf,ntop=ntop)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Target selection & annotation\n", "Annotating select top targets" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Only activated targets (no repression)\n", "direction=1\n", "#Target genes to annotate\n", "gann='FOS,CD164,GYPC,GFI1B,KLF1,CDK1,CD47,GYPA,E2F2,KLF5,CXCL16,CEBPA,IRF8,KLF4,GPR183,ITM2C,IKZF1,SPI1,USF1,EBF1,CD9,IDI1,KLRB1,ETS1,CD44,IL2RG'.split(',')\n", "\n", "fig,fig_colorbar,net=fig_heatmap_top(d0,tf,ntop=ntop,direction=direction,gann=gann)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Annotating all top targets" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Aspect ratio for each tile\n", "aspect=1\n", "#Target genes to annotate\n", "gann='all'\n", "\n", "fig,fig_colorbar,net=fig_heatmap_top(d0,tf,ntop=ntop,direction=direction,gann=gann,aspect=aspect)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data inspection" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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FOXO30.7732580.0000000.00.00.00.00.00.00.00.00.00.00.00.00.00.0000000.00.0
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" ], "text/plain": [ " HLF-Progenitor MYCN-Progenitor GATA1-Erythroid \\\n", "CFH 1.000000 0.000000 0.0 \n", "GATA3 0.981242 0.174046 0.0 \n", "HLA-DPA1 0.823214 0.000000 0.0 \n", "HLA-DPB1 0.782403 0.000000 0.0 \n", "FOXO3 0.773258 0.000000 0.0 \n", "\n", " GATA2-Erythroid FOXO4-Erythroid TAL1-Erythroid \\\n", "CFH 0.0 0.0 0.0 \n", "GATA3 0.0 0.0 0.0 \n", "HLA-DPA1 0.0 0.0 0.0 \n", "HLA-DPB1 0.0 0.0 0.0 \n", "FOXO3 0.0 0.0 0.0 \n", "\n", " KLF1-Erythroid GFI1B-Erythroid HOXA7-GMP MAFB-Mono \\\n", "CFH 0.0 0.0 0.0 0.0 \n", "GATA3 0.0 0.0 0.0 0.0 \n", "HLA-DPA1 0.0 0.0 0.0 0.0 \n", "HLA-DPB1 0.0 0.0 0.0 0.0 \n", "FOXO3 0.0 0.0 0.0 0.0 \n", "\n", " CEBPA-Mono CEBPE-Mono IRF4-pDC PAX5-CLP ERG-CLP SPIB-B \\\n", "CFH 0.0 0.0 0.0 0.0 0.0 0.000000 \n", "GATA3 0.0 0.0 0.0 0.0 0.0 0.000000 \n", "HLA-DPA1 0.0 0.0 0.0 0.0 0.0 0.332927 \n", "HLA-DPB1 0.0 0.0 0.0 0.0 0.0 0.355228 \n", "FOXO3 0.0 0.0 0.0 0.0 0.0 0.000000 \n", "\n", " MAF-CD8CM GATA3-NK \n", "CFH 0.0 0.0 \n", "GATA3 0.0 0.0 \n", "HLA-DPA1 0.0 0.0 \n", "HLA-DPB1 0.0 0.0 \n", "FOXO3 0.0 0.0 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "net.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 2 }