{ "cells": [ { "cell_type": "markdown", "id": "76030250", "metadata": {}, "source": [ "# NTL9
\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "6f7d98ce-47ad-4b54-b820-57e676d269b0", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:24:53.608056Z", "iopub.status.busy": "2025-11-10T13:24:53.607108Z", "iopub.status.idle": "2025-11-10T13:24:55.369807Z", "shell.execute_reply": "2025-11-10T13:24:55.369053Z" }, "tags": [ "remove-cell" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Settings loaded.\n" ] } ], "source": [ "%run maintainer/sett.py #import packages and plot setup\n", "Path(\"../extra\").mkdir(exist_ok=True)" ] }, { "cell_type": "markdown", "id": "0e32378c", "metadata": {}, "source": [ "To provide examples of ID applications, we used trajectories of fast folding proteins generated by D. E. Shaw group ([DOI:10.1126/science.1208351](https://pubmed.ncbi.nlm.nih.gov/22034434/)). \n", "\n", "In particular, we used N-terminal Domain of Ribosomal Protein L9 (NTL9, PDB: 2HBA(1-39)) containing a single point mutation, K12M, to increase its stability by 1.9 kcal mol−1 . \n", "\n", "We used protein structure and trajectory data of DESRES-Trajectory_NTL9-2-protein. \n", "We sampled the originally simulated trajectory in 6 shorter sub-trajectories of 2000 frames each, representing either the folded state of the protein (f0, f1, f2) or the unfolded one (u0, u1, u2).\n", "| Original Trajectory | New Trajectory | Frames | State |\n", "|------------------------|----------------|-----------|-------|\n", "|NTL9-2-protein-000.dcd |ntl9_u0.xtc |[:2000] | Unfolded |\n", "|NTL9-2-protein-050.dcd |ntl9_f0.xtc |[:2000] | Folded |\n", "|NTL9-2-protein-080.dcd |ntl9_u1.xtc |[:2000] | Unfolded |\n", "|NTL9-2-protein-100.dcd |ntl9_f1.xtc |[:2000] | Folded |\n", "|NTL9-2-protein-124.dcd |ntl9_u2.xtc |[:2000] | Unfolded |\n", "|NTL9-2-protein-194.dcd |ntl9_f2.xtc |[:2000] | Folded |\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "6df27909-5de9-455a-b2da-d4eb4d251a68", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:24:55.372226Z", "iopub.status.busy": "2025-11-10T13:24:55.371835Z", "iopub.status.idle": "2025-11-10T13:25:17.941419Z", "shell.execute_reply": "2025-11-10T13:25:17.940791Z" }, "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "topology='examples/NTL9/ntl9.pdb'\n", "trajectory='examples/NTL9/ntl9'\n", "protein = 'ntl9'\n", "\n", "projection_method = 'Dihedrals' # or 'Distances'\n", "projection_kwargs = {}\n", "\n", "data = []\n", "states = ['u0','u1', 'u2', 'f0', 'f1', 'f2'] \n", "\n", "\n", "for state in states:\n", " mean_all, mean_last, local_id = intrinsic_dimension(\n", " topology=topology, \n", " trajectory=trajectory+f'_{state}.xtc', \n", " projection_method=projection_method, \n", " projection_kwargs = projection_kwargs,\n", " id_method='local', \n", " verbose=False\n", " )\n", "\t\n", " data.append(\n", " {\n", " 'trajectory': state,\n", "\t 'mean_all': mean_all,\n", "\t 'mean_last': mean_last,\n", " 'local_id': local_id,\n", " }\n", " )\n", " \n", "data = pd.DataFrame(data)\n", "data[\"folded\"] = data[\"trajectory\"].str.startswith(\"f\")" ] }, { "cell_type": "markdown", "id": "f0a45ae1", "metadata": {}, "source": [ "**intrinsic_dimension()**" ] }, { "cell_type": "markdown", "id": "d3239a42", "metadata": {}, "source": [ "By computing ID as ``local`` it is possible to see how this value evolves along the trajectory, we called it **Instantaneous ID**." ] }, { "cell_type": "code", "execution_count": 