{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Step 1. Learn HLA representation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`themap` learns representation of HLA alleles from [`IPD-IMGT/HLA database`](https://www.ebi.ac.uk/ipd/imgt/hla/). \n", "\n", "**Human Leukocyte Antigen (HLA)** (or Major Histocompatibility Complex, MHC) molecules are cell surface proteins that play a critical role in the immune system by presenting peptide fragments to T cells. These peptides, typically derived from endogenous or pathogenic proteins, are displayed in the binding groove of HLA molecules and scanned by T cell receptors (TCRs) to initiate immune responses.\n", "\n", "HLA molecules are broadly categorized into **Class I** and **Class II**. Class I HLA molecules (e.g., **HLA-A, HLA-B, HLA-C**) present peptides derived from intracellular proteins—such as viral antigens or tumor-associated proteins—to CD8⁺ cytotoxic T cells. In contrast, Class II HLA molecules (e.g., HLA-DR, HLA-DP, HLA-DQ) present peptides originating from extracellular proteins to CD4⁺ helper T cells. This distinction reflects their specialized roles in monitoring different compartments of the immune landscape and orchestrating appropriate adaptive immune responses. **Our current algorithm focuses specifically on Class I HLA molecules and their peptide presentation**.\n", "\n", "Each HLA allele encodes a slightly different protein sequence, which determines the peptide binding specificity. Although different HLA alleles may vary at the amino acid level, many share conserved motifs in their binding regions. **Amino acid sequence similarity between HLA alleles can lead to overlapping peptide repertoires, meaning that structurally similar HLAs may present similar peptides.** This has important implications in immune recognition, cross-reactivity, transplant compatibility, and vaccine design.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{image} ../_static/HLA.png\n", ":alt: 模型结果图\n", ":width: 800px\n", ":align: center" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load HLA amino-acid sequences\n", "\n", "There are two options to learn the representation:\n", "1. considers **165** amino acid residues ([Download hla_dict_165.npy](https://drive.google.com/file/d/1BFrtlHt0MRkqsXtwA6qMrJ-cahf0jPh-/view?usp=drive_link))\n", "2. consider **34** amino acid residues known to interact with peptides ([Download hla_dict_34.npy](https://drive.google.com/file/d/16X8CqaIOq6qbbA6zUW9-AGxzi5CUIcO_/view?usp=drive_link))\n", "\n", "In our study, we use the 34 amino acid residues. We can use the `hla_dict_34.npy` file to load the HLA amino acid sequences. \n", "The file contains a dictionary where the keys are the HLA allele names and the values are the corresponding amino acid sequences. \n", "\n", "To reduce redundancy, alleles sharing identical first and second field designations were merged.\n", "\n", "The code below demonstrates how to load this file and access the sequences for specific HLA alleles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load required libraries" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "trimap version: 1.0.5\n" ] } ], "source": [ "import numpy as np\n", "import torch\n", "import trimap\n", "from trimap import utils, model\n", "print('trimap version:', trimap.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fix ramdon seed to ensure reproducibility" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "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" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A*01:01: YFAMYQENMGHTDANTLYIIYRDYTWVARVYRGY\n", "A*01:02: YSAMYQENMGHTDANTLYIIYRDYTWVARVYRGY\n", "A*01:03: YFAMYQENMGHTDANTLYIMYRDYTWVARVYRGY\n", "A*01:04: YFAMYQENMGHTDANTLYIIYRDYTWVARVYRGY\n", "A*01:06: YFAMYQENMGHTDANTLYIIYRDYTWVALAYRGY\n", "A*01:07: YFAMYQENVGHTDENTLYIIYRDYTWVARVYRGY\n", "A*01:08: YFAMYQENMGHTDANTLYIIYRDYTWVARVYWGY\n", "A*01:09: YFAMYQENMGHTDANTLYIIYRDYTWVARVYRGY\n", "A*01:10: YFAMYQENMGHTDANTLYIIYRDYTWARRVYRGY\n", "A*01:100: YFAMYQENMGHTDANTLYIIYRDYTWVARVYRGY\n" ] } ], "source": [ "hla_dict = np.load('hla_dict_34.npy', allow_pickle=True).item()\n", "for k, v in list(hla_dict.items())[:10]:\n", " print(f\"{k}: {v}\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "YHTEYREICRKTDEDTLYLNYHDYTWAVLAYEWY\n", "YHTEYREICRKTDESTLYLNYHDYTWAELAYEWY\n" ] } ], "source": [ "print(hla_dict['B*27:05'])\n", "print(hla_dict['B*27:04'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Encode HLA sequences with BLOSUM50 substitution matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Encode HLA sequences with BLOSUM50 substitution matrix, resulting in a 21x34 matrix for each HLA. It captures the biochemical features of each HLA allele in a fixed-length representation suitable for model input." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([10004, 21, 34])\n" ] } ], "source": [ "hla_aa = list(hla_dict.values())\n", "hla_name = list(hla_dict.keys())\n", "HLA_length = len(hla_aa[0])\n", "HLA_lib_array = utils.amino_acid_encode(hla_aa, maxlen=HLA_length)\n", "HLA_lib_tensor = torch.from_numpy(HLA_lib_array).transpose(1,2).float()\n", "print(HLA_lib_tensor.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a dataloader to load the HLA sequences. The dataloader will yield batches of data for training or evaluation.\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "hla_dataset = torch.utils.data.TensorDataset(HLA_lib_tensor)\n", "hla_loader = torch.utils.data.DataLoader(hla_dataset, batch_size=256, shuffle=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load model and choose the device (GPU or CPU) for training. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Epochs: 100%|██████████| 200/200 [01:21<00:00, 2.46it/s, KL_loss=0.0148,recon_loss=0.3391]\n" ] } ], "source": [ "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", "hla_model = model.HLA_vae(input_size=[21, HLA_length], latent_size=256).to(device)\n", "hla_model.train_model(hla_loader, epochs=200, lr=1e-4, device=device)\n", "torch.save(hla_model.state_dict(), 'HLA_model.pt')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load our pre-trained model if needed. [Download HLA_model.pt](https://drive.google.com/file/d/1WUSV3ZvzyReVeG0w3URtS1i7gDES_ltq/view?usp=drive_link)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", "hla_model = model.HLA_vae(input_size=[21, HLA_length], latent_size=256).to(device)\n", "hla_model.load_state_dict(torch.load('HLA_model.pt'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize the learned HLA representation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize HLA embeddings using PCA with colors representing different HLA types (HLA-A, HLA-B, HLA-C)." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([10004])\n", "HLA-A: 3177\n", "HLA-C: 2912\n", "HLA-B: 3915\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "\n", "hla_name_allele = [x[:1] for x in hla_name]\n", "hla_group = list(set(hla_name_allele))\n", "hla_labels = torch.tensor([hla_group.index(element) for element in hla_name_allele]).long()\n", "print(hla_labels.shape)\n", "\n", "pca = PCA(n_components=2)\n", "hla_test_loader = torch.utils.data.DataLoader(hla_dataset, batch_size=256, shuffle=False)\n", "hla_lib_embed, _ = hla_model.embed_hla(hla_test_loader, device)\n", "hla_lib_embed = pca.fit_transform(hla_lib_embed)\n", "\n", "label_unique = np.unique(hla_labels)\n", "cmap = plt.get_cmap(\"tab10\") \n", "\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "for i, label in enumerate(label_unique):\n", " ind = np.where(hla_labels == label)[0]\n", " print(f'HLA-{hla_group[label]}: {len(ind)}')\n", " ax.scatter(\n", " hla_lib_embed[ind, 0],\n", " hla_lib_embed[ind, 1],\n", " label='HLA-' + hla_group[label],\n", " s=20,\n", " alpha=0.7,\n", " color=cmap(i % 20),\n", " edgecolors='w',\n", " linewidths=0.3\n", " )\n", "\n", "# 美化图像\n", "ax.set_xlabel('PC1', fontsize=14)\n", "ax.set_ylabel('PC2', fontsize=14)\n", "ax.set_title('HLA Embeddings (PCA)', fontsize=18)\n", "ax.grid(True, linestyle='--', alpha=0.3)\n", "\n", "ax.legend(fontsize=10, loc='best')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Highlight specific HLA alleles in the learned representation space" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3257071/3622903819.py:32: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n", " cmap = cm.get_cmap(\"tab20b\", len(highlight_terms))\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def highlight_hla_embeddings(hla_embed, hla_name, highlight_terms, figsize=(8, 6)):\n", " \"\"\"\n", " Highlight specific HLA alleles in a 2D embedding space using distinct colors.\n", " \n", " Supports fuzzy matching (e.g., 'A*02' matches all 'A*02:xx'), and labels\n", " each group once at the centroid. Each term is colored differently.\n", "\n", " Parameters:\n", " - hla_embed: np.ndarray of shape [n_samples, 2]\n", " - hla_name: list of str, allele names per point\n", " - highlight_terms: list of str, allele names or prefixes to highlight\n", " - figsize: tuple, size of figure\n", " \"\"\"\n", " import matplotlib.pyplot as plt\n", " import numpy as np\n", " import matplotlib.cm as cm\n", "\n", " fig, ax = plt.subplots(figsize=figsize)\n", "\n", " # Background: all points in light gray\n", " ax.scatter(\n", " hla_embed[:, 0],\n", " hla_embed[:, 1],\n", " color='lightgray',\n", " s=10,\n", " alpha=0.3,\n", " label='Other HLA',\n", " zorder=1\n", " )\n", "\n", " # Create a color map for unique colors\n", " cmap = cm.get_cmap(\"tab20b\", len(highlight_terms))\n", " used_labels = set()\n", "\n", " for idx, term in enumerate(highlight_terms):\n", " matched = [(i, name) for i, name in enumerate(hla_name) if name.startswith(term)]\n", " if not matched:\n", " print(f\"No HLA matched for: {term}\")\n", " continue\n", "\n", " indices = [i for i, _ in matched]\n", " xs, ys = hla_embed[indices, 0], hla_embed[indices, 1]\n", "\n", " # Use a distinct color per term\n", " color = cmap(idx)\n", "\n", " ax.scatter(\n", " xs, ys,\n", " color=color,\n", " edgecolors='black',\n", " s=60,\n", " zorder=5,\n", " label=f'HLA-{term}' if term not in used_labels else None\n", " )\n", "\n", " used_labels.add(term)\n", "\n", " # Add a label once at the centroid of the group\n", " if len(matched) == 1:\n", " term = matched[0][1]\n", " elif len(matched) > 1:\n", " term = f\"{term} ({len(matched)})\"\n", " else:\n", " term = matched[0][1]\n", " center_x, center_y = np.mean(xs), np.mean(ys)\n", " ax.text(center_x + 0.5, center_y, term, fontsize=15, fontweight='bold', color='black', zorder=6)\n", "\n", " ax.set_title('HLA Embeddings (Highlight)', fontsize=16)\n", " ax.set_xlabel('PC1', fontsize=14)\n", " ax.set_ylabel('PC2', fontsize=14)\n", " ax.grid(True, linestyle='--', alpha=0.3)\n", " ax.legend(fontsize=10, loc='best')\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# Highlight specific HLA alleles\n", "highlight_alleles = ['B*27:05', 'C*04', 'A*02:01']\n", "highlight_hla_embeddings(hla_lib_embed, hla_name, highlight_alleles)" ] } ], "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 }