{ "cells": [ { "cell_type": "markdown", "id": "8d4475ae", "metadata": {}, "source": [ "Visualize peak embeddings\n", "\n", "peaks of the same formula same substructure should be clustered closer togther" ] }, { "cell_type": "code", "execution_count": null, "id": "75410b71", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 4, "id": "b906b7f7", "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv(\"/r/hassounlab/spectra_data/msgym/MassSpecGym.tsv\", sep=\"\\t\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "d83156c1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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identifiermzsintensitiessmilesinchikeyformulaprecursor_formulaparent_massprecursor_mzadductinstrument_typecollision_energyfoldsimulation_challenge
0MassSpecGymID000000191.0542,125.0233,154.0499,155.0577,185.0961,20...0.24524524524524524,1.0,0.08008008008008008,0....CC(=O)N[C@@H](CC1=CC=CC=C1)C2=CC(=CC(=O)O2)OCVFMQMACUYWGDOJC16H17NO4C16H18NO4287.115224288.1225[M+H]+Orbitrap30.0trainTrue
1MassSpecGymID000000291.0542,125.0233,155.0577,185.0961,229.0859,24...0.0990990990990991,0.28128128128128127,0.04004...CC(=O)N[C@@H](CC1=CC=CC=C1)C2=CC(=CC(=O)O2)OCVFMQMACUYWGDOJC16H17NO4C16H18NO4287.115224288.1225[M+H]+Orbitrap20.0trainTrue
2MassSpecGymID000000369.0343,91.0542,125.0233,127.039,153.0699,154....0.03403403403403404,0.31431431431431434,1.0,0....CC(=O)N[C@@H](CC1=CC=CC=C1)C2=CC(=CC(=O)O2)OCVFMQMACUYWGDOJC16H17NO4C16H18NO4287.115224288.1225[M+H]+Orbitrap40.0trainTrue
3MassSpecGymID000000469.0343,91.0542,110.06,111.0441,112.0393,120.0...0.17917917917917917,0.47347347347347346,0.0380...CC(=O)N[C@@H](CC1=CC=CC=C1)C2=CC(=CC(=O)O2)OCVFMQMACUYWGDOJC16H17NO4C16H18NO4287.115224288.1225[M+H]+Orbitrap55.0trainTrue
4MassSpecGymID000000591.0542,125.0233,185.0961,229.0859,246.1125,28...0.07807807807807808,0.1841841841841842,0.03503...CC(=O)N[C@@H](CC1=CC=CC=C1)C2=CC(=CC(=O)O2)OCVFMQMACUYWGDOJC16H17NO4C16H18NO4287.115224288.1225[M+H]+Orbitrap10.0trainTrue
\n", "
" ], "text/plain": [ " identifier mzs \\\n", "0 MassSpecGymID0000001 91.0542,125.0233,154.0499,155.0577,185.0961,20... \n", "1 MassSpecGymID0000002 91.0542,125.0233,155.0577,185.0961,229.0859,24... \n", "2 MassSpecGymID0000003 69.0343,91.0542,125.0233,127.039,153.0699,154.... \n", "3 MassSpecGymID0000004 69.0343,91.0542,110.06,111.0441,112.0393,120.0... \n", "4 MassSpecGymID0000005 91.0542,125.0233,185.0961,229.0859,246.1125,28... \n", "\n", " intensities \\\n", "0 0.24524524524524524,1.0,0.08008008008008008,0.... \n", "1 0.0990990990990991,0.28128128128128127,0.04004... \n", "2 0.03403403403403404,0.31431431431431434,1.0,0.... \n", "3 0.17917917917917917,0.47347347347347346,0.0380... \n", "4 0.07807807807807808,0.1841841841841842,0.03503... \n", "\n", " smiles inchikey formula \\\n", "0 CC(=O)N[C@@H](CC1=CC=CC=C1)C2=CC(=CC(=O)O2)OC VFMQMACUYWGDOJ C16H17NO4 \n", "1 CC(=O)N[C@@H](CC1=CC=CC=C1)C2=CC(=CC(=O)O2)OC VFMQMACUYWGDOJ C16H17NO4 \n", "2 CC(=O)N[C@@H](CC1=CC=CC=C1)C2=CC(=CC(=O)O2)OC VFMQMACUYWGDOJ C16H17NO4 \n", "3 CC(=O)N[C@@H](CC1=CC=CC=C1)C2=CC(=CC(=O)O2)OC VFMQMACUYWGDOJ C16H17NO4 \n", "4 CC(=O)N[C@@H](CC1=CC=CC=C1)C2=CC(=CC(=O)O2)OC VFMQMACUYWGDOJ C16H17NO4 \n", "\n", " precursor_formula parent_mass precursor_mz adduct instrument_type \\\n", "0 C16H18NO4 287.115224 288.1225 [M+H]+ Orbitrap \n", "1 C16H18NO4 287.115224 288.1225 [M+H]+ Orbitrap \n", "2 C16H18NO4 287.115224 288.1225 [M+H]+ Orbitrap \n", "3 C16H18NO4 287.115224 288.1225 [M+H]+ Orbitrap \n", "4 C16H18NO4 287.115224 288.1225 [M+H]+ Orbitrap \n", "\n", " collision_energy fold simulation_challenge \n", "0 30.0 train True \n", "1 20.0 train True \n", "2 40.0 train True \n", "3 55.0 train True \n", "4 10.0 train True " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": null, "id": "f678c082", "metadata": {}, "outputs": [], "source": [ "fomula_to_smiles = defaultdict(list)\n", "\n", "\n", "for i, row in data.iterrows():\n", " formula = row['formula']\n", " smiles = row['smiles']\n", " if smiles in fomula_to_smiles[formula]:\n", " continue\n", "\n", " fomula_to_smiles[formula].append(smiles)" ] }, { "cell_type": "code", "execution_count": null, "id": "ff776159", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Max number of unique smiles for a formula: 39, formulas: ['C27H30O15']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_smiles = [len(smiles) for smiles in fomula_to_smiles.values()]\n", "max_n_smiles = max(n_smiles)\n", "formula_with_max_smiles = [formula for formula, smiles in fomula_to_smiles.items() if len(smiles) == max_n_smiles]\n", "print(f\"Max number of unique smiles for a formula: {max_n_smiles}, formulas: {formula_with_max_smiles}\")\n", "plt.hist(n_smiles)\n", "plt.yscale('log')\n", "plt.xlabel(\"Number of unique smiles per formula\")\n", "plt.ylabel(\"Count (log scale)\")\n", "plt.title(\"Distribution of unique smiles per formula\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 47, "id": "6786b325", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Selected formula: C18H19NO4, number of unique smiles: 22\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# look at smiles with a formula with at least k unique smiles\n", "# k = 20\n", "# formula_to_count = {formula: len(smiles) for formula, smiles in fomula_to_smiles.items()}\n", "# formula_with_k_smiles = [formula for formula, count in formula_to_count.items() if count >= k]\n", "\n", "# # randomly select a formula\n", "# formula = np.random.choice(formula_with_k_smiles)\n", "# print(f\"Selected formula: {formula}, number of unique smiles: {formula_to_count[formula]}\")\n", "\n", "# good formulas so far\n", "# good_formulas = ['C20H22N2O2', 'C18H19NO4','C16H14O5', 'C15H12O5', 'C16H12O5']\n", "\n", "data = dataset.metadata\n", "\n", "formula = 'C18H19NO4'\n", "\n", "# visualize all smiles with the formula\n", "smiles = data[data['formula'] == formula]['smiles'].unique().tolist()\n", "\n", "print(f\"Selected formula: {formula}, number of unique smiles: {len(smiles)}\")\n", "mols = [Chem.MolFromSmiles(s) for s in smiles]\n", "img = Draw.MolsToGridImage(mols, molsPerRow=5, subImgSize=(200,200))\n", "img" ] }, { "cell_type": "markdown", "id": "ce6eacc9", "metadata": {}, "source": [ "Model" ] }, { "cell_type": "code", "execution_count": 1, "id": "ae815c2f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data path: /r/hassounlab/spectra_data/msgym/MassSpecGym.tsv\n", "Processing formula spectra\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 213548/213548 [00:15<00:00, 13819.35it/s]\n", "/data/yzhouc01/FILIP-MS/mvp/data/datasets.py:221: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " tmp_df['spec'] = tmp_df.apply(lambda row: data_utils.make_tmp_subformula_spectra(row), axis=1)\n" ] } ], "source": [ "import sys\n", "sys.path.insert(0, \"/data/yzhouc01/MassSpecGym\")\n", "sys.path.insert(0, \"/data/yzhouc01/FILIP-MS\")\n", "\n", "from rdkit import RDLogger\n", "import pytorch_lightning as pl\n", "from pytorch_lightning import Trainer\n", "from massspecgym.models.base import Stage\n", "import os\n", "\n", "from mvp.utils.data import get_spec_featurizer, get_mol_featurizer, get_ms_dataset\n", "from mvp.utils.models import get_model\n", "\n", "from mvp.definitions import TEST_RESULTS_DIR\n", "import yaml\n", "from functools import partial\n", "# Suppress RDKit warnings and errors\n", "lg = RDLogger.logger()\n", "lg.setLevel(RDLogger.CRITICAL)\n", "\n", "# Load model and data\n", "\n", "param_pth = '/data/yzhouc01/FILIP-MS/experiments/20250913_optimized_filip-model/lightning_logs/version_0/hparams.yaml'\n", "with open(param_pth) as f:\n", " params = yaml.load(f, Loader=yaml.FullLoader)\n", "\n", "spec_featurizer = get_spec_featurizer(params['spectra_view'], params)\n", "mol_featurizer = get_mol_featurizer(params['molecule_view'], params)\n", "dataset = get_ms_dataset(params['spectra_view'], params['molecule_view'], spec_featurizer, mol_featurizer, params)" ] }, { "cell_type": "code", "execution_count": 2, "id": "bf1f3642", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Model from checkpoint\n" ] } ], "source": [ "# load model\n", "import torch \n", "checkpoint_pth = \"/data/yzhouc01/FILIP-MS/experiments/20250913_optimized_filip-model/epoch=1993-train_loss=0.10.ckpt\"\n", "params['checkpoint_pth'] = checkpoint_pth\n", "model = get_model(params['model'], params)" ] }, { "cell_type": "code", "execution_count": 48, "id": "27b2ad7e", "metadata": {}, "outputs": [], "source": [ "formula = 'C18H19NO4'\n", "\n", "idx_of_interet = dataset.metadata[dataset.metadata['formula'] == formula].index.tolist()\n" ] }, { "cell_type": "code", "execution_count": 49, "id": "b99e036b", "metadata": {}, "outputs": [], "source": [ "# identify subformula frequency\n", "subformula_to_spectra_idx = defaultdict(list)\n", "subformula_to_smiles = defaultdict(set)\n", "\n", "for idx in idx_of_interet:\n", " formula = dataset.metadata.loc[idx, 'formula']\n", " smiles = dataset.metadata.loc[idx, 'smiles']\n", "\n", " spectra = dataset.spectra[idx]\n", " for f in spectra.metadata['formulas']:\n", " subformula_to_spectra_idx[f].append(idx)\n", " subformula_to_smiles[f].add(smiles)" ] }, { "cell_type": "code", "execution_count": 50, "id": "4c8a5ee1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "subformula_to_unique_smiles = {f: len(smiles) for f, smiles in subformula_to_smiles.items()}\n", "plt.hist(subformula_to_unique_smiles.values())\n", "plt.yscale('log')\n", "plt.xlabel(\"Number of unique spectra per subformula\")\n", "plt.ylabel(\"Count (log