3, "id": "017d202a", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:25:17.943713Z", "iopub.status.busy": "2025-11-10T13:25:17.943347Z", "iopub.status.idle": "2025-11-10T13:25:18.873709Z", "shell.execute_reply": "2025-11-10T13:25:18.872998Z" }, "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 10), nrows=2)\n", " \n", "#instantaneous id\n", "for i, s in enumerate(data['trajectory']):\n", " local_id = data.loc[i, 'local_id']\n", " frames = np.arange(len(local_id))\n", " time_ns = frames / 10.0 # Convert frames to nanoseconds\n", " ax[0].plot(time_ns, local_id, color=colors.colors[i], linewidth=0.8)\n", "\n", "ax[0].set_xlabel(\"Time (ns)\")\n", "ax[0].set_ylabel(\"ID\")\n", " \n", "\n", "#id frequency\n", "all_values = np.concatenate(data['local_id'].values) # concatenate all local_id arrays\n", "bins = np.linspace(all_values.min(), all_values.max(), 30)\n", "\n", "for i, state in enumerate(data['trajectory']):\n", " local_id = data.loc[i, 'local_id']\n", " ax[1].hist(local_id, bins=bins, alpha=0.7, label=f\"{state}\", color=colors.colors[i], edgecolor='black', linewidth=0.5)\n", "\n", "ax[1].set_xlabel(\"ID\")\n", "ax[1].set_ylabel(\"Number of Frames\")\n", "ax[1].legend(loc = 'upper right', title = 'Trajectory')\n", "\n", "plt.savefig(f'../extra/NTL9_instantaneous_{projection_method}.pdf', dpi=300,bbox_inches='tight')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "bd05ba82", "metadata": {}, "source": [ "The trajectories are clearly split in two ID groups, so we can divide the trajectories in \"folded\" and \"unfolded\" by setting a threshold at ID<20, this shows the capability of ID to identify the two distinct states. \n", "\n", "This can be done both with ``local`` (including standard deviations) ID and the mean of the ``global`` ID along the trajectory.\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "a6c0ef41", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:25:18.875513Z", "iopub.status.busy": "2025-11-10T13:25:18.875298Z", "iopub.status.idle": "2025-11-10T13:25:21.237219Z", "shell.execute_reply": "2025-11-10T13:25:21.236280Z" }, "scrolled": true, "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "global_all = []\n", "global_last = []\n", "for state in states:\n", " gid, gid_last = intrinsic_dimension(\n", " topology = topology, \n", " trajectory = trajectory+f'_{state}.xtc', \n", " projection_method=projection_method, \n", " projection_kwargs = projection_kwargs,\n", " id_method='global', \n", " verbose=False\n", " )\n", " \n", " global_all.append(gid)\n", " global_last.append(gid_last)\n", "data['global_all'] = global_all\n", "data['global_last'] = global_last\n", "\n", "threshold_value = 20\n", "fig, ax = plt.subplots(figsize=(6,6))\n", "\n", "folded_group = data[data['folded']== True]\n", "unfolded_group = data[data['folded']== False]\n", "\n", "groups = [(folded_group, 0, \"Folded\"), (unfolded_group, 1, \"Unfolded\")]\n", "shift_amount = 0.3\n", "for group, x_base, label_name in groups:\n", " n_points = len(group)\n", " shifts = np.linspace(-shift_amount, shift_amount, n_points)\n", " for j, (index, row) in enumerate(group.iterrows()):\n", " x = x_base + shifts[j]\n", " y = row['mean_all']\n", " #std_val = np.std(row['local_id'])\n", " color_idx = states.index(row['trajectory']) # color by