{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# DreaMS embeddings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "DreaMS (Deep Representations Empowering the Annotation of Mass Spectra) embeddings are high-dimensional vector representations of MS/MS spectra, derived from our transformer neural network trained on millions of mass spectra from the MassIVE GNPS repository. For details, please refer to [our paper](https://chemrxiv.org/engage/chemrxiv/article-details/6626775021291e5d1d61967f). The paper demonstrates that DreaMS representations of spectra encode the molecular structures corresponding to those spectra. As a result, DreaMS can serve as a core for various mass spectrum annotation tasks, such as library matching, molecular networking, or molecular property prediction." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing embeddings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s see how to generate DreaMS embeddings for a given `.mzML` file in a single line of code." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Computing DreaMS embedding: 100%|██████████| 2308/2308 [00:56<00:00, 40.80it/s]\n" ] }, { "data": { "text/plain": [ "(2308, 1024)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dreams.api import dreams_embeddings\n", "dreams_embs = dreams_embeddings('../data/MSV00008490/G72676_BB5_01_18927.mzML')\n", "dreams_embs.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting `dreams_embs` object is a NumPy matrix with 2308 rows and 1024 columns. Each row represents a 1024-dimensional DreaMS embedding for one of the 2308 MS/MS spectra present in the input `.mzML` file.\n", "\n", "Note that computing 2308 embeddings took less than a minute on a laptop (MacBook M1). However, the computation is orders of magnitude faster on a GPU machine." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing embeddings with UMAP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The DreaMS embeddings can be visualized using UMAP, a dimensionality reduction technique that is well-suited for visualizing high-dimensional data. We will use it to map 1024-dimensional DreaMS embeddings into 2D space and then color each embedding (i.e., point) based on different properties (formula type and precursor m/z). For this purpose, we will use a large sample of 100,000 pre-computed embeddings from the [MassSpecGym dataset](https://github.com/pluskal-lab/MassSpecGym). The file with the pre-computed embeddings is available [here](https://huggingface.co/datasets/roman-bushuiev/GeMS/blob/main/data/auxiliary/MassSpecGym_DreaMS.hdf5)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import all necessary packages." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import random\n", "import umap\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from dreams.utils.data import MSData\n", "from dreams.utils.plots import init_plotting\n", "from dreams.utils.mols import formula_type\n", "from dreams.definitions import DREAMS_EMBEDDING" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading dataset MassSpecGym_DreaMS into memory (213548 spectra)...\n" ] }, { "data": { "text/plain": [ "(213548, 1024)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "msdata = MSData.load('../data/MassSpecGym_DreaMS.hdf5', in_mem=True)\n", "embs = msdata[DREAMS_EMBEDDING]\n", "embs.shape" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "random.seed(777)\n", "idx = random.sample(list(range(embs.shape[0])), 100_000)\n", "embs_sample = embs[idx]\n", "\n", "reducer = umap.UMAP(metric='cosine', min_dist=0.4, n_neighbors=50)\n", "embs_umap = reducer.fit_transform(embs_sample)\n", "init_plotting(figsize=(5, 5))\n", "formulas = np.array(msdata['FORMULA'])[idx]\n", "sns.scatterplot(\n", " x=embs_umap[:, 0],\n", " y=embs_umap[:, 1],\n", " hue=[formula_type(f) for f in formulas],\n", " alpha=1,\n", " s=0.3,\n", " palette=['#2664BF', '#34A89A', '#F69CA9', '#AD95D1', '#FBD399']\n", ")\n", "plt.legend(markerscale=5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "init_plotting(figsize=(5, 5))\n", "sns.scatterplot(\n", " x=embs_umap[:, 0],\n", " y=embs_umap[:, 1],\n", " hue=msdata.get_prec_mzs()[idx],\n", " alpha=1,\n", " s=0.4,\n", " palette='viridis'\n", ")\n", "plt.legend(title='Precursor m/z', markerscale=5)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "msml311", "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": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 2 }