scale)\")\n", "plt.title(\"Distribution of unique spectra per subformula\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 53, "id": "3afc4752", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C9H6 12\n", "C13H8 11\n", "C14H8 10\n", "C14H9 10\n", "C14H10O 10\n", "C18H19NO4 22\n", "C7H6 12\n" ] } ], "source": [ "# print subformula with at least 50 unique smiles\n", "for f, ct in subformula_to_unique_smiles.items():\n", " if ct >= 10:\n", " print(f, ct)" ] }, { "cell_type": "code", "execution_count": 54, "id": "1b0f4a72", "metadata": {}, "outputs": [], "source": [ "# collect peak embeddings corresponding to seelected subformula\n", "subformula = 'C14H10O'\n", "peak_embeddings = []\n", "seleced_smiles = []\n", "\n", "# Embeddings\n", "model = model.to(torch.device('cpu'))\n", "model.eval()\n", "for i in subformula_to_spectra_idx[subformula]:\n", " with torch.no_grad():\n", " p_idx = np.where(dataset.spectra[i].metadata['formulas'] == formula)\n", " smiles = dataset.metadata.loc[i, 'smiles']\n", " seleced_smiles.append(smiles)\n", " spec_enc, _ = model.forward(dataset[i], stage='test')\n", " peak_embeddings.append(spec_enc[p_idx][0].cpu().numpy())" ] }, { "cell_type": "code", "execution_count": 10, "id": "f9557961", "metadata": {}, "outputs": [], "source": [ "import umap" ] }, { "cell_type": "code", "execution_count": 56, "id": "c2057502", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(28, 512)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/data/yzc-conda/spec/lib/python3.11/site-packages/umap/umap_.py:1952: UserWarning:\n", "\n", "n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "embeddings = np.array(peak_embeddings)\n", "print(embeddings.shape)\n", "\n", "# Initialize UMAP\n", "reducer = umap.UMAP(n_neighbors=2, n_components=2, random_state=42)\n", "\n", "# Fit and transform embeddings\n", "embedding_2d = reducer.fit_transform(embeddings)\n", "\n", "# Plot the 2D projection\n", "plt.scatter(embedding_2d[:, 0], embedding_2d[:, 1], s=5, alpha=0.7)\n", "plt.title(\"UMAP projection\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 57, "id": "ad5db73d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data/yzc-conda/spec/lib/python3.11/site-packages/sklearn/utils/deprecation.py:132: FutureWarning:\n", "\n", "'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", "\n", "/data/yzc-conda/spec/lib/python3.11/site-packages/sklearn/utils/deprecation.py:132: FutureWarning:\n", "\n", "'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", "\n" ] } ], "source": [ "import hdbscan\n", "import pandas as pd\n", "import numpy as np\n", "\n", "# embedding_2d is your UMAP output\n", "clusterer = hdbscan.HDBSCAN()\n", "labels = clusterer.fit_predict(embedding_2d) # -1 = noise\n", "\n", "# Combine with SMILES\n", "df = pd.DataFrame({\n", " \"SMILES\": seleced_smiles,\n", " \"Cluster\": labels\n", "})" ] }, { "cell_type": "code", "execution_count": 59, "id": "57614a7a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Cluster\n", " 1 11\n", " 0 10\n", "-1 7\n", "Name: count, dtype: int64" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.Cluster.value_counts()" ] }, { "cell_type": "code", "execution_count": 