{ "cells": [ { "cell_type": "markdown", "id": "ab0bd784", "metadata": {}, "source": [ "# Predict TCR and HLA association" ] }, { "cell_type": "markdown", "id": "544ca969", "metadata": {}, "source": [ "T cells serve as a record of an individual’s immune responses, with certain TCRs exclusively found in individuals carrying specific HLA alleles. Therefore, a comprehensive analysis of TCR–HLA associations is crucial for characterizing TCRs and understanding their antigen specificities. By uncovering patterns of TCR–HLA co-occurrence, we can gain insight into the rules governing T cell recognition, improve prediction of antigen-specific responses, and identify potential biomarkers for infection, autoimmunity, or cancer. Moreover, such insights are essential for the development of precision immunotherapies and vaccine strategies tailored to individual HLA backgrounds." ] }, { "cell_type": "markdown", "id": "92ae9dfe", "metadata": {}, "source": [ "```{image} ../_static/TCR_HLA.png\n", ":alt: 模型结果图\n", ":width: 800px\n", ":align: center" ] }, { "cell_type": "markdown", "id": "667196b8", "metadata": {}, "source": [ "## Load required libraries" ] }, { "cell_type": "code", "execution_count": 15, "id": "41e43582", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using trimap version 1.0.5\n" ] } ], "source": [ "import pandas as pd\n", "from trimap import utils\n", "import trimap\n", "from trimap.model import TCRbind\n", "import torch\n", "import numpy as np\n", "\n", "print(f\"Using trimap version {trimap.__version__}\")\n", "\n", "seed = 1234\n", "np.random.seed(seed)\n", "torch.manual_seed(seed)\n", "torch.cuda.manual_seed(seed)\n", "torch.cuda.manual_seed_all(seed)\n", "torch.backends.cudnn.benchmark = False\n", "torch.backends.cudnn.deterministic = True\n", "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")" ] }, { "cell_type": "markdown", "id": "bdee61f0", "metadata": {}, "source": [ "## Load our training data\n", "1. TCRs with alpha and beta chain, V and J gene information \n", "2. HLA information\n", "\n", "[Download VDJdb.csv](https://drive.google.com/file/d/1TpgkOJunKct8KJ43ntYFjGjhs6W92vrI/view?usp=drive_link)\n", "\n", "[Download hla_dict_34.npy](https://drive.google.com/file/d/16X8CqaIOq6qbbA6zUW9-AGxzi5CUIcO_/view?usp=drive_link)" ] }, { "cell_type": "code", "execution_count": 16, "id": "c3dcf13f", "metadata": {}, "outputs": [], "source": [ "df_data = pd.read_csv('VDJdb.csv')\n", "\n", "df_data['alpha'] = utils.determine_tcr_seq_vj(df_data['alpha'].tolist(), df_data['V_alpha'].tolist(), df_data['J_alpha'].tolist(), chain='A')\n", "df_data['beta'] = utils.determine_tcr_seq_vj(df_data['beta'].tolist(), df_data['V_beta'].tolist(), df_data['J_beta'].tolist(), chain='B')" ] }, { "cell_type": "code", "execution_count": 17, "id": "203d41a7", "metadata": {}, "outputs": [], "source": [ "hla_dict = np.load('hla_dict_34.npy', allow_pickle=True).item()\n", "hla_name = ['HLA-'+i for i in list(hla_dict.keys())]\n", "df_data = df_data[df_data['HLA'].isin(hla_name)]" ] }, { "cell_type": "markdown", "id": "79c49351", "metadata": {}, "source": [ "## Randomly split the data into training and test sets" ] }, { "cell_type": "code", "execution_count": 18, "id": "50bced73", "metadata": {}, "outputs": [], "source": [ "df_train = df_data.sample(frac=0.8, random_state=seed)\n", "df_test = df_data.drop(df_train.index)\n", "df_train.reset_index(drop=True, inplace=True)\n", "df_test.reset_index(drop=True, inplace=True)" ] }, { "cell_type": "markdown", "id": "ec6ec621", "metadata": {}, "source": [ "## Train and save the model" ] }, { "cell_type": "code", "execution_count": 5, "id": "18c85d79", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:trimap.model:Training...\n", "/local_home/cao/miniconda3/envs/trimap-env/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "You are using the default legacy behaviour of the . This is expected, and simply means that the `legacy` (previous) behavior will be used so nothing changes for you. If you want to use the new behaviour, set `legacy=False`. This should only be set if you understand what it means, and thoroughly read the reason why this was added as explained in https://github.com/huggingface/transformers/pull/24565\n", "INFO:trimap.model:Loading alpha_dict.pt\n", "INFO:trimap.model:Found new alpha sequences, embedding...\n", "100%|██████████| 8/8 [00:36<00:00, 4.52s/it]\n", "INFO:trimap.model:Updated and saved alpha_dict.pt\n", "INFO:trimap.model:Loading beta_dict.pt\n", "INFO:trimap.model:Found new beta sequences, embedding...\n", "100%|██████████| 8/8 [00:35<00:00, 4.44s/it]\n", "INFO:trimap.model:Updated and saved beta_dict.pt\n", "100%|██████████| 292/292 [01:31<00:00, 3.18it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/20], Loss: 0.6165, ROC: 0.5775\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:49<00:00, 2.67it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/20], Loss: 0.5566, ROC: 0.6337\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:40<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/20], Loss: 0.5209, ROC: 0.6567\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 293/293 [01:43<00:00, 2.83it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/20], Loss: 0.5115, ROC: 0.6716\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 293/293 [01:40<00:00, 2.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/20], Loss: 0.4143, ROC: 0.6811\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:44<00:00, 2.79it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/20], Loss: 0.5886, ROC: 0.6893\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:37<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/20], Loss: 0.4995, ROC: 0.6974\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 293/293 [01:43<00:00, 2.83it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/20], Loss: 0.5272, ROC: 0.7074\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:50<00:00, 2.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/20], Loss: 0.4863, ROC: 0.7110\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 293/293 [01:56<00:00, 2.51it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/20], Loss: 0.5902, ROC: 0.7174\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 293/293 [01:52<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/20], Loss: 0.5330, ROC: 0.7232\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:44<00:00, 2.80it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/20], Loss: 0.5226, ROC: 0.7295\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:58<00:00, 2.46it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/20], Loss: 0.5296, ROC: 0.7363\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:55<00:00, 2.53it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/20], Loss: 0.5217, ROC: 0.7415\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:50<00:00, 2.63it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/20], Loss: 0.4597, ROC: 0.7465\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:52<00:00, 2.60it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/20], Loss: 0.5400, ROC: 0.7505\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:51<00:00, 2.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/20], Loss: 0.3734, ROC: 0.7555\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:44<00:00, 2.79it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/20], Loss: 0.5391, ROC: 0.7628\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:52<00:00, 2.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/20], Loss: 0.4631, ROC: 0.7670\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 292/292 [01:48<00:00, 2.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/20], Loss: 0.4870, ROC: 0.7733\n" ] } ], "source": [ "model = TCRbind().to(device)\n", "model.train_model(df=df_train, num_epochs=20, device=device, targets='hla', hla_dict=hla_dict, hla_model_dir='hla_model.pt')\n", "torch.save(model.state_dict(), 'TCR_HLA_model.pt')" ] }, { "cell_type": "markdown", "id": "94e58fd4", "metadata": {}, "source": [ "### (optional) Load pretrained model" ] }, { "cell_type": "markdown", "id": "c5d2dd86", "metadata": {}, "source": [ "[Download TCR_HLA_model.pth](https://drive.google.com/file/d/1xon5P5bUy6wqVjw-_eqhSqAJ708g57Cm/view?usp=drive_link)" ] }, { "cell_type": "code", "execution_count": 19, "id": "2bfaacac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = TCRbind().to(device)\n", "model.load_state_dict(torch.load('TCR_HLA_model.pt', map_location=device))" ] }, { "cell_type": "markdown", "id": "fbaf1ec6", "metadata": {}, "source": [ "## Test the performance of the model\n", "Adding negative samples to the test set" ] }, { "cell_type": "code", "execution_count": 20, "id": "b815ec0f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:trimap.model:Loading alpha_dict.pt\n", "INFO:trimap.model:No new alpha sequences found\n", "INFO:trimap.model:Loading beta_dict.pt\n", "INFO:trimap.model:No new beta sequences found\n", "INFO:trimap.model:Predicting...\n", "100%|██████████| 74/74 [00:27<00:00, 2.73it/s]\n" ] } ], "source": [ "df_test_negtaive = utils.negative_sampling(df_test)\n", "df_test['label'] = 1\n", "df_test_negtaive['label'] = 0\n", "df_test = pd.concat([df_test, df_test_negtaive])\n", "df_test.reset_index(drop=True, inplace=True)\n", "\n", "result, cdr3a_attn, cdr3b_attn = model.test_model(df_test=df_test, device=device, targets='hla', hla_dict=hla_dict, hla_model_dir='HLA_model.pt')\n", "df_test['pred'] = result" ] }, { "cell_type": "markdown", "id": "05840661", "metadata": {}, "source": [ "## Show the performance of top 10 HLA alleles" ] }, { "cell_type": "code", "execution_count": 21, "id": "35fee8dc", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.metrics import roc_curve, auc\n", "\n", "def plot_roc_per_hla(df, pred_col='pred', label_col='label', hla_col='HLA', top_k=10, figsize=(8, 6), title='ROC Curve per HLA'):\n", " \"\"\"\n", " Plot ROC curves for the top-k most frequent HLAs based on AUC.\n", "\n", " Args:\n", " df (pd.DataFrame): DataFrame with HLA, prediction, and label columns.\n", " pred_col (str): Column name for predicted scores.\n", " label_col (str): Column name for ground truth labels (0/1).\n", " hla_col (str): Column name for HLA type.\n", " top_k (int): Number of most frequent HLAs to plot.\n", " figsize (tuple): Figure size.\n", " title (str): Title of the plot.\n", " \"\"\"\n", " # Get top-k most frequent HLAs\n", " top_hlas = df[hla_col].value_counts().head(top_k).index.tolist()\n", " \n", " hla_auc = {}\n", "\n", " # Compute AUCs\n", " for hla in top_hlas:\n", " hla_df = df[df[hla_col] == hla]\n", " fpr, tpr, _ = roc_curve(hla_df[label_col].values, hla_df[pred_col].values)\n", " hla_auc[hla] = auc(fpr, tpr)\n", "\n", " # Sort HLAs by AUC\n", " sorted_hlas = sorted(top_hlas, key=lambda x: hla_auc[x], reverse=True)\n", "\n", " # Plot\n", " fig, ax = plt.subplots(figsize=figsize)\n", " for hla in sorted_hlas:\n", " hla_df = df[df[hla_col] == hla]\n", " fpr, tpr, _ = roc_curve(hla_df[label_col].values, hla_df[pred_col].values)\n", " ax.plot(fpr, tpr, lw=2, label=f'{hla} (AUC = {hla_auc[hla]:.2f})')\n", "\n", " # Baseline and formatting\n", " ax.plot([0, 1], [0, 1], 'k--', label='Random Guess')\n", " ax.set_xlabel('False Positive Rate', fontsize=12)\n", " ax.set_ylabel('True Positive Rate', fontsize=12)\n", " ax.set_title(title, fontsize=15, fontweight='bold')\n", " ax.legend(loc='lower right', fontsize=9)\n", " ax.grid(True, linestyle='--', linewidth=0.5)\n", " plt.tight_layout()\n", " plt.show()\n", " \n", "plot_roc_per_hla(df_test, pred_col='pred', label_col='label', hla_col='HLA', top_k=10)" ] }, { "cell_type": "markdown", "id": "9c9903e8", "metadata": {}, "source": [ "## Generalize to other unseen TCRs from external IEDB dataset" ] }, { "cell_type": "markdown", "id": "5ff00132", "metadata": {}, "source": [ "Download [IEDB_HLA_top7.csv](https://drive.google.com/file/d/1TpnbvYAPs8X31A_ZnRLGP8SSjkPIqWXF/view?usp=drive_link)." ] }, { "cell_type": "code", "execution_count": 23, "id": "02ad91cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HLA\n", "HLA-A*02:01 835\n", "HLA-B*07:02 195\n", "HLA-A*24:02 96\n", "HLA-B*37:01 95\n", "HLA-A*01:01 94\n", "HLA-B*15:02 42\n", "HLA-B*08:01 39\n", "Name: count, dtype: int64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:trimap.model:Loading alpha_dict.pt\n", "INFO:trimap.model:No new alpha sequences found\n", "INFO:trimap.model:Loading beta_dict.pt\n", "INFO:trimap.model:No new beta sequences found\n", "INFO:trimap.model:Predicting...\n", "100%|██████████| 16/16 [00:07<00:00, 2.17it/s]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IEDB = pd.read_csv('IEDB_HLA_top7.csv')\n", "print(IEDB['HLA'].value_counts())\n", "negative_samples = utils.negative_sampling(IEDB)\n", "IEDB['label'] = 1\n", "negative_samples['label'] = 0\n", "IEDB = pd.concat([IEDB, negative_samples])\n", "IEDB.reset_index(drop=True, inplace=True)\n", "\n", "result, cdr3a_attn, cdr3b_attn = model.test_model(df_test=IEDB, device=device, targets='hla', hla_dict=hla_dict, hla_model_dir='HLA_model.pt')\n", "IEDB['pred'] = result\n", "\n", "plot_roc_per_hla(IEDB, pred_col='pred', label_col='label', hla_col='HLA', top_k=10)" ] } ], "metadata": { "kernelspec": { "display_name": "trimap-env", "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": "3.9.23" } }, "nbformat": 4, "nbformat_minor": 5 }