{
"cells": [
{
"cell_type": "markdown",
"id": "91a2cb89-9289-484f-ab58-06abd945340f",
"metadata": {},
"source": [
"# TS-DAR Tutorial for PP2A\n",
"**Reference**: Liu, B., Boysen, J.G., Unarta, I.C. et al. Exploring transition states of protein conformational changes via out-of-distribution detection in the hyperspherical latent space. Nat Commun 16, 349 (2025). https://doi.org/10.1038/s41467-024-55228-4\n",
"\n",
"\n",
"## TS-DAR Framework: An Overview\n",
"\n",
"In this notebook, we introduce **Transition State identification via Dispersion and vAriational principle Regularized neural networks (TS-DAR)**, a computational framework that utilizes out-of-distribution (OOD) detection to accurately and simultaneously identify transition states involved in specific biomolecular conformational changes. TS-DAR leverages a deep learning model to map protein conformations from molecular dynamics (MD) simulations into a hyperspherical latent space. This low-dimensional representation preserves the essential kinetic information while still capturing the protein's dynamic behavior. To distinguish metastable states from transition states, TS-DAR employs a VAMP-2 loss and dispersion loss function:\n",
"\n",
"1. **VAMP-2 Loss:** Encourages the latent representation to capture the slow dynamics of the system by maximizing correlations between time-lagged data.\n",
"2. **Dispersion Loss:** Ensures that the latent space does not collapse by promoting a well-dispersed representation of the macrostates.\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "d06d23f3-5e4d-4a3b-a661-1de0eae763e8",
"metadata": {},
"source": [
"## Before starting, make sure you have done the following:\n",
"\n",
"#### 1. Download and install Anaconda:\n",
"wget https://repo.anaconda.com/archive/Anaconda3-2024.06-1-Linux-x86_64.sh
\n",
"./Anaconda3-2024.06-1-Linux-x86_64.sh\n",
"#### 2. Create a new conda environment and install the ts-dar source code locally:\n",
"conda create -n ts-dar python=3.9
\n",
"conda activate ts-dar
\n",
"#### 3. Install dependencies\n",
"!pip install matplotlib numpy==1.26.1 scipy==1.11.4 torch==1.13.1 tqdm==4.66.1\n",
"#### 4. Clone the repository\n",
"!git clone https://github.com/xuhuihuang/ts-dar.git\n",
"#### 5. Install the package\n",
"!python -m pip install ./ts-dar"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "e12ebeee-fd7a-4cf3-a2a4-fe7df8666819",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import torch\n",
"import torch.nn as nn\n",
"from matplotlib import pyplot as plt\n",
"\n",
"from torch.utils.data.dataloader import DataLoader\n",
"from torch.utils.data import random_split\n",
"\n",
"from tsdar.utils import set_random_seed\n",
"from tsdar.loss import Prototypes\n",
"from tsdar.model import TSDAR, TSDARLayer, TSDAREstimator\n",
"from tsdar.dataprocessing import Preprocessing"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "b62bf6d9-c40b-4c58-969b-7c7145377baa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cpu\n"
]
}
],
"source": [
"if torch.cuda.is_available():\n",
" device = torch.device('cuda')\n",
" print('cuda is available')\n",
"else:\n",
" device = torch.device('cpu')\n",
" print('cpu')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "df88edee-5a42-467f-bce5-3a6521a8c60b",
"metadata": {},
"outputs": [],
"source": [
"def load_xvg(filename):\n",
" with open(filename) as f:\n",
" lines = [line for line in f if not line.startswith(('@', '#'))]\n",
" data = np.genfromtxt(lines)\n",
" return data"
]
},
{
"cell_type": "markdown",
"id": "cb1367d9-dc34-4942-b989-08b817eb26d6",
"metadata": {},
"source": [
"## Load the PP2A Data:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "894adfad-70ed-4dad-a1d7-4fb8ad4081ff",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(11701, 1000)\n",
