{ "cells": [ { "cell_type": "markdown", "id": "c0aa2675-41ff-464f-b38b-eb189d237d32", "metadata": {}, "source": [ "### The following script was run using a conda environment. Below you can find how to create the same environment" ] }, { "cell_type": "code", "execution_count": null, "id": "25278d28-5156-4703-b2a3-3feb985c6eb8", "metadata": {}, "outputs": [], "source": [ "# conda create -n deeplearning_py37_tf115 python=3.7\n", "# conda activate deeplearning_py37_tf115\n", "# pip install tensorflow-gpu==1.15\n", "# conda install cudnn\n", "# conda install -c conda-forge shap\n", "# conda install matplotlib\n", "# conda install ipykernel\n", "# conda install numpy==1.19.5\n", "# conda install h5py==2.10.0" ] }, { "cell_type": "markdown", "id": "8cf23199-0974-47ec-92ff-08ea967d410c", "metadata": {}, "source": [ "### Load utils and necessary functions" ] }, { "cell_type": "code", "execution_count": 1, "id": "6a925706-bd33-4049-87e1-cbad879a239f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading utils and functions...\n" ] } ], "source": [ "print('Loading utils and functions...')\n", "\n", "import tensorflow as tf\n", "tf.disable_eager_execution()\n", "tf.logging.set_verbosity(tf.logging.ERROR)\n", "import utils\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "6cf0a766-b816-45f3-b418-43ec01b77ad6", "metadata": {}, "source": [ "### Load the data \n", "##### (to be used to initialize DeepExplainer)" ] }, { "cell_type": "code", "execution_count": 2, "id": "119ac336-e4f8-48cd-946a-3186d114dcfa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading data...\n" ] } ], "source": [ "import pickle\n", "print('Loading data...')\n", "f = open('./data/DeepFlyBrain_data.pkl', \"rb\")\n", "DeepFlyBrain_data_dict = pickle.load(f)\n", "f.close()" ] }, { "cell_type": "markdown", "id": "4ebd0e5c-2488-40ac-a0bb-6dc8a50c3eb7", "metadata": {}, "source": [ "### Load the model" ] }, { "cell_type": "code", "execution_count": 3, "id": "bb6ac55c-8530-4346-9233-0a4364e60c34", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading model...\n" ] } ], "source": [ "print('Loading model...')\n", "\n", "name = \"DeepFlyBrain\"\n", "model_json_file = \"./models/DeepFlyBrain/DeepFlyBrain_architecture.json\"\n", "model_hdf5_file = \"./models/DeepFlyBrain/DeepFlyBrain_weights.hdf5\"\n", "\n", "model_dict = {}\n", "model_dict[name] = utils.load_model(model_json_file, model_hdf5_file)" ] }, { "cell_type": "markdown", "id": "922200b8-0a44-4a66-9633-098b64326d33", "metadata": {}, "source": [ "### Create random sequences " ] }, { "cell_type": "code", "execution_count": 4, "id": "de73377b-843a-4b99-8e8f-f796937f676a", "metadata": {}, "outputs": [], "source": [ "number_of_random_regions = 10\n", "seq_len = 500\n", "\n", "\n", "insilico_evolution_dict = {}\n", "insilico_evolution_dict[\"regions\"] = utils.random_sequence(seq_len, number_of_random_regions)" ] }, { "cell_type": "markdown", "id": "9c18f1cf-cec9-43eb-a4fe-343b2e51ef43", "metadata": {}, "source": [ "### (or) Create random sequences by shuffling a given sequence.\n", "##### (Length of the given sequence should be the same size you used for the model, which is 500bp in this case)" ] }, { "cell_type": "code", "execution_count": 5, "id": "5e803011-3561-4f29-9701-c58c13d2d0de", "metadata": {}, "outputs": [], "source": [ "number_of_random_regions = 10\n", "seq_to_shuffle = \"AGGGTCGGGCGTGTCCGCCTGTTGGAATATGCTTCTCAGGTCTTCTGGGAAACAGATGTTTTGTGGAAGTGGAAGATTTTGGAAGTAGTGCCTTATCATGTGAAACCACAGGGCAGCTGATCTCTTCAGGCTTTCTTGATGTGAATGACAGCTTTGTTTCATCCACTTTGGTGGGTAAAAGAAGGCAAATTCCCCTGTGGTACTTTTGGTGCCAGGTTTAGCCATATGACGAAGCTTTACATAAAACAGTACAAGTATCTCCATTGTCCTTTATGATCCTCCATGAGTGTTTTCACTTAGTCTGATGAAGGGTTCACTCCAGTCTTTTCGGATGATAAAATGCTTCGGCTGTCAGTCTAATAAGGGATTCCCTGAGGAGTTTGGAGGCTGTAAGAGCACCCCCCGTCTCAATGCCAGTGCTTCTTATCTCAGCCTCTCCTGCACTCCTTTACCCCCGTCTCGATGCCAGTGCTTCCTATCTCAGCCTCTCCTGCACTCCT\"\n", "\n", "\n", "insilico_evolution_dict = {}\n", "insilico_evolution_dict[\"regions\"] = utils.random_sequence_by_shuffling(seq_to_shuffle, number_of_random_regions)" ] }, { "cell_type": "markdown", "id": "dd3da6a6-4475-4b69-acce-fa848384d247", "metadata": {}, "source": [ "### (or) Create random sequences that follow the GC-content of the given fasta sequences" ] }, { "cell_type": "code", "execution_count": 6, "id": "bf7a5eb0-1936-4bd3-a647-a551042ec069", "metadata": {}, "outputs": [], "source": [ "path_to_use_GC_content = \"./data/KC_regions.fa\"\n", "number_of_random_regions = 10\n", "seq_len = 500\n", "\n", "\n", "insilico_evolution_dict = {}\n", "insilico_evolution_dict[\"regions\"] = utils.random_sequence_gc_adjusted(seq_len, number_of_random_regions, path_to_use_GC_content)" ] }, { "cell_type": "markdown", "id": "3c97f49a-ebad-4a62-825e-3be8bf01736a", "metadata": {}, "source": [ "### Here you generate synthetic sequence by in silico evolution.\n", "##### __region:__ initial regions to be evolved (random or genomic)\n", "##### __model:__ selected deep learning model\n", "##### __class_no:__ chosen class to direct the sequence evolution \n", "##### __n_mutation:__ number of iterative mutations to perform\n", "##### As an output __mutation_pred__ contains the prediction scores after each mutation and __mutation_loc__ contains the location and substitute of each mutation" ] }, { "cell_type": "code", "execution_count": 7, "id": "6e6d2062-0565-4c0c-9ee0-9ec86cdf8705", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sequence index: 0,1,2,3,4,5,6,7,8,9," ] } ], "source": [ "path_to_save = \"./output/testdata_sequence_evolution_10seqs.pkl\"\n", "\n", "insilico_evolution_dict[\"mutation_pred\"], \\\n", "insilico_evolution_dict[\"mutation_loc\"] = utils.insilico_evolution(regions = insilico_evolution_dict[\"regions\"],\n", " model = model_dict[\"DeepFlyBrain\"],\n", " class_no = 35,\n", " n_mutation = 10)\n", "# save the final file\n", "import pickle\n", "f = open(path_to_save, \"wb\")\n", "pickle.dump(insilico_evolution_dict,f)\n", "f.close()" ] }, { "cell_type": "markdown", "id": "8fd28f73-c36c-4fdc-bfca-17d404392605", "metadata": {}, "source": [ "### Load the saved file" ] }, { "cell_type": "code", "execution_count": 8, "id": "cf8cf674-b16e-4f43-9549-7589ede0a2e4", "metadata": {}, "outputs": [], "source": [ "path_to_file = \"./output/testdata_sequence_evolution_10seqs.pkl\"\n", "\n", "\n", "import pickle\n", "f = open(path_to_file, \"rb\")\n", "insilico_evolution_dict = pickle.load(f)\n", "f.close()" ] }, { "cell_type": "markdown", "id": "64259f37-39b6-441f-8c6e-5cb4946e1f6e", "metadata": {}, "source": [ "### Plot the prediction score change (each sequence as a line)" ] }, { "cell_type": "code", "execution_count": 9, "id": "dd7af565-3e15-4de4-aeab-48697aee0a6b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Prediction Score')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "class_no = 35\n", "\n", "_ = plt.plot(insilico_evolution_dict[\"mutation_pred\"][:,:,class_no-1].T,alpha=0.2)\n", "plt.xlabel(\"Number of Mutations\")\n", "plt.ylabel(\"Prediction Score\")" ] }, { "cell_type": "markdown", "id": "7912a056-65bb-4b96-bda3-6fd808f7c042", "metadata": {}, "source": [ "### Plot the prediction score distribution after each mutation" ] }, { "cell_type": "code", "execution_count": 10, "id": "e34221da-a781-474e-a8b9-17db1af8cb74", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Prediction Score Distribution')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "class_no = 35\n", "n_mutation = 10\n", "\n", "_ = plt.boxplot(insilico_evolution_dict[\"mutation_pred\"][:,:n_mutation+1,class_no-1],notch=True,showfliers=False, whis=[5,95])\n", "_ = plt.xticks(range(1,n_mutation+2),list(range(n_mutation+1)))\n", "plt.xlabel(\"Number of Mutations\")\n", "plt.ylabel(\"Prediction Score Distribution\")" ] }, { "cell_type": "markdown", "id": "0af5c20e-5dfc-4b8b-b195-c8dc0527302a", "metadata": {}, "source": [ "### Plot prediction of a sequence at different steps" ] }, { "cell_type": "code", "execution_count": 11, "id": "ff53e1af-2d93-4554-8db8-a212694cafd4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Prediction score')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "index = 2\n", "class_no = 35\n", "\n", "plt.bar(range(insilico_evolution_dict[\"mutation_pred\"][index,:,class_no-1].shape[0]),insilico_evolution_dict[\"mutation_pred\"][index,:,class_no-1])\n", "plt.xlabel(\"Number of mutations\")\n", "plt.ylabel(\"Prediction score\")" ] }, { "cell_type": "markdown", "id": "af66e11d-ccc7-4936-95f4-ec0c2d9f643b", "metadata": {}, "source": [ "### Plot deepexplainer and saturation mutagenesis of the selected step" ] }, { "cell_type": "code", "execution_count": 12, "id": "d1919faa-ffeb-48b0-b18c-5956b66ea73d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "387_A,409_C,406_G,416_G,342_C,\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "index = 2\n", "step = 5\n", "class_no = 35\n", "\n", "# Initialize the explainer for the selected class\n", "import shap\n", "tf.disable_eager_execution()\n", "rn=np.random.choice(DeepFlyBrain_data_dict[\"nonAugmented_data\"].shape[0], 250, replace=False)\n", "name = \"DeepFlyBrain\"\n", "explainer_dict = {} \n", "explainer_dict[name+\"_c\"+str(class_no)] = shap.DeepExplainer((model_dict[name].inputs,\n", " model_dict[name].layers[-1].output[:,class_no-1]),\n", " DeepFlyBrain_data_dict[\"nonAugmented_data\"][rn])\n", "\n", "# Apply the selected mutations on the initial random sequence\n", "nuc_to_onehot = {\"A\":[1, 0, 0, 0],\"C\":[0, 1, 0, 0],\"G\":[0, 0, 1, 0],\"T\":[0, 0, 0, 1]}\n", "onehot_ = np.copy(insilico_evolution_dict[\"regions\"][index:index+1])\n", "for i, mut_ in enumerate(insilico_evolution_dict[\"mutation_loc\"][index][:step]):\n", " print(mut_,end=\",\")\n", " onehot_[0][int(mut_.split(\"_\")[0]),:] = np.array(nuc_to_onehot[mut_.split(\"_\")[1]], dtype='int8')\n", "print(\"\") \n", "\n", "\n", "# Plot contribution scores and saturation mutagenesis\n", "ntrack = 2\n", "fig = plt.figure(figsize=(80,ntrack*5))\n", "ax1 = utils.plot_deepexplainer_givenax(explainer=explainer_dict[\"DeepFlyBrain_c35\"], fig=fig, ntrack=ntrack, track_no=1, seq_onehot=onehot_)\n", "_ = utils.plot_mutagenesis_givenax(model=model_dict[\"DeepFlyBrain\"], fig=fig, ntrack=ntrack, track_no=2, seq_onehot=onehot_, class_no = class_no)\n" ] }, { "cell_type": "markdown", "id": "b80f4539-69f2-440e-b6ea-50183bc4ec0b", "metadata": {}, "source": [ "#### Convert created sequence to letters" ] }, { "cell_type": "code", "execution_count": 13, "id": "c9d5667f-9cc7-42f7-acbd-64dfc2a87e15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Performed mutations: 387_A,409_C,406_G,416_G,342_C,\n", "Generated sequence: CCTATAGTTCTGTAAATATTGGGGCCGTCTTCTAATTTATCTAGCAATCCGAGCCATGAAGCTACGGTGTACTTACAGCCGAATTGGTCCTCTGCGGATTTAACGTCAATTTAACATAATGAACGTTGTTGTCATTGCGCTACACAATTTTTAAATCATTCCCTACCCAGTCTGCCGCCGAGATGTGAAAAGTGGTAACTCGAGCGTCAAGGGAGCTTAGCGTTGCCATGATTAGGATTCTGAAGCCTATCTTGTGACTAAGATCCCCCCAAAGGCCGTAGCGGGACTTACGCATCAGCCCTTTGAGCTGCCATTTAATAGCGTCGCTGTCAGATGATTGAACAGCCGGAACATACGTCTGTATGTCGCGAATGCTTGGGCGAGTTCATCGCTATGAGTAAAATATGAGCATTGACGCGTGAATAAGCAGCGGATATTTCCGACGCCGGGACATAAAGCGTTACCTTGACGTGCTACTTACCGATATCACCCTCTCCGGA\n" ] } ], "source": [ "index = 2\n", "step = 5\n", "\n", "nuc_to_onehot = {\"A\":[1, 0, 0, 0],\"C\":[0, 1, 0, 0],\"G\":[0, 0, 1, 0],\"T\":[0, 0, 0, 1]}\n", "onehot_ = np.copy(insilico_evolution_dict[\"regions\"][index:index+1])\n", "\n", "print(\"Performed mutations:\",end=\" \")\n", "for i, mut_ in enumerate(insilico_evolution_dict[\"mutation_loc\"][index][:step]):\n", " print(mut_,end=\",\")\n", " onehot_[0][int(mut_.split(\"_\")[0]),:] = np.array(nuc_to_onehot[mut_.split(\"_\")[1]], dtype='int8') \n", "print(\"\")\n", "\n", "print(\"Generated sequence:\",end=\" \")\n", "for nuc in onehot_[0]:\n", " if nuc[0]==1:\n", " print(\"A\",end=\"\")\n", " if nuc[1]==1:\n", " print(\"C\",end=\"\")\n", " if nuc[2]==1:\n", " print(\"G\",end=\"\")\n", " if nuc[3]==1:\n", " print(\"T\",end=\"\")\n", "print(\"\")\n" ] }, { "cell_type": "code", "execution_count": null, "id": "9086c91b-fd37-48d8-ab51-90db757a5f85", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Deeplearning tf1.15", "language": "python", "name": "deeplearning_tf115" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 5 }