{ "cells": [ { "cell_type": "markdown", "id": "116bcc5c", "metadata": {}, "source": [ "# Comparing landscapes inferred from different data sources\n", "\n", "`gpmap-tools` enables inference of genotype-phenotype maps from both high throughput experiments and observations of natural sequences. Both sources of data have advantages and disadvanges, and capture different aspects of natural sequence-function maps. Comparison of landscapes inferred from different data for the same functional element is therefore essential to understand which features are shared and which are different. \n", "\n", "In this section, we do this comparison for the Shine-Dalgarno (SD) sequence using the visualization technique implemented in `gpmap-tools` to compare, not only the quantitative estimates for each sequences, but the geometry and qualitative features induced by them." ] }, { "cell_type": "code", "execution_count": 1, "id": "5e5d14fe", "metadata": {}, "outputs": [], "source": [ "# Import required libraries\n", "import gpmap.plot.mpl as mplot\n", "import gpmap.plot.ds as dplot\n", "\n", "from gpmap.space import SequenceSpace\n", "from gpmap.randwalk import WMWalk\n", "from gpmap.datasets import DataSet" ] }, { "cell_type": "markdown", "id": "fb22b7af", "metadata": {}, "source": [ "### Loading datasets\n", "\n", "These landscapes were inferred as shown in the \"Inference\" section. Here we use the built-in datasets to directly visualize them\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "8e0581bc", "metadata": {}, "outputs": [], "source": [ "datasets = {'Natural sequences': (DataSet('shine_dalgarno'), {'Ns': 1}, 'logQ'),\n", " 'Experimental data': (DataSet('dmsc'), {'mean_function': 2.0}, 'f')}" ] }, { "cell_type": "markdown", "id": "d5aa0035", "metadata": {}, "source": [ "### Computing coordinates of the visualizations" ] }, { "cell_type": "code", "execution_count": 3, "id": "0dc71915", "metadata": {}, "outputs": [], "source": [ "visualizations = {}\n", "for label, (dataset, kwargs, f) in datasets.items():\n", " space = SequenceSpace(X=dataset.landscape.index.values,\n", " y=dataset.landscape[f].values)\n", " rw = WMWalk(space)\n", " rw.calc_visualization(**kwargs)\n", " visualizations[label] = {'nodes': rw.nodes_df,\n", " 'edges': space.get_edges_df()}\n" ] }, { "cell_type": "markdown", "id": "45ab0589", "metadata": {}, "source": [ "### Visualizing the inferred landscapes\n", "\n", "Given the large number of edges to render, we will use the `datashader` backend to first render the edges." ] }, { "cell_type": "code", "execution_count": 4, "id": "8ae28396", "metadata": {}, "outputs": [], "source": [ "dsg1 = dplot.plot_edges(visualizations['Natural sequences']['nodes'],\n", " edges_df=visualizations['Natural sequences']['edges'],\n", " resolution=1200)\n", "dsg2 = dplot.plot_edges(visualizations['Experimental data']['nodes'],\n", " edges_df=visualizations['Experimental data']['edges'],\n", " resolution=1200)\n", "fig = dplot.dsg_to_fig(dsg1 + dsg2)\n", "fig.set_size_inches((10, 5))" ] }, { "cell_type": "markdown", "id": "2ac1aad3", "metadata": {}, "source": [ "Now, we will plot the genotypes colored by their phenotypes using `matplotlib`. To show that the geometry of the inferred landscapes is essentially the same, where the fitness peaks correspond to different location of the cannonical SD motif relative to the start codon, we will highlight a sequence from each peak in both visualizations." ] }, { "cell_type": "code", "execution_count": 5, "id": "33607562", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kwargs = {'Experimental data': {'cbar_label': 'log(GFP)', 'vmin': 0.5},\n", " 'Natural sequences': {'cbar_label': 'log(Q)', 'vmin': -15.}}\n", "mpl_kwargs = {'Experimental data': {'title': 'Experimental data', 'xlim': (-3, 4.4), 'ylim': (-3, 3.5)},\n", " 'Natural sequences': {'title': 'Natural sequences', 'xlim': (-3.5, 3.5), 'ylim': (-3, 3.5)}}\n", "seqs = ['UAAGGAGCA', 'UUAAGGAGC', 'AAGGAGCAG']\n", "palette = dict(zip(seqs, ['#0072B2', '#E69F00', '#009E73']))\n", "for axes, (label, viz) in zip(fig.axes, visualizations.items()):\n", " mplot.plot_nodes(axes, viz['nodes'], sort_ascending=True, **kwargs[label])\n", " \n", " # Highlight sequences at each peak\n", " seqs_df = viz['nodes'].loc[seqs, :]\n", " seqs_df['seq'] = seqs\n", " mplot.plot_nodes(axes, seqs_df, sort_ascending=True, color='seq',\n", " palette=palette, legend_loc=1, lw=1.5, size=30)\n", " axes.set(xlabel='Diffusion axis 1', ylabel='Diffusion axis 2', **mpl_kwargs[label])\n", "fig \n", " " ] } ], "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 }