"(11930, 1000)\n",
"(11925, 1000)\n",
"(11948, 1000)\n",
"(11911, 1000)\n",
"(12008, 1000)\n",
"(11997, 1000)\n",
"(11952, 1000)\n",
"(12053, 1000)\n",
"(11933, 1000)\n"
]
}
],
"source": [
"data = []\n",
"for i in range(10):\n",
" tmp = np.load(rf'./PP2A_data/spec_osasis_filter_1000_select_CA_pairwise_distances_WT_{i}_traj.npy')\n",
" print(np.shape(tmp))\n",
" data.append(tmp)\n",
"\n",
"phy_coord = []\n",
"for i in range(10):\n",
" tmp = load_xvg(rf'./PP2A_data/Carm_SLiM_dist_MN_Carm_572_574_dist_WT_{i}_traj.xvg')[:, 1]\n",
" phy_coord.append(tmp)"
]
},
{
"cell_type": "markdown",
"id": "7a738e10-7b25-4824-a974-ec7b284f06ba",
"metadata": {},
"source": [
"## Preprocessing Molecular Dynamics Data:\n",
"Preprocess the original trajectories to create datasets for training. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "fcb12715-5e6a-4607-958e-3f069416d9d9",
"metadata": {},
"outputs": [],
"source": [
"pre = Preprocessing(dtype=np.float32)\n",
"dataset = pre.create_dataset(lag_time=10,data=data)"
]
},
{
"cell_type": "markdown",
"id": "7966ee59-14eb-49ea-b3a8-37e117f86866",
"metadata": {},
"source": [
"## Training the TS-DAR Model:\n",
"We now train a TS-DAR Model to learn a **latent space representation of the protein structures**. This consists of **(a) feature extraction**: protein structures are transformed into a suitable representation (e.g., coordinates, distances, or angles between atoms); **(b) encoder training**: The encoder learns to compress the input conformations (high-dimensional protein structures) into a lower-dimensional latent space."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e66a4652-2289-4082-9012-4cacf34f5c9c",
"metadata": {},
"outputs": [],
"source": [
"# The output for this code is provided in ./trained_model_examples/, but we include the code for your reference.\n",
"\n",
"set_random_seed(0)\n",
"\n",
"for i in range(1,11):\n",
" import os\n",
" os.makedirs(rf'./new_trained_models/{i}', exist_ok=True) #create new folder for new training runs\n",
" os.chdir(rf'./new_trained_models/{i}') \n",
"\n",
" val = int(len(dataset)*0.10)\n",
" train_data, val_data = torch.utils.data.random_split(dataset, [len(dataset)-val, val]) #way the dataset is split depends on the underlying pseudo-random number generator\n",
"\n",
" loader_train = DataLoader(train_data, batch_size=1000, shuffle=True)\n",
" loader_val = DataLoader(val_data, batch_size=len(val_data), shuffle=False)\n",
"\n",
" lobe = TSDARLayer([1000,550,250,100,50,25,2],n_states=2)\n",
" lobe = lobe.to(device=device)\n",
"\n",
" tsdar = TSDAR(lobe = lobe, learning_rate = 1e-3, device = device, mode = 'regularize', beta=0.01 , feat_dim=2, n_states=2, pretrain=50)\n",
" tsdar_model = tsdar.fit(loader_train, n_epochs=60, validation_loader=loader_val).fetch_model()\n",
"\n",
" validation_vamp = tsdar.validation_vamp\n",
" validation_dis = tsdar.validation_dis\n",
" validation_prototypes = tsdar.validation_prototypes\n",
"\n",
" training_vamp = tsdar.training_vamp\n",
" training_dis = tsdar.training_dis\n",
"\n",
" np.save(('validation_vamp.npy'),validation_vamp)\n",
" np.save(('validation_dis.npy'),validation_dis)\n",
" np.save(('validation_prototypes.npy'),validation_prototypes)\n",
"\n",
" np.save(('training_vamp.npy'),training_vamp)\n",
" np.save(('training_dis.npy'),training_dis)\n",
"\n",
" hypersphere_embs = tsdar_model.transform(data=data,return_type='hypersphere_embs')\n",
" metastable_states = tsdar_model.transform(data=data,return_type='states')\n",
"\n",
" tsdar_estimator = TSDAREstimator(tsdar_model)\n",
" ood_scores = tsdar_estimator.fit(data).ood_scores\n",
" state_centers = tsdar_estimator.fit(data).state_centers\n",
"\n",
" hypersphere_embs = np.array(hypersphere_embs,dtype=object)\n",
" metastable_states = np.array(metastable_states,dtype=object)\n",
" ood_scores = np.array(ood_scores,dtype=object)\n",
"\n",
" np.save(('hypersphere_embs.npy'), hypersphere_embs, allow_pickle=True)\n",
" np.save(('metastable_states.npy'), metastable_states, allow_pickle=True)\n",
" np.save(('ood_scores.npy'), ood_scores, allow_pickle=True)\n",
" np.save(('state_centers.npy'), state_centers)\n",
"\n",
" torch.save(tsdar_model.lobe.state_dict(), 'model.pt')"
]
},
{
"cell_type": "markdown",
"id": "a6e61492-c2d8-4845-b498-c4a583ca3fa4",
"metadata": {},
"source": [
"## Visualize the VAMP-2 Loss:\n",
"\n",
"The VAMP-2 loss is derived from the Variational Approach for Markov Processes, which aims to extract the slow collective variables from the data. Given an MD trajectory of length $T$, a batch of transition pairs $\\{(x_t, x_{t+\\tau})\\}_{t=1}^b$ with lag time, $\\tau$, is sampled. This produces two batches of data: $\\mathbf{B} = [x_1, x_2, \\dots, x_b]^T$ and $\\mathbf{\\hat{B}} = [x_{1+\\tau}, x_{2+\\tau}, \\dots, x_{b+\\tau}]^T$, which are fed into two parallel network lobes with shared parameters. Each lobe outputs SoftMax-transformed basis functions ($\\chi$) applied to the input features, yielding: $\\mathbf{X} = [\\chi(x_1), \\dots, \\chi(x_b)]^T$ and $\\mathbf{Y} = [\\chi(x_{1+\\tau}), \\dots, \\chi(x_{b+\\tau})]^T$. The remove-mean time-instantaneous ($\\bar{\\mathbf{C}}_{00}$ and $\\bar{\\mathbf{C}}_{11}$) and time-lagged ($\\bar{\\mathbf{C}}_{01}$) correlation matrices can then be calculated as follows:\n",
"\n",
"$$\n",
"\\bar{\\mathbf{C}}_{00} = \\frac{1}{T - \\tau} \\mathbf{X}^T \\mathbf{X} - \\boldsymbol{\\pi}_0 \\boldsymbol{\\pi}_0^T\n",
"$$\n",
"\n",
"$$\n",
"\\bar{\\mathbf{C}}_{11} = \\frac{1}{T - \\tau} \\mathbf{Y}^T \\mathbf{Y} - \\boldsymbol{\\pi}_1 \\boldsymbol{\\pi}_1^T\n",
"$$\n",
"\n",
"$$\n",
"\\bar{\\mathbf{C}}_{01} = \\frac{1}{T - \\tau} \\mathbf{X}^T \\mathbf{Y} - \\boldsymbol{\\pi}_0 \\boldsymbol{\\pi}_1^T\n",
"$$\n",
"\n",
"where $\\boldsymbol{\\pi}_0$ and $\\boldsymbol{\\pi}_1$ are mean vectors of $\\mathbf{X}$ and $\\mathbf{Y}$, respectively, given by: $\\boldsymbol{\\pi}_0$ = $\\frac{1}{T - \\tau} \\mathbf{X}^T \\mathbf{1}$ and $\\boldsymbol{\\pi}_1$ = $\\frac{1}{T - \\tau} \\mathbf{Y}^T \\mathbf{1}$. These correlation matrices are then used to calculate the VAMP-2 loss, which is defined as:\n",
"\n",
"$$\n",
"\\mathcal{L}_{\\text{vamp2}} = - \\left\\| \\bar{\\mathbf{C}}_{00}^{-\\frac{1}{2}} \\bar{\\mathbf{C}}_{01} \\bar{\\mathbf{C}}_{11}^{-\\frac{1}{2}} \\right\\|_{\\mathcal{F}}^2 - 1\n",
"$$\n",
"\n",
"Minimizing this loss drives the model to learn latent features that capture the slow dynamical modes in the molecular system."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "c3a614d1-145a-4c04-a36c-030055099a55",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"val_vamp = []\n",
"for i in range(10):\n",
" j=i+1\n",
" file_path=f'./trained_model_examples/{j}/validation_vamp.npy'\n",
" dip = np.load(file_path)\n",
" val_vamp.append(dip)\n",
"\n",
"# Define custom colors for the line and markers\n",
"line_color = 'royalblue'\n",
"marker_face = 'white'\n",
"\n",
"# Plot with custom colors, line width, and markers\n",
"fig = plt.figure(figsize=(8, 6))\n",
"for idx, dip in enumerate(val_vamp):\n",
" plt.plot(dip, linewidth=2, marker='o', markersize=6, markerfacecolor=marker_face, linestyle='-', label=f'Train {idx + 1}')\n",
"\n",
"# Set the axis labels \n",
"plt.xlabel('Training Epochs', fontsize=20)\n",
"plt.ylabel('VAMP-2 Loss', fontsize=20)\n",
"\n",
"plt.yticks(np.arange(1.95, 2.011, 0.01))\n",
"plt.xticks(np.arange(0, 61, 10))\n",
"\n",
"# Customize tick parameters for readability\n",
"plt.xticks(fontsize=17.5)\n",
"plt.yticks(fontsize=17.5)\n",
"plt.gca().set_box_aspect(0.85)\n",
"\n",
"# Add a dashed grid to improve the readability of the plot\n",
"plt.grid(alpha=0.3, linestyle='--')\n",
"plt.legend(loc='lower right', fontsize=14, markerscale=1, ncol=1)\n",
"\n",
"# Adjust the layout to ensure everything fits well\n",
"plt.tight_layout()\n",
"\n",
"# Display the plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d5f0881c-303a-48a2-a143-cb5506da2ba6",
"metadata": {},
"source": [
"## Visualize the Dispersion Loss:\n",
"\n",
"While the VAMP-2 loss focuses on capturing the slow dynamics, it can sometimes result in a latent space where the features collapse to similar values. To counteract this, we incorporate a **dispersion loss** that encourages diversity in the latent space. One way to formulate the dispersion loss is by ensuring that the pairwise distances between latent representations are close to a target mean distance. The dispersion loss is defined as:\n",
"\n",
"$$\\mathcal{L}_{dis} = \\frac{1}{C} \\sum_{i=1}^{C} \\log \\frac{1}{C-1} \\sum_{j=1}^{C} \\mathbf{1}_{\\{j \\neq i\\}} e^{\\frac{\\mu_i^T \\mu_j}{\\sigma}}$$\n",
"where:\n",
"- $C$ corresponds to the number of states.\n",
"- $\\mu_i$ is a unit vector representing the mean direction of all conformations (i.e., the state center) in state $i$.\n",
"- $\\sigma$ is a scaling hyperparameter, which is specifically defined as 0.1.\n",
"- $\\mathbf{1}_{\\{j \\neq i\\}}$ is an indicator function that equals 1 when $j \\neq i$ (i.e., excluding self-similarity) and 0 when $j = i$.\n",
"\n",
"This loss penalizes deviations from the target dispersion, ensuring that the latent features remain well-separated and informative."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "d6d5e9b6-2ac9-4623-a7f1-e7e419d7694e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Define custom colors for the line and markers\n",
"line_color = 'royalblue'\n",
"marker_face = 'white'\n",
"#marker_edge = 'royalblue'\n",
"\n",
"val_dip = []\n",
"for i in range(10):\n",
" j=i+1\n",
" file_path=f'./trained_model_examples/{j}/validation_dis.npy'\n",
" dip = np.load(file_path)\n",
" val_dip.append(dip)\n",
"\n",
"plt.rcParams['font.size'] = 35\n",
"plt.figure(figsize=(8, 6))\n",
"for idx, dip in enumerate(val_dip):\n",
" plt.plot(dip, linewidth=2, marker='o', markersize=6, markerfacecolor=marker_face, linestyle='-', label=f'Train {idx + 1}')\n",
"\n",
"# Set the axis labels\n",
"plt.xlabel('Training Epochs', fontsize=20)\n",
"plt.ylabel('Dispersion Loss', fontsize=20)\n",
"#plt.ylim(0, 2.25)\n",
"#plt.yticks(np.arange(0, 2.1, 0.5))\n",
"plt.xticks(np.arange(0, 61, 10))\n",
"\n",
"# Customize tick parameters for readability\n",
"plt.xticks(fontsize=17.5)\n",
"plt.yticks(fontsize=17.5)\n",
"plt.gca().set_box_aspect(0.85)\n",
"plt.legend(loc='upper right', fontsize=14, markerscale=1, ncol=1)\n",
"\n",
"# Add a dashed grid to improve the readability of the plot\n",
"plt.grid(alpha=0.3, linestyle='--')\n",
"\n",
"# Adjust the layout to ensure everything fits well\n",
"plt.tight_layout()\n",
"\n",
"# Display the plot\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "80e9df55-4231-4ed5-bd25-3df6123e78e5",
"metadata": {},
"source": [
"## KDE Plots of Active Site Opening Distributions for Each State:\n",
"\n",
"This code plots the distribution of the selected structural feature (`MN_Carm_572_574_dist`), which measures the active site opening, across metastable states in all 10 MD trajectories."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "d78067bd-7e1e-4bea-aa25-22e9d1de9b56",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.stats import gaussian_kde\n",
"import matplotlib as mpl\n",
"\n",
"# Set styles\n",
"mpl.rcParams.update({\n",
" 'font.size': 14,\n",
" 'axes.labelsize': 16,\n",
