diff --git a/notebooks/profile_editing_preference.ipynb b/notebooks/profile_editing_preference.ipynb new file mode 100644 index 0000000..db1eaa5 --- /dev/null +++ b/notebooks/profile_editing_preference.ipynb @@ -0,0 +1,1209 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Profiling Editing Patterns" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/data/pinello/SHARED_SOFTWARE/anaconda_latest/envs/jy_18loci/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "from copy import deepcopy\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "from tqdm.auto import tqdm\n", + "\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import logomaker\n", + "\n", + "import bean as be\n", + "from bean import Edit\n", + "import bean.plotting.editing_patterns" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "tags": [ + "parameters" + ] + }, + "outputs": [], + "source": [ + "bdata_path = \"../../../bean_manuscript/workflow/results/mapped/LDLRCDS/bean_count_LDLRCDS_combined.h5ad\"\n", + "replicate_col = \"rep\"\n", + "condition_col = \"bin\"\n", + "control_condition = \"bulk\"\n", + "output_prefix = \"editing pattern\"\n", + "max_editing_window_length = 6\n", + "pam_col=\"5-nt PAM\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load and prepare ReporterScreen\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## By position and context" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "cdata = be.read_h5ad(bdata_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/data/pinello/SHARED_SOFTWARE/anaconda_latest/envs/jy_18loci/lib/python3.10/site-packages/anndata/_core/anndata.py:1113: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", + " if not is_categorical_dtype(df_full[k]):\n" + ] + } + ], + "source": [ + "cdata_bulk = cdata[:,cdata.samples[condition_col] == control_condition]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "if \"edit_counts\" not in cdata_bulk.uns.keys():\n", + " cdata_bulk.get_edit_from_allele()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Calibrating edits in editable positions...: 100%|████████████████████████| 7320/7320 [04:05<00:00, 29.83it/s]\n" + ] + } + ], + "source": [ + "cedit_rates_df = bean.plotting.editing_patterns.get_edit_rates(cdata_bulk)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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...........................
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"238757 18 13 A>G AA \n", + "238758 21 16 A>G GA \n", + "238759 18 13 A>G GA \n", + "\n", + "[238760 rows x 8 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cedit_rates_df" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "be.pl.editing_patterns.plot_by_pos_context(cedit_rates_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### BE-Hive like plotting\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "cedit_rates_df.spacer_pos = cedit_rates_df.spacer_pos.astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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guideeditrep_medianrep_meanrel_posspacer_posbase_changecontextspacer_pos_ctxt
010_2511_neg11224163:25:-:A>-0.0000000.000002520A>-CA20.0
110_2511_neg11224163:25:-:A>G0.1020410.082962520A>GCA20.0
210_2511_neg11224163:25:-:A>T0.0000000.000002520A>TCA20.0
310_2511_neg11224164:24:-:C>-0.0000000.000002419C>-TCNaN
410_2511_neg11224165:23:-:T>-0.0000000.000002318T>-CTNaN
..............................
238755Intron 1 DNaseHS 2_5671_pos17:17:+:A>G0.0000000.000001712A>GAA11.6
238756Intron 1 DNaseHS 2_5674_pos13:13:+:A>G0.0000000.00000138A>GGA7.8
238757Intron 1 DNaseHS 2_5674_pos18:18:+:A>G0.0000000.000001813A>GAA12.6
238758Intron 1 DNaseHS 2_5686_pos21:21:+:A>G0.0000000.000002116A>GGA15.8
238759Intron 1 DNaseHS 2_5689_pos18:18:+:A>G0.0000000.000001813A>GGA12.8
\n", + "

238760 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " guide edit rep_median rep_mean \\\n", + "0 10_2511_neg 11224163:25:-:A>- 0.000000 0.00000 \n", + "1 10_2511_neg 11224163:25:-:A>G 0.102041 0.08296 \n", + "2 10_2511_neg 11224163:25:-:A>T 0.000000 0.00000 \n", + "3 10_2511_neg 11224164:24:-:C>- 0.000000 0.00000 \n", + "4 10_2511_neg 11224165:23:-:T>- 0.000000 0.00000 \n", + "... ... ... ... ... \n", + "238755 Intron 1 DNaseHS 2_5671_pos 17:17:+:A>G 0.000000 0.00000 \n", + "238756 Intron 1 DNaseHS 2_5674_pos 13:13:+:A>G 0.000000 0.00000 \n", + "238757 Intron 1 DNaseHS 2_5674_pos 18:18:+:A>G 0.000000 0.00000 \n", + "238758 Intron 1 DNaseHS 2_5686_pos 21:21:+:A>G 0.000000 0.00000 \n", + "238759 Intron 1 DNaseHS 2_5689_pos 18:18:+:A>G 0.000000 0.00000 \n", + "\n", + " rel_pos spacer_pos base_change context spacer_pos_ctxt \n", + "0 25 20 A>- CA 20.0 \n", + "1 25 20 A>G CA 20.0 \n", + "2 25 20 A>T CA 20.0 \n", + "3 24 19 C>- TC NaN \n", + "4 23 18 T>- CT NaN \n", + "... ... ... ... ... ... \n", + "238755 17 12 A>G AA 11.6 \n", + "238756 13 8 A>G GA 7.8 \n", + "238757 18 13 A>G AA 12.6 \n", + "238758 21 16 A>G GA 15.8 \n", + "238759 18 13 A>G GA 12.8 \n", + "\n", + "[238760 rows x 9 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cedit_rates_df" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, profile_df = be.pl.editing_patterns.plot_by_pos_behive(\n", + " cedit_rates_df,\n", + " cdata_bulk,\n", + " target_basechange=cdata_bulk.uns['target_base_change'], \n", + " nonref_base_changes = None\n", + ")\n", + "profile_df.to_csv(f\"{output_prefix}_behive_like_profile.csv\")\n", + "plt.savefig(f\"{output_prefix}_behive_like_profile.pdf\", bbox_inches = 'tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "ag_rates = profile_df[cdata_bulk.uns['target_base_change']]\n", + "window_sum_maxpos = ag_rates.rolling(max_editing_window_length).sum().argmax()\n", + "window_end = ag_rates.index[window_sum_maxpos]\n", + "window_start = window_end - max_editing_window_length + 1" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "window_start" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "8" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "window_end" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.patches as patches" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "base_change A>C A>T A>G C>T C>G\n", + "spacer_pos \n", + "1 0.000251 0.001344 0.231231 0.002183 0.001298\n", + "2 0.000175 0.001010 0.230791 0.002154 0.001042\n", + "3 0.000295 0.001137 0.275571 0.002942 0.001145\n", + "4 0.000125 0.001094 0.336687 0.002605 0.001785\n", + "5 0.000144 0.001337 0.355146 0.004523 0.001151\n", + "6 0.000102 0.001129 0.356709 0.004231 0.001516\n", + "7 0.000211 0.000865 0.292859 0.003761 0.000748\n", + "8 0.000184 0.001677 0.242974 0.002755 0.000939\n", + "9 0.000504 0.001305 0.215772 0.002144 0.000936\n", + "10 0.000140 0.000423 0.172920 0.001933 0.000815\n", + "11 0.000166 0.001235 0.165328 0.002058 0.000775\n", + "12 0.000138 0.000724 0.129227 0.001166 0.001041\n", + "13 0.000257 0.000850 0.131265 0.002194 0.001379\n", + "14 0.000092 0.000813 0.104590 0.001344 0.000267\n", + "15 0.000143 0.000780 0.110987 0.001596 0.000162\n", + "16 0.000307 0.000638 0.096397 0.002289 0.000732\n", + "17 0.000414 0.000454 0.106874 0.001819 0.000649\n", + "18 0.000070 0.000577 0.095303 0.001182 0.000128\n", + "19 0.000166 0.000852 0.092396 0.000697 0.000892\n", + "20 0.000136 0.001039 0.085923 0.001261 0.000188" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "profile_df" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "12" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "max(profile_df.index)-window_end" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax, _ = be.pl.editing_patterns.plot_by_pos_behive(\n", + " cedit_rates_df,\n", + " cdata_bulk,\n", + " target_basechange=cdata_bulk.uns['target_base_change'], \n", + " nonref_base_changes = None,\n", + " normalize=True\n", + ")\n", + "ax.add_patch(\n", + " patches.Rectangle(\n", + " (2, window_start-1),\n", + " 1,\n", + " max_editing_window_length,\n", + " edgecolor=\"black\",\n", + " fill=False,\n", + " lw=2\n", + " )\n", + ")\n", + "plt.savefig(f\"{output_prefix}_behive_like_profile_normed.pdf\", bbox_inches = 'tight')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Box shows the window of the same length with maximal editing rates." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Combination with PAM\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "cedit_rates_df_ag = cedit_rates_df.loc[cedit_rates_df.base_change == cdata_bulk.uns['target_base_change'],:].reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "if pam_col is not None:\n", + " pos_by_pam = be.pl.editing_patterns.plot_by_pos_pam(cdata_bulk, cedit_rates_df_ag, pam_col)\n", + " plt.savefig(f\"{output_prefix}_pos_by_pam.pdf\", bbox_inches = 'tight')\n", + " pos_by_pam.to_csv(f\"{output_prefix}_pos_by_pam.csv\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Context preference logo\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Draw relative editing efficiency +1 and -1 the positions. Note that the confidence of the result may depend on how diverse your libray is in terms of sequence context around edits." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "cedit_rates_df_ag_window = cedit_rates_df_ag.loc[(cedit_rates_df_ag.spacer_pos >= window_start) & (cedit_rates_df_ag.spacer_pos <= window_end)].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "cedit_rates_df_ag_window[\"context\"] = cedit_rates_df_ag_window.apply(\n", + " lambda row: cdata_bulk.guides.loc[row.guide, \"reporter\"][\n", + " row.rel_pos - 1 : row.rel_pos + 2\n", + " ],\n", + " axis=1,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "con_mean_er = {}\n", + "for i in range(3):\n", + " cedit_rates_df_ag_window[f\"context_{i}\"] = cedit_rates_df_ag_window.context.map(lambda s: s[i])\n", + " con_mean_er[i] = cedit_rates_df_ag_window.groupby(f\"context_{i}\")[\"rep_mean\"].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: context_0\n", + " A 0.176958\n", + " C 0.410452\n", + " G 0.252429\n", + " T 0.566291\n", + " Name: rep_mean, dtype: float64,\n", + " 1: context_1\n", + " A 0.32484\n", + " Name: rep_mean, dtype: float64,\n", + " 2: context_2\n", + " A 0.271765\n", + " C 0.359757\n", + " G 0.319412\n", + " T 0.339770\n", + " Name: rep_mean, dtype: float64}" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "con_mean_er" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "bases = [\"A\", \"C\", \"G\", \"T\"]\n", + "target_df = pd.DataFrame([int(b == cdata_bulk.uns[\"target_base_change\"][0]) for b in bases], index=bases)\n", + "ic_tbl = pd.concat(\n", + " [\n", + " con_mean_er[0] / con_mean_er[0].sum(),\n", + " target_df,\n", + " con_mean_er[2] / con_mean_er[2].sum(),\n", + " ],\n", + " axis=1,\n", + ").T\n", + "\n", + "ic_tbl.index = [-1, 0, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "ic_tbl.to_csv(f\"{output_prefix}_context.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/data/pinello/SHARED_SOFTWARE/anaconda_latest/envs/jy_18loci/lib/python3.10/site-packages/logomaker/src/Logo.py:1131: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '' has dtype incompatible with float64, please explicitly cast to a compatible dtype first.\n", + " glyph_df.loc[p, c] = glyph\n", + "/data/pinello/SHARED_SOFTWARE/anaconda_latest/envs/jy_18loci/lib/python3.10/site-packages/logomaker/src/Logo.py:1131: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '' has dtype incompatible with float64, please explicitly cast to a compatible dtype first.\n", + " glyph_df.loc[p, c] = glyph\n", + "/data/pinello/SHARED_SOFTWARE/anaconda_latest/envs/jy_18loci/lib/python3.10/site-packages/logomaker/src/Logo.py:1131: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '' has dtype incompatible with float64, please explicitly cast to a compatible dtype first.\n", + " glyph_df.loc[p, c] = glyph\n", + "/data/pinello/SHARED_SOFTWARE/anaconda_latest/envs/jy_18loci/lib/python3.10/site-packages/logomaker/src/Logo.py:1131: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '' has dtype incompatible with float64, please explicitly cast to a compatible dtype first.\n", + " glyph_df.loc[p, c] = glyph\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(3,5))\n", + "\n", + "logomaker.Logo(ic_tbl, ax = ax)\n", + "ax.set_ylabel(\"Relative frequency\")\n", + "fig.savefig(f\"{output_prefix}_context_preference_{window_start}_{window_end}.pdf\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "jy_18loci", + "language": "python", + "name": "jy_18loci" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + }, + "vscode": { + "interpreter": { + "hash": "4c3e1e0b99f5a0cffad18f6b0783b802f97f2dc306eb180584fe828b9d35f6d8" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}