trajectory\n", " #plt.errorbar(x, y, yerr=std_val,color=colors.colors[color_idx],fmt='o', markeredgecolor='black', ecolor='black', capsize=5, markersize=8,label=f\"{row['trajectory']}\")\n", " plt.plot(\n", " x, \n", " y,marker='o', \n", " markersize=8,\n", " color=colors.colors[color_idx], \n", " markeredgecolor='black'\n", " )\n", " plt.plot(x, \n", " row['global_all'],\n", " marker='^', \n", " markersize=8,\n", " color=colors.colors[color_idx], \n", " markeredgecolor='black'\n", " )\n", "\n", " #plt.scatter(x, y,color=colors.colors[color_idx],edgecolor='black',s=64,label=f\"{row['trajectory']}\")\n", " \n", "plt.xticks([0, 1], ['Folded', 'Unfolded'])\n", "plt.xlim(-0.5, 1.5)\n", "ax.set_box_aspect(1)\n", "\n", "plt.ylabel(\"ID\")\n", "plt.ylim(0, data['mean_all'].max() + 5)\n", "\n", "circle_handle = mlines.Line2D([], [], color='black', marker='o', linestyle='None', markersize=8, label='Averaged')\n", "triangle_handle = mlines.Line2D([], [], color='black', marker='^', linestyle='None',markersize=8, label='Overall')\n", "plt.legend(handles=[circle_handle, triangle_handle], title='ID', loc='best')\n", "\n", "plt.tight_layout()\n", "plt.savefig(f'../extra/ntl9_avg_overall_{projection_method}.pdf', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7798c36a", "metadata": {}, "source": [ "**sections_id()**\n" ] }, { "cell_type": "markdown", "id": "93599770", "metadata": {}, "source": [ "Similarly, with section_id, it is possible to visualise, for each window, the value of ID along the trajectory (both as ``global`` ID and ``local``)." ] }, { "cell_type": "markdown", "id": "851f4d93-bcbf-43e2-aaf0-0cc6c17ea103", "metadata": {}, "source": [ "In this case it is intresting to notice how ID differs between replicas and windows, for example replica u2 completely overlaps with the folded values for the first few windows." ] }, { "cell_type": "code", "execution_count": 5, "id": "24f250d5-d35c-447a-a17b-7ffac98ad3b2", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:25:21.239470Z", "iopub.status.busy": "2025-11-10T13:25:21.238861Z", "iopub.status.idle": "2025-11-10T13:27:36.884564Z", "shell.execute_reply": "2025-11-10T13:27:36.883755Z" }, "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "states = ['u0','u1', 'u2', 'f0', 'f1', 'f2'] \n", "projection_method = 'Dihedrals'\n", "all_results = []\n", "for s in states: \n", " results = section_id(\n", " topology='examples/NTL9/ntl9.pdb', \n", " trajectory=f'examples/NTL9/ntl9_{s}.xtc', \n", " window_size = 15, \n", " stride = 3, \n", " projection_method=projection_method, \n", " id_method='local', \n", " verbose=False\n", " )\n", " results[\"trajectory\"] = s \n", " all_results.append(results)\n", "results = pd.concat(all_results, ignore_index=True)\n", "results[\"folded\"] = results[\"trajectory\"].str.startswith(\"f\")\n", "results['window'] = results[\"start\"].astype(str) + \"-\" + results[\"end\"].astype(str)" ] }, { "cell_type": "code", "execution_count": 6, "id": "d7d86b55-cb74-494a-943b-ec2d260f0d5f", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:27:36.886101Z", "iopub.status.busy": "2025-11-10T13:27:36.885946Z", "iopub.status.idle": "2025-11-10T13:27:37.606268Z", "shell.execute_reply": "2025-11-10T13:27:37.605642Z" }, "tags": [ "remove-input", "remove-inpit" ] }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax= plt.subplots(figsize=(8,8))\n", "\n", "shift_amount = 0.3\n", "unique_trajectories = results['trajectory'].unique()\n", "n_traj = len(unique_trajectories)\n", "shifts = np.linspace(-shift_amount, shift_amount, n_traj)\n", "\n", "#ID by segment\n", "for i, trajectory in enumerate(unique_trajectories):\n", " subset = results[results['trajectory'] == trajectory]\n", " x_labels = subset['window'].values\n", " x_positions = np.arange(len(x_labels))\n", " x_shifted = x_positions + shifts[i]\n", " y_std = subset['instantaneous'].apply(np.std).values\n", " y = subset['entire simulation'].values\n", "\n", " ax.errorbar(\n", " x_shifted, \n", " y, \n", " yerr=y_std, \n", " fmt='o', \n", " color=colors.colors[i],\n", " markeredgecolor='black', \n", " ecolor='black',\n", " elinewidth=0.8, \n", " capsize=3, \n", " markersize=8, \n", " label=f\"{trajectory}\"\n", " )\n", " #ax.scatter(x_shifted, y,color=colors.colors[i], edgecolor='black', s=100, label=f\"{trajectory}\")\n", "\n", "ax.set_xticks(np.arange(len(x_labels)))\n", "ax.set_xticklabels(x_labels, rotation=45, fontsize = 15)\n", "ax.set_ylabel(\"ID\", fontsize = 15)\n", "ax.set_xlabel('Window', fontsize = 15)\n", "plt.ylim(0, y.max() + 2)\n", "ax.set_box_aspect(1)\n", "plt.tight_layout(rect=[0.15, 0, 1, 1])\n", "plt.savefig(f'../extra/ntl9_sections_{projection_method}.pdf', dpi = 300)\n", "plt.show()\n", "\n", "#ID heatmap\n", "grouped_data = results.groupby(['trajectory', 'window'], as_index=False)['entire simulation'].mean()\n", "pivot_data = grouped_data.pivot(index='trajectory', columns='window', values='entire simulation')\n", "ordered_cols = sorted(pivot_data.columns, key=lambda w: int(w.split(\"-\")[0]))\n", "pivot_data = pivot_data[ordered_cols]\n", "\n", "fig, ax= plt.subplots(figsize=(8,8))\n", "pivot_data.columns.name = None\n", "sns.heatmap(pivot_data, cmap=\"YlOrRd\", annot=True, fmt=\".2f\", ax=ax, cbar_kws={'label': 'Intrinsic dimension'})\n", "ax.set_ylabel(\"Trajectory\")\n", "ax.set_xlabel('Window')\n", "ax.tick_params(axis='x', rotation=45, labelrotation=45)\n", "ax.tick_params(axis='y', rotation=0)\n", "ax.set_box_aspect(1)\n", "plt.tight_layout()\n", "plt.savefig(f'../extra/ntl9_sections_heatmap_{projection_method}.pdf', dpi = 300)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "1572204c", "metadata": {}, "source": [ "**secondary_structure_id()**" ] }, { "cell_type": "markdown", "id": "d2107784-ee13-49c1-b8ec-2c75dc12b75a", "metadata": {}, "source": [ "secondary_structure_id, divides the protein by secondary structure elements instead of same-length windows, estimating ID along the trajectory on each element individually (both as ``global`` ID and ``local``). " ] }, { "cell_type": "markdown", "id": "5a53ffa4-830c-43e3-a28a-88a5e1ebfcfb", "metadata": {}, "source": [ "Computing ID separately for each secondary structure element provides more detailed insights into the protein’s flexibility, as different types of secondary structures comprise distinct levels of flexibility in specific regions." ] }, { "cell_type": "code", "execution_count": 7, "id": "616d6e72-36c4-4466-b6e9-2cc062f12ff7", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:27:37.608248Z", "iopub.status.busy": "2025-11-10T13:27:37.608075Z", "iopub.status.idle": "2025-11-10T13:30:26.098452Z", "shell.execute_reply": "2025-11-10T13:30:26.097787Z" }, "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "states = ['u0','u1', 'u2', 'f0', 'f1', 'f2'] \n", "all_results_ss = []\n", "ss_assignments = []\n", "residue_numbers = None\n", "mol_ref=Molecule('examples/NTL9/ntl9.pdb')\n", "projection_method='Dihedrals'\n", "for s in states:\n", " results_ss, ss_table = secondary_structure_id(\n", " topology='examples/NTL9/ntl9.pdb', \n", " trajectory=f'examples/NTL9/ntl9_{s}.xtc', \n", " mol_ref = mol_ref, \n", " simplified=True, \n", " projection_method=projection_method, \n", " id_method='local' , \n", " verbose=False\n", " )\n", " \n", " results_ss['trajectory'] = s \n", " if residue_numbers is None:\n", " residue_numbers = ss_table['resid index'].values\n", " ss_assignments.append(ss_table['sec str type'].values)\n", " results_ss['trajectory'] = s \n", " all_results_ss.append(results_ss)\n", "\n", "results_ss = pd.concat(all_results_ss, ignore_index=True)\n", "results_ss[\"folded\"] = results_ss[\"trajectory\"].str.startswith(\"f\")\n", "results_ss['window'] = results_ss[\"start\"].astype(str) + \"-\" + results_ss[\"end\"].astype(str)" ] }, { "cell_type": "code", "execution_count": 8, "id": "2b5823ce", "metadata": { "execution": { "iopub.execute_input": "2025-11-10T13:30:26.100381Z", "iopub.status.busy": "2025-11-10T13:30:26.100153Z", "iopub.status.idle": "2025-11-10T13:30:26.688068Z", "shell.execute_reply": "2025-11-10T13:30:26.687556Z" }, "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#ID distribution\n", "fig, ax = plt.subplots(figsize=(8,8))\n", "shift_amount = 0.3\n", "unique_trajectories = results_ss['trajectory'].unique()\n", "n_traj = len(unique_trajectories)\n", "shifts = np.linspace(-shift_amount, shift_amount, n_traj)\n", "\n", "for i, trajectory in enumerate(unique_trajectories):\n", " subset = results_ss[results_ss['trajectory'] == trajectory]\n", " x_labels = subset['window'].values\n", " x_positions = np.arange(len(x_labels))\n", " x_shifted = x_positions + shifts[i]\n", " y_std = subset['instantaneous'].apply(np.std).values\n", " y = subset['entire simulation'].values\n", "\n", " ax.errorbar(x_shifted, y, yerr=y_std, fmt='o', color=colors.colors[i],markeredgecolor='black', ecolor='black',elinewidth=0.8, capsize=3, markersize=8, label=f\"{trajectory}\")\n", " #ax.scatter(x_shifted, y,color=colors.colors[i], edgecolor='black', s=100, label=f\"{trajectory}\")\n", "\n", "all_windows = sorted(subset['window'].unique(), key=lambda w: int(w.split(\"-\")[0]))\n", "\n", "xtick_labels = [f\"{w} ({s})\" for w, s in zip(all_windows, subset['sec str type'])]\n", "ax.set_xticks(np.arange(len(all_windows)))\n", "ax.set_xticklabels(xtick_labels, rotation=45, fontsize = 15)\n", "plt.ylim(0, y.max() + 2)\n", "#ax.set_yticks([])\n", "ax.tick_params(axis='x', rotation=45)\n", "ax.set_ylabel(\"ID\")\n", "ax.set_xlabel(\"Secondary Structure Element\")\n", "ax.set_box_aspect(1)\n", "ax.legend(title=\"Trajectory\", loc='center right', bbox_to_anchor=(1.30, 0.5))\n", "#ax.legend(title=\"Trajectory\", loc='upper left')\n", "\n", "plt.tight_layout(rect=[0.15, 0, 1, 1])\n", "plt.savefig(f'../extra/ntl9_ss_{projection_method}.pdf', dpi=300)\n", "plt.show()\n", "\n", "#ID value\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "grouped_data = results_ss.groupby(['trajectory', 'window'], as_index=False)['entire simulation'].mean()\n", "pivot_data = grouped_data.pivot(index='trajectory', columns='window', values='entire simulation')\n", "ordered_cols = sorted(pivot_data.columns, key=lambda w: int(w.split(\"-\")[0]))\n", "pivot_data = pivot_data[ordered_cols]\n", "pivot_data.columns.name = None\n", "sns.heatmap(pivot_data, cmap=\"OrRd\", annot=True, fmt=\".2f\", ax=ax, cbar_kws={'label': 'Intrinsic dimension'})\n", "ax.set_ylabel(\"Trajectory\")\n", "ax.set_xlabel(\"Secondary Structure Element\")\n", "ax.tick_params(axis='x', rotation=45, labelrotation=45)\n", "ax.tick_params(axis='y', rotation=0)\n", "ax.set_box_aspect(1)\n", "plt.tight_layout()\n", "plt.savefig(f'../extra/ntl9_ss_heatmap_{projection_method}.pdf', dpi=300)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "ae15d77e-96d1-43d6-afd4-fcbd84851bed", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "mdintrinsicdimension", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }