{ "cells": [ { "cell_type": "markdown", "id": "116bcc5c", "metadata": {}, "source": [ "# Getting Started\n", "\n", "The typical use case of `gpmap-tools` is the analysis of complete combinatorial genotype-phenotype maps, where the goal is to estimate the vector `f` encoding the phenotype for every possible genotype of a certain length. `gpmap-tools` leverages Gaussian process models to compute the posterior distribution over all possible `f`, enabling rigorous uncertainty quantification of phenotypic predictions and mutational effects across different genetic backgrounds. Additionally, `gpmap-tools` implements methods for visualizing high-dimensional genotype-phenotype maps to understand their main qualitative features. \n", "\n", "## Data\n", "\n", "`gpmap-tools` can utilize two types of data for the inference of complete genotype-phenotype maps:\n", "\n", "- **Multiplex Assays of Variant Effects (MAVE) data**: Experimental measurements of the phenotype `y` for a subset `X` of all possible sequences, possibly with known variance `y_var`.\n", "- **Observations of natural sequences**: A collection of biological sequences `X` of a certain length, e.g., 5' splice site sequences in the human genome, where the probability of each possible sequence is considered the phenotype." ] }, { "cell_type": "code", "execution_count": 1, "id": "5e5d14fe", "metadata": {}, "outputs": [], "source": [ "# Import required libraries\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import gpmap.plot.mpl as mplot\n", "\n", "from gpmap.space import SequenceSpace\n", "from gpmap.randwalk import WMWalk\n", "from gpmap.datasets import DataSet\n", "from gpmap.inference import VCregression" ] }, { "cell_type": "markdown", "id": "f3b5f1a9", "metadata": {}, "source": [ "Here, we will use experimental data from [GB1 protein binding to its target](https://doi.org/10.7554/eLife.16965), provided as a `DataSet` in `gpmap-tools`, to illustrate the inference and visualization of genotype-phenotype maps. " ] }, { "cell_type": "code", "execution_count": 2, "id": "8e0581bc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yy_var
sequence
AAAA0.4608310.046009
AAAG-2.1922610.255906
AAAH-4.7283062.064530
AAAI-4.3388422.095252
AAAL-2.3262400.087518
.........
YYYS-5.2699870.291090
YYYT-3.8214260.074489
YYYV-3.1435360.074682
YYYW-4.3065810.699467
YYYY-4.4298130.417405
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149361 rows × 2 columns

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" ], "text/plain": [ " y y_var\n", "sequence \n", "AAAA 0.460831 0.046009\n", "AAAG -2.192261 0.255906\n", "AAAH -4.728306 2.064530\n", "AAAI -4.338842 2.095252\n", "AAAL -2.326240 0.087518\n", "... ... ...\n", "YYYS -5.269987 0.291090\n", "YYYT -3.821426 0.074489\n", "YYYV -3.143536 0.074682\n", "YYYW -4.306581 0.699467\n", "YYYY -4.429813 0.417405\n", "\n", "[149361 rows x 2 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = DataSet('gb1').data\n", "X, y, y_var = data.index.values, data.y.values, data.y_var.values\n", "data" ] }, { "cell_type": "markdown", "id": "0dc71915", "metadata": {}, "source": [ "## Inference of genotype-phenotype maps\n", "\n", "`gpmap-tools` provides a series of models to infer genotype-phenotype maps from different types of data in the `gpmap.inference` module. Here, we will use `VCregression`." ] }, { "cell_type": "code", "execution_count": 3, "id": "abd76f3b", "metadata": {}, "outputs": [], "source": [ "model = VCregression(seq_length=4, alphabet_type='protein')" ] }, { "cell_type": "markdown", "id": "d12cc63c", "metadata": {}, "source": [ "We first infer the model hyperparamenters, in this case the variance explained by interactions of every possible order, as follows:" ] }, { "cell_type": "code", "execution_count": 4, "id": "ac8f2997", "metadata": {}, "outputs": [], "source": [ "model.fit(X, y, y_var)" ] }, { "cell_type": "markdown", "id": "0447d8b4", "metadata": {}, "source": [ "Once the hyperparameters defining the prior distribution are inferred, we can compute the posterior mean for the complete genotype-phenotype map `f`" ] }, { "cell_type": "code", "execution_count": 5, "id": "df1f83f0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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f
AAAA0.117892
AAAC-3.018971
AAAD-3.230436
AAAE-4.805853
AAAF-3.357901
......