60, "id": "1d1538b1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 6\n", "Cluster 0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "1 3\n", "Cluster 1\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in df['Cluster'].unique():\n", " if i == -1:\n", " continue\n", " print(i, len(df[df['Cluster']==i]['SMILES'].unique().tolist()))\n", " print(f'Cluster {i}')\n", " mols = [Chem.MolFromSmiles(s) for s in df[df['Cluster']==i]['SMILES'].unique().tolist()]\n", " img = Draw.MolsToGridImage(mols, molsPerRow=5, subImgSize=(200,200))\n", " display(img)" ] }, { "cell_type": "markdown", "id": "0826b243", "metadata": {}, "source": [ "\n", "\n", "# strategy 2" ] }, { "cell_type": "code", "execution_count": 63, "id": "982b634f", "metadata": {}, "outputs": [], "source": [ "subformula_to_smiles = defaultdict(set)\n", "subformula_to_spectra_idx = defaultdict(list)\n", "\n", "# iterate through all spectra\n", "for i, d in dataset.metadata.iterrows():\n", " smiles = d['smiles']\n", " spec = dataset.spectra[i]\n", " for f in spec.metadata['formulas']:\n", " subformula_to_smiles[f].add(smiles)\n", " subformula_to_spectra_idx[f].append(i)" ] }, { "cell_type": "code", "execution_count": 64, "id": "2134669c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist([len(s) for s in subformula_to_smiles.values()])\n", "plt.yscale('log')\n", "plt.xlabel(\"Number of unique smiles per subformula\")\n", "plt.ylabel(\"Count (log scale)\")\n", "plt.title(\"Distribution of unique smiles per subformula\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 70, "id": "5667cdcd", "metadata": {}, "outputs": [], "source": [ "# choose a subformula with at least 50 unique smiles but not too generic\n", "\n", "subformula_data = []\n", "for f in subformula_to_smiles.keys():\n", " subformula_data.append([f, list(subformula_to_smiles[f]), subformula_to_spectra_idx[f]])\n", "\n", "subformula_df = pd.DataFrame(subformula_data, columns=['Subformula', 'Unique_SMILES', 'Spectra_Indices'])" ] }, { "cell_type": "code", "execution_count": 78, "id": "7161ebfe", "metadata": {}, "outputs": [], "source": [ "# add additional info\n", "subformula_df['n_smiles'] = subformula_df['Unique_SMILES'].apply(len)\n", "subformula_df['has_nitrogen'] = subformula_df['Subformula'].apply(lambda x: 'N' in x)\n", "subformula_df['has_oxygen'] = subformula_df['Subformula'].apply(lambda x: 'O' in x)" ] }, { "cell_type": "code", "execution_count": 79, "id": "b41006d9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SubformulaUnique_SMILESSpectra_Indicesn_smileshas_nitrogenhas_oxygen
1046C9H7NO[COC1=CC(=CC(=C1)NC(=O)CN2C3=CC=CC=C3C(=CC2=O)...[392, 396, 671, 674, 675, 677, 901, 905, 910, ...2345TrueTrue
1052C10H9NO[C1OC2=CC3=CC(=C(N=C3C=C2O1)N)C(=O)NC4=CC=CC=C...[392, 393, 394, 396, 397, 398, 901, 902, 904, ...1788TrueTrue
2587C8H7NO[C1CCOC(C1)CN2C=C(C=N2)NC(=O)C3=CC4=C(C=C3)NC=...[1696, 1698, 1699, 1704, 1705, 1706, 1707, 170...1706TrueTrue
1159C5H5NO[C1OC2=CC3=CC(=C(N=C3C=C2O1)N)C(=O)NC4=CC=CC=C...[421, 422, 424, 425, 1047, 1721, 1725, 1727, 1...1450TrueTrue
2787C4H5NO[C1=CC=C(C=C1)C[C@@H](C(=O)N[C@@H](CCC(=O)N)C(...[1779, 1780, 1787, 1789, 1790, 1791, 1793, 179...1380TrueTrue
.....................