" 'axes.titlesize': 14,\n",
" 'xtick.labelsize': 12,\n",
" 'ytick.labelsize': 12,\n",
" 'legend.fontsize': 12,\n",
" 'lines.linewidth': 2,\n",
" 'axes.linewidth': 1.5\n",
"})\n",
"\n",
"fig, axes = plt.subplots(2, 5, figsize=(20, 8), sharey=True)\n",
"axes = axes.flatten()\n",
"\n",
"for i in range(10):\n",
" ax = axes[i]\n",
"\n",
" # Load state assignments\n",
" state_trajs = list(np.load(f'./trained_model_examples/{i+1}/metastable_states.npy', allow_pickle=True))\n",
" states = np.concatenate(state_trajs)\n",
"\n",
" # Load features (assuming phy_coord is already defined in your environment)\n",
" features = np.concatenate(phy_coord)\n",
"\n",
" # Separate by state\n",
" state0 = features[states == 0]\n",
" state1 = features[states == 1]\n",
"\n",
" # Ensure consistent ordering (state 0 always to the left)\n",
" if np.mean(state0) > np.mean(state1):\n",
" state0, state1 = state1, state0\n",
"\n",
" # KDE\n",
" kde0 = gaussian_kde(state0)\n",
" kde1 = gaussian_kde(state1)\n",
" xgrid = np.linspace(0.6, 1.4, 500)\n",
"\n",
" # Plot KDEs with normalized weights\n",
" ax.plot(xgrid, kde0(xgrid), color='#1f77b4', label='State 1') # Blue\n",
" ax.plot(xgrid, kde1(xgrid), color='#d62728', label='State 2') # Red\n",
"\n",
" ax.set_xlim(0.6, 1.4)\n",
" ax.set_xticks([0.6, 0.8, 1.0, 1.2, 1.4])\n",
" ax.set_xlabel('MN_Carm_572_574_dist (nm)')\n",
" if i % 5 == 0:\n",
" ax.set_ylabel('Probability Density')\n",
" ax.set_title(f'Active Site Opening for Traj {i+1}', weight='bold')\n",
" ax.tick_params(direction='out', length=5, width=1.5)\n",
" ax.spines['top'].set_visible(False)\n",
" ax.spines['right'].set_visible(False)\n",
" ax.legend(loc='upper right', frameon=False)\n",
" ax.grid(True, linestyle='--', alpha=0.5)\n",
"\n",
"# Adjust spacing\n",
"plt.subplots_adjust(hspace=0.3, wspace=0.2)\n",
"plt.tight_layout()\n",
"\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "82b10dce-1395-4622-8169-0f801e5b522a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Average KDE Plot\n",
"# Collect all state0 and state1 data across all trajectories\n",
"all_state0 = []\n",
"all_state1 = []\n",
"\n",
"for i in range(10):\n",
" state_trajs = list(np.load(f'./trained_model_examples/{i+1}/metastable_states.npy', allow_pickle=True))\n",
" states = np.concatenate(state_trajs)\n",
" features = np.concatenate(phy_coord)\n",
"\n",
" state0 = features[states == 0]\n",
" state1 = features[states == 1]\n",
"\n",
" if np.mean(state0) > np.mean(state1):\n",
" state0, state1 = state1, state0\n",
"\n",
" all_state0.append(state0)\n",
" all_state1.append(state1)\n",
"\n",
"# Concatenate and compute average KDE\n",
"all_state0 = np.concatenate(all_state0)\n",
"all_state1 = np.concatenate(all_state1)\n",
"\n",
"kde_avg0 = gaussian_kde(all_state0)\n",
"kde_avg1 = gaussian_kde(all_state1)\n",
"xgrid = np.linspace(0.6, 1.4, 500)\n",
"\n",
"# Plot average KDEs\n",
"plt.figure(figsize=(8, 6))\n",
"plt.plot(xgrid, kde_avg0(xgrid), color='#1f77b4', label='State 1')\n",
"plt.plot(xgrid, kde_avg1(xgrid), color='#d62728', label='State 2')\n",
"plt.xlabel('Active Site Opening Distance (nm)', fontsize=18)\n",
"plt.ylabel('Probability Density', fontsize=18)\n",
"plt.title('Average Distribution of Active Site Opening', fontsize=18, weight='bold')\n",
"plt.legend(frameon=False, fontsize=15)\n",
"plt.xlim(0.6, 1.4)\n",
"plt.xticks([0.6, 0.8, 1.0, 1.2, 1.4])\n",
"plt.tick_params(direction='out', length=5, width=1.5)\n",
"plt.gca().spines['top'].set_visible(False)\n",
"plt.gca().spines['right'].set_visible(False)\n",
"plt.tight_layout()\n",
"plt.grid(True, linestyle='--', alpha=0.5)\n",
"\n",
"plt.savefig(\"/Users/eshanig/Desktop/fig9B.png\", dpi=300, bbox_inches='tight')\n",
"plt.show()"
]
},
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