YYYS-4.927780
YYYT-3.674239
YYYV-3.152652
YYYW-4.663254
YYYY-5.032998
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160000 rows × 1 columns

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" ], "text/plain": [ " f\n", "AAAA 0.117892\n", "AAAC -3.018971\n", "AAAD -3.230436\n", "AAAE -4.805853\n", "AAAF -3.357901\n", "... ...\n", "YYYS -4.927780\n", "YYYT -3.674239\n", "YYYV -3.152652\n", "YYYW -4.663254\n", "YYYY -5.032998\n", "\n", "[160000 rows x 1 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = model.predict()\n", "result" ] }, { "cell_type": "markdown", "id": "4b5c6897", "metadata": {}, "source": [ "## Statistical analysis of genotype-phenotype maps\n", "\n", "We can also evaluate the posterior mean and variance for a subset of sequences of interest, whether measured or not, and have an estimation of the uncertainty of the predictions for that particular sequence." ] }, { "cell_type": "code", "execution_count": 6, "id": "81684d6b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1/1 [00:04<00:00, 4.69s/it]\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ff_varf_stdci_95_lowerci_95_upper
VWGA0.4504830.0018980.0435690.3633450.537621
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" ], "text/plain": [ " f f_var f_std ci_95_lower ci_95_upper\n", "VWGA 0.450483 0.001898 0.043569 0.363345 0.537621" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.predict(X_pred=['VWGA'], calc_variance=True)" ] }, { "cell_type": "markdown", "id": "798dd8cd", "metadata": {}, "source": [ "Likewise, we can compute the posterior for specific sequence features such as mutational effects in specific genetic backgrounds by defining a `contrast_matrix` specifying the contrasts between sets of genotypes e.g. the effect of a `G3A` mutation in the `VWGA` sequence." ] }, { "cell_type": "code", "execution_count": 7, "id": "f31ba55c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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G3A
VWAA1
VWGA-1
\n", "
" ], "text/plain": [ " G3A\n", "VWAA 1\n", "VWGA -1" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "contrast_matrix = pd.DataFrame({\"G3A\": {\"VWGA\": -1, \"VWAA\": 1}})\n", "contrast_matrix" ] }, { "cell_type": "code", "execution_count": 8, "id": "37ef86f5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2/2 [00:44<00:00, 22.44s/it]\n" ] }, { "data": { "text/html": [ "
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estimatestdci_95_lowerci_95_upperp(|x|>0)
G3A1.1101730.0597880.9905971.229751.0
\n", "
" ], "text/plain": [ " estimate std ci_95_lower ci_95_upper p(|x|>0)\n", "G3A 1.110173 0.059788 0.990597 1.22975 1.0" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.make_contrasts(contrast_matrix)" ] }, { "cell_type": "markdown", "id": "039ba82e", "metadata": {}, "source": [ "## Visualizing the inferred genotype-phenotype map\n", "\n", "Once we have an estimate of the genotype-phenotype map `f` given by the posterior mean, we can generate a low dimensional representation to understand what are their main qualitative features.\n", "\n", "We first compute the coordinates of the low-dimensional representation stored as a `pd.DataFrame`, so it can be easily stored and read from a file" ] }, { "cell_type": "code", "execution_count": 9, "id": "249738d7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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12345678910functionstationary_freq
AAAA-0.265346-1.142056-0.028284-0.146887-0.5900680.286066-0.110796-0.179020-0.469251-0.0225570.1178929.610648e-05
AAAC0.021210-0.3171500.007629-0.127876-0.4556670.2121280.0028620.1701350.640595-0.054920-3.0189713.809275e-06
AAAD-0.039432-0.2107040.051189-0.128539-0.2297400.2269530.0264230.2807790.5077390.376972-3.2304363.064331e-06
AAAE-0.019125-0.2168180.125636-0.137143-0.2419180.2121730.0136060.1987380.3770120.275633-4.8058536.057012e-07
AAAF0.135107-0.2342070.025914-0.177627-0.3130350.2119570.0046410.1427580.3130330.191767-3.3579012.687632e-06
.......................................
YYYS0.085554-0.0092690.019560-0.079093-0.1307880.1080810.0060110.1085950.3289630.176611-4.9277805.342784e-07
YYYT-0.0965810.1571100.0116800.291572-0.1602660.092541-0.0554000.0881600.2186310.651619-3.6742391.940857e-06
YYYV0.0008520.1585490.0173630.1111560.1516070.264393-0.1936800.1561990.236435-0.015429-3.1526523.319698e-06
YYYW0.1632960.0925620.035020-0.0592110.0246890.0688280.0250220.1361090.2404550.208723-4.6632547.014363e-07
YYYY0.0937100.0854820.038196-0.0457700.0408220.1419830.1122430.1406560.2551740.215945-5.0329984.794509e-07
\n", "

160000 rows × 12 columns

\n", "
" ], "text/plain": [ " 1 2 3 4 5 6 7 \\\n", "AAAA -0.265346 -1.142056 -0.028284 -0.146887 -0.590068 0.286066 -0.110796 \n", "AAAC 0.021210 -0.317150 0.007629 -0.127876 -0.455667 0.212128 0.002862 \n", "AAAD -0.039432 -0.210704 0.051189 -0.128539 -0.229740 0.226953 0.026423 \n", "AAAE -0.019125 -0.216818 0.125636 -0.137143 -0.241918 0.212173 0.013606 \n", "AAAF 0.135107 -0.234207 0.025914 -0.177627 -0.313035 0.211957 0.004641 \n", "... ... ... ... ... ... ... ... \n", "YYYS 0.085554 -0.009269 0.019560 -0.079093 -0.130788 0.108081 0.006011 \n", "YYYT -0.096581 0.157110 0.011680 0.291572 -0.160266 0.092541 -0.055400 \n", "YYYV 0.000852 0.158549 0.017363 0.111156 0.151607 0.264393 -0.193680 \n", "YYYW 0.163296 0.092562 0.035020 -0.059211 0.024689 0.068828 0.025022 \n", "YYYY 0.093710 0.085482 0.038196 -0.045770 0.040822 0.141983 0.112243 \n", "\n", " 8 9 10 function stationary_freq \n", "AAAA -0.179020 -0.469251 -0.022557 0.117892 9.610648e-05 \n", "AAAC 0.170135 0.640595 -0.054920 -3.018971 3.809275e-06 \n", "AAAD 0.280779 0.507739 0.376972 -3.230436 3.064331e-06 \n", "AAAE 0.198738 0.377012 0.275633 -4.805853 6.057012e-07 \n", "AAAF 0.142758 0.313033 0.191767 -3.357901 2.687632e-06 \n", "... ... ... ... ... ... \n", "YYYS 0.108595 0.328963 0.176611 -4.927780 5.342784e-07 \n", "YYYT 0.088160 0.218631 0.651619 -3.674239 1.940857e-06 \n", "YYYV 0.156199 0.236435 -0.015429 -3.152652 3.319698e-06 \n", "YYYW 0.136109 0.240455 0.208723 -4.663254 7.014363e-07 \n", "YYYY 0.140656 0.255174 0.215945 -5.032998 4.794509e-07 \n", "\n", "[160000 rows x 12 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "space = SequenceSpace(X=result.index.values, y=result.f.values)\n", "rw = WMWalk(space)\n", "rw.calc_visualization(mean_function=0)\n", "nodes_df, edges_df = rw.nodes_df, rw.space.get_edges_df()\n", "nodes_df" ] }, { "cell_type": "markdown", "id": "5d7ae9cb", "metadata": {}, "source": [ "Using the generated `DataFrame`, we can now visualize the inferred genotype-phenotype map and explore its structure" ] }, { "cell_type": "code", "execution_count": 10, "id": "aaa42581", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 1, figsize=(7, 6))\n", "mplot.plot_visualization(axes,\n", " nodes_df,\n", " edges_df=edges_df,\n", " nodes_size=5,\n", " nodes_cmap_label='log(enrichment)',\n", " edges_alpha=0.005)" ] }, { "cell_type": "markdown", "id": "33ca6b89", "metadata": {}, "source": [ "See the specific sections of the documentation for more details and examples of how to explore these interesting high dimensional objects" ] } ], "metadata": { "kernelspec": { "display_name": "gpmap", "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": "3.8.20" } }, "nbformat": 4, "nbformat_minor": 5 }