2174C10H18N2O[CC(C)[C@H](C(=O)NCC1=CC=C(C=C1)OC)NC(=O)C2CCN...[1171, 1179, 51943, 51954, 62242, 82752, 82754...100TrueTrue
6157C6H8NO2[CC1=CC(=O)OC2=C1C=CC(=C2)NC(=O)[C@@H]3CCCN3C(...[4680, 6057, 7397, 8570, 9357, 21802, 23017, 2...100TrueTrue
4045C3H7N2O2[CC(C)CS(=O)(=O)NCC(C1=COC=C1)N2CCSCC2, CCC1CN...[2989, 7004, 9280, 9295, 9298, 20159, 35354, 3...100TrueTrue
11009C15H10N2O2[CC(C)N1C=C(C=N1)NC(=O)CC2=CC=C(C=C2)OC3=NC=NC...[10980, 10981, 10982, 10987, 36081, 36087, 360...100TrueTrue
10951C9H5N2O[CCOC(=O)C1=CN=C2C=CC(=NC2=C1Br)OC, CC(C)C1=C2...[10908, 10914, 10915, 10956, 10957, 10958, 115...100TrueTrue
\n", "

547 rows × 6 columns

\n", "
" ], "text/plain": [ " Subformula Unique_SMILES \\\n", "1046 C9H7NO [COC1=CC(=CC(=C1)NC(=O)CN2C3=CC=CC=C3C(=CC2=O)... \n", "1052 C10H9NO [C1OC2=CC3=CC(=C(N=C3C=C2O1)N)C(=O)NC4=CC=CC=C... \n", "2587 C8H7NO [C1CCOC(C1)CN2C=C(C=N2)NC(=O)C3=CC4=C(C=C3)NC=... \n", "1159 C5H5NO [C1OC2=CC3=CC(=C(N=C3C=C2O1)N)C(=O)NC4=CC=CC=C... \n", "2787 C4H5NO [C1=CC=C(C=C1)C[C@@H](C(=O)N[C@@H](CCC(=O)N)C(... \n", "... ... ... \n", "2174 C10H18N2O [CC(C)[C@H](C(=O)NCC1=CC=C(C=C1)OC)NC(=O)C2CCN... \n", "6157 C6H8NO2 [CC1=CC(=O)OC2=C1C=CC(=C2)NC(=O)[C@@H]3CCCN3C(... \n", "4045 C3H7N2O2 [CC(C)CS(=O)(=O)NCC(C1=COC=C1)N2CCSCC2, CCC1CN... \n", "11009 C15H10N2O2 [CC(C)N1C=C(C=N1)NC(=O)CC2=CC=C(C=C2)OC3=NC=NC... \n", "10951 C9H5N2O [CCOC(=O)C1=CN=C2C=CC(=NC2=C1Br)OC, CC(C)C1=C2... \n", "\n", " Spectra_Indices n_smiles \\\n", "1046 [392, 396, 671, 674, 675, 677, 901, 905, 910, ... 2345 \n", "1052 [392, 393, 394, 396, 397, 398, 901, 902, 904, ... 1788 \n", "2587 [1696, 1698, 1699, 1704, 1705, 1706, 1707, 170... 1706 \n", "1159 [421, 422, 424, 425, 1047, 1721, 1725, 1727, 1... 1450 \n", "2787 [1779, 1780, 1787, 1789, 1790, 1791, 1793, 179... 1380 \n", "... ... ... \n", "2174 [1171, 1179, 51943, 51954, 62242, 82752, 82754... 100 \n", "6157 [4680, 6057, 7397, 8570, 9357, 21802, 23017, 2... 100 \n", "4045 [2989, 7004, 9280, 9295, 9298, 20159, 35354, 3... 100 \n", "11009 [10980, 10981, 10982, 10987, 36081, 36087, 360... 100 \n", "10951 [10908, 10914, 10915, 10956, 10957, 10958, 115... 100 \n", "\n", " has_nitrogen has_oxygen \n", "1046 True True \n", "1052 True True \n", "2587 True True \n", "1159 True True \n", "2787 True True \n", "... ... ... \n", "2174 True True \n", "6157 True True \n", "4045 True True \n", "11009 True True \n", "10951 True True \n", "\n", "[547 rows x 6 columns]" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subformula_df[(subformula_df['n_smiles'] >= 100) & (subformula_df['has_oxygen']) & (subformula_df['has_nitrogen'])].sort_values(by='n_smiles', ascending=False)" ] }, { "cell_type": "code", "execution_count": 82, "id": "38cfb3c7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subformula = 'C4H5NO'\n", "spectra_indices = subformula_df[subformula_df['Subformula'] == subformula]['Spectra_Indices'].values[0]\n", "sampled_smiles = subformula_df[subformula_df['Subformula'] == subformula]['Unique_SMILES'].values[0][:20]\n", "mols = [Chem.MolFromSmiles(s) for s in sampled_smiles]\n", "img = Draw.MolsToGridImage(mols, molsPerRow=5, subImgSize=(200,200))\n", "img" ] }, { "cell_type": "code", "execution_count": 86, "id": "43893a48", "metadata": {}, "outputs": [], "source": [ "# select one spectra indx per smile\n", "\n", "all_smiles = subformula_df[subformula_df['Subformula'] == subformula]['Unique_SMILES'].values[0]\n", "selected_indecies = [] \n", "for s in all_smiles:\n", " idx = dataset.metadata[(dataset.metadata['smiles'] == s) & (dataset.metadata.index.isin(spectra_indices))].index[0]\n", " selected_indecies.append(idx)\n" ] }, { "cell_type": "code", "execution_count": 100, "id": "56959c5f", "metadata": {}, "outputs": [], "source": [ "# collect peak embeddings corresponding to seelected subformula\n", "peak_embeddings = []\n", "seleced_smiles = []\n", "\n", "# Embeddings\n", "model = model.to(torch.device('cpu'))\n", "model.eval()\n", "for i in selected_indecies:\n", " with torch.no_grad():\n", " p_idx = np.where(dataset.spectra[i].metadata['formulas'] == subformula)\n", " smiles = dataset.metadata.loc[i, 'smiles']\n", " seleced_smiles.append(smiles)\n", " spec_enc, _ = model.forward(dataset[i], stage='test')\n", " peak_embeddings.append(spec_enc[p_idx][0].cpu().numpy())" ] }, { "cell_type": "code", "execution_count": 111, "id": "740ee069", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1380, 512)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/data/yzc-conda/spec/lib/python3.11/site-packages/umap/umap_.py:1952: UserWarning:\n", "\n", "n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "embeddings = np.array(peak_embeddings)\n", "print(embeddings.shape)\n", "\n", "# Initialize UMAP\n", "reducer = umap.UMAP(n_neighbors=15, n_components=2, random_state=42)\n", "\n", "# Fit and transform embeddings\n", "embedding_2d = reducer.fit_transform(embeddings)\n", "\n", "# Plot the 2D projection\n", "plt.scatter(embedding_2d[:, 0], embedding_2d[:, 1], s=5, alpha=0.7)\n", "plt.title(\"UMAP projection\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 115, "id": "a6dfa435", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data/yzc-conda/spec/lib/python3.11/site-packages/sklearn/utils/deprecation.py:132: FutureWarning:\n", "\n", "'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", "\n", "/data/yzc-conda/spec/lib/python3.11/site-packages/sklearn/utils/deprecation.py:132: FutureWarning:\n", "\n", "'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n", "\n" ] } ], "source": [ "import hdbscan\n", "import pandas as pd\n", "import numpy as np\n", "\n", "# embedding_2d is your UMAP output\n", "clusterer = hdbscan.HDBSCAN(min_cluster_size=5)\n", "labels = clusterer.fit_predict(embedding_2d) # -1 = noise\n", "\n", "# Combine with SMILES\n", "df = pd.DataFrame({\n", " \"SMILES\": seleced_smiles,\n", " \"Cluster\": labels\n", "})" ] }, { "cell_type": "code", "execution_count": 118, "id": "d71e0ebd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5 37\n", "Cluster 5\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "12 36\n", "Cluster 12\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "40 31\n", "Cluster 40\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "34 29\n", "Cluster 34\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "25 8\n", "Cluster 25\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "23 20\n", "Cluster 23\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "22 38\n", "Cluster 22\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "43 13\n", "Cluster 43\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "18 16\n", "Cluster 18\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in df['Cluster'].unique().tolist()[0:10]:\n", " if i == -1:\n", " continue\n", " print(i, len(df[df['Cluster']==i]['SMILES'].unique().tolist()))\n", " print(f'Cluster {i}')\n", " mols = [Chem.MolFromSmiles(s) for s in df[df['Cluster']==i]['SMILES'].unique().tolist()[:20]]\n", " img = Draw.MolsToGridImage(mols, molsPerRow=5, subImgSize=(200,200))\n", " display(img)" ] }, { "cell_type": "code", "execution_count": null, "id": "3fda8898", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "spec", "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }