{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Step 3. Predict TCR and peptide-HLA binding" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**T cell receptors (TCR)**, expressed on the surface of T cells, recognize and bind to immunogenic peptides or epitopes presented by human leukocyte antigen (HLA). This recognition process is fundamental to the adaptive immune system and serves as a critical mechanism for identifying and responding to pathogenic threats. A diverse array of TCRs ensures protection against a wide range of pathogens and malignant cells. Mechanisms exist to eliminate T cells that recognize self-antigens (central and peripheral tolerance), but self-tolerance can fail, leading to **autoimmunity**, especially when hidden self-antigens are exposed or when microbial antigens mimic self-antigens. **Identifying the specific epitopes that trigger T cell activation in different disease contexts** can provide crucial insights into disease pathogenesis and could enable the development of personalized therapies, such as **tolerance-inducing vaccines** or **TCR-specific T cell depletion**. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{image} ../_static/TCR.png\n", ":alt: 模型结果图\n", ":width: 600px\n", ":align: center" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are **5 million unique TCRs** per individual, and the TCR repertoire is highly diverse. The TCR repertoire is shaped by the individual's genetics, environmental exposures, and immune history. This diversity allows the immune system to recognize a wide range of antigens, but it also makes it challenging to predict which TCRs will bind to specific peptides or HLA molecules.\n", "\n", "Here we use public dataset from [VDJdb](https://vdjdb.cdr3.net/) to train a model to predict TCR-peptide-HLA binding. The dataset contains TCR sequences, peptide sequences, and HLA alleles associated with T cell responses. We will use this data to train a machine learning model that can predict whether a given TCR will bind to a specific peptide-HLA complex." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load TCR and peptide-HLA binding data. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load our training data ([Download here](https://drive.google.com/file/d/1Wi1p9AeybGPzCj391hO5e0_bnl_Z2pAW/view?usp=drive_link))\n", "1. TCRs with alpha and beta chain, V and J gene information \n", "2. Peptide and HLA information" ] }, { "cell_type": "code", "execution_count": 24, "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", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "print(f\"Using trimap version {trimap.__version__}\")\n", "\n", "seed = 0\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\")\n", "\n", "df_train = pd.read_csv('VDJdb_train.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reconstruct full TCR sequences by CDR3 and VJ gene information" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The TCR sequences in the dataset are often represented by their CDR3 regions, which are the most variable and antigen-specific parts of the TCR. To reconstruct the full TCR sequences, we need to combine the CDR3 regions with their corresponding V and J gene segments. This process involves using the V and J gene information to identify the appropriate gene segments and then concatenating them with the CDR3 regions to form the complete TCR sequences.\n", "\n", "If you want to use your own TCR sequences, please make sure they are in the same format as the dataset. The TCR sequences should be in the form of CDR3 regions, and the V and J gene information should be provided separately. **All V and J genes should be in the Allele column of the trajs_aa.tsv, trajs_aa.tsv, trbjs_aa.tsv, and trbjs_aa.tsv.** in the 'library/' folder.\n", "\n", "Or you can train the model using only CDR3 regions, but the performance may be lower." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alpha AQKITQTQPGMFVQEKEAVTLDCTYDTSDPSYGLFWYKQPSSGEMI...\n", "beta DSGVTQTPKHLITATGQRVTLRCSPRSGDLSVYWYQQSLDQGLQFL...\n", "V_alpha TRAV14/DV4*01\n", "J_alpha TRAJ12*01\n", "V_beta TRBV9*01\n", "J_beta TRBJ1-2*01\n", "HLA HLA-A*03\n", "Epitope KLGGALQAK\n", "Name: 0, dtype: object\n" ] } ], "source": [ "df_train['alpha'] = utils.determine_tcr_seq_vj(df_train['alpha'].tolist(), df_train['V_alpha'].tolist(), df_train['J_alpha'].tolist(), chain='A')\n", "df_train['beta'] = utils.determine_tcr_seq_vj(df_train['beta'].tolist(), df_train['V_beta'].tolist(), df_train['J_beta'].tolist(), chain='B')\n", "df_train = df_train[['alpha', 'beta', 'V_alpha', 'J_alpha', 'V_beta', 'J_beta', 'HLA', 'Epitope']]\n", "print(df_train.iloc[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show TCR distribution for top 15 epitopes in the dataset. It is domianted by the 'KLGGALQAK' epitopes." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_train['Epitope'].value_counts()[0:15].plot(kind='bar', figsize=(10, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train and save the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To run the TCR model, you need the file `pHLA_model.pt`.\n", "If it is not available, please complete Step 2 first to generate it.\n", "\n", "The files `alpha_dict.pt` and `beta_dict.pt` are optional — if they are missing, the model will automatically generate them during runtime. Make sure you have enough disk space (at least 20GB) to store the dictionaries." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:trimap.model:Training...\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:alpha_dict.pt not found, generating...\n", "100%|██████████| 66/66 [05:08<00:00, 4.67s/it]\n", "INFO:trimap.model:Saved alpha_dict.pt\n", "INFO:trimap.model:No new alpha sequences found\n", "INFO:trimap.model:beta_dict.pt not found, generating...\n", "100%|██████████| 69/69 [05:24<00:00, 4.70s/it]\n", "INFO:trimap.model:Saved beta_dict.pt\n", "INFO:trimap.model:No new beta sequences found\n", "100%|██████████| 253/253 [01:38<00:00, 2.57it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/20], Loss: 0.5968, ROC: 0.6886\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 252/252 [01:32<00:00, 2.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/20], Loss: 0.5190, ROC: 0.7571\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 253/253 [01:34<00:00, 2.68it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/20], Loss: 0.4786, ROC: 0.7846\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 253/253 [01:25<00:00, 2.95it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/20], Loss: 0.6179, ROC: 0.7987\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 253/253 [01:29<00:00, 2.84it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/20], Loss: 0.3444, ROC: 0.8125\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 252/252 [01:30<00:00, 2.79it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/20], Loss: 0.4474, ROC: 0.8223\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 253/253 [01:31<00:00, 2.78it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/20], Loss: 0.3058, ROC: 0.8320\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 252/252 [01:26<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/20], Loss: 0.5200, ROC: 0.8405\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 253/253 [01:25<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/20], Loss: 0.5777, ROC: 0.8506\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 253/253 [01:23<00:00, 3.04it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/20], Loss: 0.3730, ROC: 0.8578\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 253/253 [01:24<00:00, 2.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/20], Loss: 0.4330, ROC: 0.8651\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 253/253 [01:27<00:00, 2.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/20], Loss: 0.1742, ROC: 0.8771\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 253/253 [01:24<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/20], Loss: 0.5427, ROC: 0.8836\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 252/252 [01:22<00:00, 3.06it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/20], Loss: 0.4505, ROC: 0.8918\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 253/253 [01:25<00:00, 2.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/20], Loss: 0.1103, ROC: 0.8999\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 252/252 [01:22<00:00, 3.06it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/20], Loss: 0.3280, ROC: 0.9075\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 252/252 [01:21<00:00, 3.10it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/20], Loss: 0.3075, ROC: 0.9154\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 253/253 [01:29<00:00, 2.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/20], Loss: 0.4465, ROC: 0.9234\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 252/252 [01:23<00:00, 3.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/20], Loss: 0.3247, ROC: 0.9297\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 252/252 [01:22<00:00, 3.05it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/20], Loss: 0.2876, ROC: 0.9367\n" ] } ], "source": [ "model = TCRbind().to(device)\n", "model.train_model(df_train, num_epochs=20, device=device, phla_model_dir='pHLA_model.pt')\n", "torch.save(model.state_dict(), 'TCR_model.pt')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### (optional) Load pretrained model\n", "If you want to use a pretrained model, you can download it from [here](https://drive.google.com/file/d/1Ns0RGPDY2mFAqVaZ1oNKgxynmCfql0HH/view?usp=drive_link) and load it using the following code:\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = TCRbind().to(device)\n", "model.load_state_dict(torch.load('TCR_model.pt', map_location=device))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the test data ([Download here](https://drive.google.com/file/d/1e4xRJwwyhQGzHcx-k5MynKuv52Y0DqAw/view?usp=drive_link))" ] }, { "cell_type": "code", "execution_count": 28, "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%|██████████| 44/44 [00:14<00:00, 3.14it/s]\n" ] } ], "source": [ "df_test = pd.read_csv('VDJdb_test.csv')\n", "df_test['alpha'] = utils.determine_tcr_seq_vj(df_test['alpha'].tolist(), df_test['V_alpha'].tolist(), df_test['J_alpha'].tolist(), chain='A')\n", "df_test['beta'] = utils.determine_tcr_seq_vj(df_test['beta'].tolist(), df_test['V_beta'].tolist(), df_test['J_beta'].tolist(), chain='B')\n", "result, cdr3a_attn, cdr3b_attn = model.test_model(df_test=df_test, device=device, phla_model_dir='pHLA_model.pt')\n", "df_test['pred'] = result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot AUC and PR curves for the model." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ROC-AUC: 0.8565\n", "PRC-AUC: 0.4687\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.metrics import (\n", " roc_curve,\n", " precision_recall_curve,\n", " roc_auc_score,\n", " average_precision_score\n", ")\n", "\n", "def plot_roc_prc_curve(y_true, y_scores, title_prefix=''):\n", " \"\"\"\n", " Plot aesthetically improved ROC and Precision-Recall curves with AUC scores.\n", "\n", " Args:\n", " y_true (array-like): Ground truth binary labels (0 or 1).\n", " y_scores (array-like): Predicted scores (e.g., probabilities).\n", " title_prefix (str): Optional prefix for plot titles.\n", " \"\"\"\n", " # Use a clean style\n", " plt.style.use('seaborn-v0_8-muted')\n", "\n", " # Compute metrics\n", " fpr, tpr, _ = roc_curve(y_true, y_scores)\n", " roc_auc = roc_auc_score(y_true, y_scores)\n", "\n", " precision, recall, _ = precision_recall_curve(y_true, y_scores)\n", " prc_auc = average_precision_score(y_true, y_scores)\n", "\n", " # Print AUC values\n", " print(f'{title_prefix}ROC-AUC: {roc_auc:.4f}')\n", " print(f'{title_prefix}PRC-AUC: {prc_auc:.4f}')\n", "\n", " # Set up plot\n", " fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", " # ROC Curve\n", " axes[0].plot(fpr, tpr, color='#E24A33', lw=2.5, label=f'AUC = {roc_auc:.4f}')\n", " axes[0].plot([0, 1], [0, 1], linestyle='--', color='gray', lw=1)\n", " axes[0].set_xlim([-0.01, 1.01])\n", " axes[0].set_ylim([-0.01, 1.01])\n", " axes[0].set_xlabel('False Positive Rate', fontsize=12)\n", " axes[0].set_ylabel('True Positive Rate', fontsize=12)\n", " axes[0].set_title(f'{title_prefix}ROC Curve', fontsize=14, fontweight='bold')\n", " axes[0].legend(loc='lower right', fontsize=10)\n", " axes[0].grid(alpha=0.3)\n", "\n", " # PRC Curve\n", " axes[1].plot(recall, precision, color='#348ABD', lw=2.5, label=f'AUC = {prc_auc:.4f}')\n", " axes[1].set_xlim([-0.01, 1.01])\n", " axes[1].set_ylim([-0.01, 1.01])\n", " axes[1].set_xlabel('Recall', fontsize=12)\n", " axes[1].set_ylabel('Precision', fontsize=12)\n", " axes[1].set_title(f'{title_prefix}Precision-Recall Curve', fontsize=14, fontweight='bold')\n", " axes[1].legend(loc='lower left', fontsize=10)\n", " axes[1].grid(alpha=0.3)\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# Plot ROC and Precision-Recall curves\n", "plot_roc_prc_curve(df_test['label'], df_test['pred'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mean predictive score of ture postive and false postive pairs for each peptide" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def compute_score_stats(df_list, top_epitopes):\n", " tp_all, fp_all = [], []\n", " for df in df_list:\n", " tp, fp = [], []\n", " for pep in top_epitopes:\n", " preds = df[df['Epitope'] == pep]\n", " tp.append(np.mean(preds[preds['label'] == 1]['pred']))\n", " fp.append(np.mean(preds[preds['label'] == 0]['pred']))\n", " tp_all.append(tp)\n", " fp_all.append(fp)\n", " tp_arr = np.array(tp_all)\n", " fp_arr = np.array(fp_all)\n", " return (\n", " np.nanmean(tp_arr, axis=0), np.nanstd(tp_arr, axis=0),\n", " np.nanmean(fp_arr, axis=0), np.nanstd(fp_arr, axis=0)\n", " )\n", "\n", "def plot_score_bars(top_epitopes, tp_mean, tp_std, fp_mean, fp_std):\n", " x = np.arange(len(top_epitopes))\n", " width = 0.35\n", " fig, ax = plt.subplots(figsize=(12, 4))\n", " ax.bar(x - width/2, tp_mean, width, yerr=tp_std, label='Positive', color='indianred', capsize=5, edgecolor='black')\n", " ax.bar(x + width/2, fp_mean, width, yerr=fp_std, label='Negative', color='skyblue', capsize=5, edgecolor='black')\n", " ax.set_ylabel('Predictive Scores')\n", " ax.set_title('Mean predictive scores of positive and negative pairs per peptide')\n", " ax.set_xticks(x)\n", " ax.set_xticklabels(top_epitopes, rotation='vertical')\n", " ax.legend(frameon=False)\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " fig.tight_layout()\n", "\n", "def plot_peptide_counts(df_train, top_epitopes):\n", " counts = [df_train[df_train['Epitope'] == pep].shape[0] for pep in top_epitopes]\n", " x = np.arange(len(top_epitopes))\n", " fig, ax = plt.subplots(figsize=(12, 4))\n", " ax.bar(x, counts, width=0.5, color='#1f77b4', edgecolor='black')\n", " ax.set_ylabel('Number of positive pairs')\n", " ax.set_title('Training sample count per peptide')\n", " ax.set_xticks(x)\n", " ax.set_xticklabels(top_epitopes, rotation='vertical')\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " fig.tight_layout()\n", "\n", "# Prepare data\n", "top_epitopes = df_test['Epitope'].value_counts().head(15).index.tolist()\n", "\n", "# Simulate multiple folds\n", "df_test_list = [df_test.copy() for _ in range(1, 10)] # assume 9 test folds\n", "\n", "# Compute mean and std of predictive scores\n", "tp_mean, tp_std, fp_mean, fp_std = compute_score_stats(df_test_list, top_epitopes)\n", "\n", "# Plot predictive scores\n", "plot_score_bars(top_epitopes, tp_mean, tp_std, fp_mean, fp_std)\n", "\n", "# Plot training sample counts\n", "plot_peptide_counts(df_train, top_epitopes)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot the precision for each peptide across different thresholds\n", "This evaluates whether the model’s high-confidence predictions are indeed true positives." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# if precision is -1, it means there is no positive prediction\n", "import seaborn as sns\n", "from sklearn.metrics import confusion_matrix\n", "\n", "thresholds = [0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,0.95]\n", "precision_all = []\n", "for pep in top_epitopes:\n", " precision_list = [] \n", " for threshold in thresholds:\n", " df_baselines = df_test[df_test['Epitope'] == pep]\n", " cm = confusion_matrix(df_baselines['label'].values, df_baselines['pred'].values > threshold)\n", " TP = cm[1, 1]\n", " FP = cm[0, 1]\n", " precision = TP / (TP + FP) if (TP + FP) > 0 else 0 \n", " precision_list.append(precision)\n", " precision_all.append(precision_list)\n", "\n", "\n", "# Create a DataFrame\n", "df = pd.DataFrame(precision_all, columns=thresholds, index=top_epitopes)\n", "\n", "# Create the heatmap\n", "# if precision is 0, delete the value\n", "df = df.replace(0, np.nan)\n", "plt.figure(figsize=(10, 5))\n", "sns.heatmap(df, cmap='YlGnBu', annot=True, fmt=\".2f\", linewidths=0.5)\n", "plt.xlabel('Threshold')\n", "plt.title('Precision scores for common peptides under different thresholds', fontsize=15)\n", "plt.show()" ] } ], "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": 2 }