{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Conditioned generation of cell states" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, we will use a pre-trained diffusion model to generate cell states conditioned on their cell type labels.\n", "\n", "Let's begin by importing the required packages." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import scanpy as sc\n", "\n", "import torch\n", "\n", "from scmg.model.contrastive_embedding import CellEmbedder, decode_cell_state_embedding\n", "from scmg.model.manifold_generation import ConditionalDiffusionModel, generate_cells, generate_transition_cells\n", "from scmg.model.cell_type_search import CellTypeSearcher" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the trained SCMG models." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ConditionalDiffusionModel(\n", " (network): MLPDenoiser(\n", " (fc1): Linear(in_features=1280, out_features=2048, bias=True)\n", " (blocks): ModuleList(\n", " (0-7): 8 x RecurrentBlock(\n", " (fc1): Linear(in_features=3328, out_features=2048, bias=True)\n", " (act): LeakyReLU(negative_slope=0.01)\n", " (fc2): Linear(in_features=2048, out_features=2048, bias=True)\n", " (norm): LayerNorm((2048,), eps=1e-05, elementwise_affine=True)\n", " )\n", " )\n", " (fc2): Linear(in_features=3328, out_features=512, bias=True)\n", " )\n", ")" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load the autoencoder model\n", "model_path = 'models/embedder'\n", "\n", "scmg_model = torch.load(os.path.join(model_path, 'model.pt'),\n", " map_location=torch.device('cpu'))\n", "scmg_model.load_state_dict(torch.load(os.path.join(model_path, 'best_state_dict.pth'),\n", " map_location=torch.device('cpu')))\n", "\n", "device = 'cpu'\n", "scmg_model.to(device)\n", "scmg_model.eval()\n", "\n", "# Load the diffusion model\n", "model_d_path = 'models/diffusion_model'\n", "\n", "model_d = torch.load(os.path.join(model_d_path, 'model.pt'),\n", " map_location=torch.device('cpu'))\n", "model_d.load_state_dict(torch.load(os.path.join(model_d_path, 'best_state_dict.pth'),\n", " map_location=torch.device('cpu')))\n", "\n", "device = 'cpu'\n", "model_d.to(device)\n", "model_d.eval()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the standard reference dataset of the global manifold" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "adata_ref = sc.read_h5ad('data/ref_global_cell_state_manifold.h5ad')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's print out the avaibale cell types to generate." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Activated T cells', 'Adenohypophyseal placode', 'Adipocyte cells (Cyp2e1+)', 'Adipocyte progenitor cells', 'Adipose tissue macrophages', 'Adrenocortical cells', 'Advanced Mesoderm', 'Airway club cells', 'Airway goblet cells', 'Allantois', 'Alveolar Type 1 cells', 'Alveolar Type 2 cells', 'Amacrine cells', 'Amacrine/Horizontal precursor cells', 'Amniochorionic mesoderm', 'Amniochorionic mesoderm A', 'Amniochorionic mesoderm B', 'Amniotic ectoderm', 'Angioblast', 'Anterior', 'Anterior floor plate', 'Anterior intermediate mesoderm', 'Anterior primitive streak', 'Anterior roof plate', 'Anteromedial cerebral pole', 'Apical ectodermal ridge', 'Arachnoid', 'Arachnoid barrier cells', 'Arterial endothelial cells', 'Ascending loop of Henle', 'Astro-Epen', 'Astrocytes', 'Atrial cardiomyocytes', 'Axial Mesoderm', 'Axon tract-associated microglia', 'B cell', 'B cell progenitors', 'B cells', 'B-1 B cell', 'B-1a B cell', 'B-1b B cell', 'B-2 B cell', 'Basal keratinocytes', 'Bergmann glia', 'Bergmann glial cell', 'Biliary epithelial cells', 'Bipolar precursor cells', 'Bladder urothelial cells', 'Blood progenitors', 'Border-associated macrophages', 'Border-associated macrophages (Cd74+)', 'Border-associated macrophages (Ms4a8a+)', 'Brain capillary endothelial cells', 'Brain endothelium', 'Brain pericytes', 'Branchial arch epithelium', 'Brown adipocyte cells', 'CB GABA', 'CB Glut', 'CD14-positive monocyte', 'CD14-positive, CD16-positive monocyte', 'CD141-positive myeloid dendritic cell', 'CD16-negative, CD56-bright natural killer cell, human', 'CD16-positive, CD56-dim natural killer cell, human', 'CD1c-positive myeloid dendritic cell', 'CD34-positive, CD56-positive, CD117-positive common innate lymphoid precursor, human', 'CD4-positive helper T cell', 'CD4-positive, alpha-beta T cell', 'CD4-positive, alpha-beta memory T cell', 'CD8-alpha-alpha-positive, alpha-beta intraepithelial T cell', 'CD8-positive, alpha-beta T cell', 'CD8-positive, alpha-beta cytokine secreting effector T cell', 'CD8-positive, alpha-beta cytotoxic T cell', 'CD8-positive, alpha-beta memory T cell', 'CD8-positive, alpha-beta memory T cell, CD45RO-positive', 'CGE GABA', 'CNU GABA', 'CNU-HYa GABA', 'CNU-HYa Glut', 'Cajal-Retzius', 'Cajal-Retzius cell', 'Cajal-Retzius cells', 'Cardiac mesoderm', 'Cardiomyocytes', 'Caudal', 'Caudal lateral epiblast', 'Caudal neuroectoderm', 'Cerebellar Purkinje cells', 'Cerebellum GABAergic', 'Cerebellum glutamatergic', 'Cerebellum-related cells', 'Cholinergic amacrine cells', 'Chondrocyte and osteoblast progenitors', 'Chondrocytes', 'Chondrocytes (Atp1a2+)', 'Chondrocytes (Otor+)', 'Choroid plexus', 'Ciliary margin cells', 'Ciliated nodal cells', 'Cochlear hair cells', 'Collecting duct intercalated cells', 'Collecting duct principal cells', 'Committed oligodendrocyte precursor', 'Committed oligodendrocyte precursors', 'Cone precursor cells', 'Conjunctival goblet cells', 'Connecting tubule', 'Connective tissue progenitors', 'Conventional dendritic cells', 'Corneal epithelial cells', 'Cortical Interneurons (Prox1+)', 'Cortical hem', 'Cortical or hippocampal glutamatergic', 'Corticofugal neurons', 'Cranial motor neurons', 'Cycling microglia', 'Cycling perivascular macrophages', 'DN1 thymic pro-T cell', 'DN3 thymocyte', 'DN4 thymocyte', 'Deep-layer neurons', 'Definitive early erythroblasts (CD36-)', 'Definitive endoderm', 'Definitive erythroblasts (CD36+)', 'Definitive erythroid cells', 'Dental epithelial cells', 'Dermatome', 'Dermomyotome', 'Di/mesencephalon excitatory neurons', 'Di/mesencephalon inhibitory neurons', 'Di/telencephalon', 'Diencephalic roof plate', 'Diencephalon', 'Diencephalon glutamatergic', 'Distal convoluted tubule', 'Dorsal diencephalon', 'Dorsal early ectoderm', 'Dorsal forebrain', 'Dorsal hindbrain', 'Dorsal hindbrain and spinal cord', 'Dorsal midbrain', 'Dorsal midbrain glutamatergic', 'Dorsal root ganglion neurons', 'Dorsal telencephalon', 'Early Trophectoderm', 'Early chondrocytes', 'Early choroid plexus', 'Early ectoderm', 'Early fibroblasts', 'Early macrophage', 'Embryonic visceral endoderm', 'Emergent Mesoderm', 'Endocardial cells', 'Endoderm', 'Endothelial', 'Endothelium', 'Enteric neurons', 'Ependymal cells', 'Ependymal-like', 'Epiblast', 'Epidermis', 'Epithalamus glutamatergic', 'Erythroblasts', 'Erythrocyte', 'Erythroid progenitor', 'ExE Mesoderm', 'Extraembryonic ectoderm', 'Extraembryonic endoderm', 'Extraembryonic mesoderm', 'Extraembryonic visceral endoderm', 'Eye field', 'Facial mesenchyme', 'Fibroblasts', 'First heart field', 'Floor plate', 'Floorplate and p3 domain', 'Forebrain', 'Forebrain GABAergic', 'Forebrain astrocyte', 'Forebrain glutamatergic', 'Forebrain/midbrain', 'Foregut epithelial cells', 'Foregut epithelium', 'Fourth-ventricle roof plate', 'Fusing epithelium', 'GABAergic cortical interneurons', 'GABAergic neuron', 'GABAergic neurons', 'Glomerular endothelial cells', 'Glutamatergic neurons', 'Granular keratinocytes', 'Granulocytes', 'Gut', 'Gut and lung epithelium', 'HY GABA', 'HY Glut', 'HY Gnrh1 Glut', 'HY MM Glut', 'Hematoendothelial lineage', 'Hematoendothelial progenitors', 'Hematopoietic stem cells (Cd34+)', 'Hematopoietic stem cells (Mpo+)', 'Hemogenic Endothelial Progenitors', 'Hepatocytes', 'Hindbrain', 'Hindbrain GABAergic', 'Hindbrain floor plate', 'Hindbrain glutamatergic', 'Hindbrain glycinergic', 'Hindbrain roof plate', 'Hindbrain serotoninergic', 'Hofbauer cell', 'Horizontal cells', 'Hypoblast', 'Hypothalamic floor-plate like', 'Hypothalamus', 'Hypothalamus (Sim1+)', 'Hypothalamus glutamatergic', 'IT-ET Glut', 'IgA plasma cell', 'IgG plasma cell', 'IgM plasma cell', 'Immune', 'Inhibitory interneurons', 'Inner Cell Mass', 'Inner Cell Mass-Trophectoderm Transition', 'Inner cell mass', 'Intermediate meninges 1', 'Intermediate meninges 2', 'Intermediate mesoderm', 'Intermediate neuronal progenitors', 'Intermediate progenitor cells', 'Intestinal enteroendocrine cells', 'Intestinal goblet cells', 'Kupffer cell', 'Kupffer cells', 'LSX GABA', 'Langerhans cell', 'Lateral nasal pit', 'Lateral plate and intermediate mesoderm', 'Lens', 'Lens epithelial cells', 'Leydig cells', 'Limb mesenchyme progenitors', 'Liver endothelium', 'Liver sinusoidal endothelial cells', 'Lung cells (Eln+)', 'Lung epithelium', 'Lung progenitor cells', 'Lymphatic vessel endothelial cells', 'M cell of gut', 'MB Dopa', 'MB GABA', 'MB Glut', 'MB-HB Sero', 'MGE GABA', 'MH-LH Glut', 'MOB-CR Glut', 'MOB-DG-IMN', 'MY GABA', 'MY Glut', 'Mast cells', 'Mast cells (P2rx7+)', 'Megakaryocytes', 'Melanocyte cells', 'Mesencephalon/MHB', 'Mesenchymal stromal cells', 'Mesenchyme', 'Mesoderm', 'Mesodermal progenitors (Tbx6+)', 'Metanephric mesenchyme', 'Microglia', 'Microvascular endothelial cells', 'Midbrain', 'Midbrain GABAergic', 'Midbrain basal plate', 'Midbrain dopaminergic', 'Midbrain floor plate', 'Midbrain glutamatergic', 'Midbrain-hindbrain GABAergic', 'Midbrain-hindbrain boundary', 'Midgut/Hindgut epithelial cells', 'Midgut/Hindgut epithelium', 'Mixed mesoderm', 'Mixed region astrocytes', 'Monocytes', 'Monocytic myeloid-derived suppressor cells', 'Motor neuron', 'Motor neurons', 'Mueller cell', 'Multiciliated ependymal cells', 'Muscle progenitor cells', 'Muscle progenitor cells (Prdm1+)', 'Myelinating Schwann cells', 'Myelinating Schwann cells (Tgfb2+)', 'Myoblasts', 'Myocytes', 'Myofibroblasts', 'Myotubes', 'NKp44-negative group 3 innate lymphoid cell, human', 'NKp44-positive group 3 innate lymphoid cell, human', 'NMPs and spinal cord progenitors', 'NP-CT-L6b Glut', 'Naive retinal progenitor cells', 'Nascent Mesoderm', 'Nascent mesoderm', 'Natural killer cells', 'Nephron progenitors', 'Neural crest', 'Neural crest (PNS glia)', 'Neural crest (PNS neurons)', 'Neural progenitor cells (Neurod1+)', 'Neural progenitor cells (Ror1+)', 'Neuromesodermal progenitors', 'Neuron progenitor cells', 'Neuronal intermediate progenitor', 'Neurons (Slc17a8+)', 'Node', 'Non-Neural Ectoderm', 'Non-cycling microglia', 'Non-cycling perivascular macrophages', 'Noradrenergic neurons', 'Notochord', 'OEG', 'OFF-bipolar cell', 'ON-bipolar cell', 'Olfactory bulb cells', 'Olfactory ensheathing cell', 'Olfactory ensheathing cells', 'Olfactory epithelial cells', 'Olfactory epithelium', 'Olfactory pit', 'Olfactory pit cells', 'Olfactory sensory neurons', 'Oligo', 'Oligodendrocyte', 'Oligodendrocyte precursor cell', 'Oligodendrocyte progenitor cells', 'Optic cup', 'Oral ectoderm', 'Osteoblast progenitors A', 'Osteoblast progenitors B', 'Osteoclasts', 'Otic epithelial cells', 'Otic epithelium', 'Otic sensory neurons', 'Otic vesicle', 'P GABA', 'P Glut', 'PMN myeloid-derived suppressor cells', 'PV-containing retinal ganglion cells', 'Pancreatic acinar cells', 'Pancreatic epithelium', 'Pancreatic islets', 'Parasympathetic neurons', 'Parathyroid epithelial cells', 'Paraxial mesoderm A', 'Paraxial mesoderm B', 'Paraxial mesoderm C', 'Parietal endoderm', 'Pericyte', 'Pericytes', 'Photoreceptor precursor cells', 'Pineal Glut', 'Pineal gland', 'Pituitary gland cells', 'Pituitary neuroendocrine', 'Pituitary/Pineal gland progenitors', 'Placodal area', 'Plasmacytoid dendritic cells', 'Platelet', 'Podocytes', 'Posterior floor plate', 'Posterior hindbrain glutamatergic', 'Posterior intermediate mesoderm', 'Posterior roof plate', 'Pre-epidermal keratinocytes', 'Pre-osteoblasts (Sp7+)', 'Primitive Streak', 'Primitive erythroid cells', 'Primitive streak and adjacent ectoderm', 'Primordial germ cells', 'Proximal tubule cells', 'Purkinje cell', 'Regulatory T cells', 'Renal epithelium', 'Retinal ganglion cells', 'Retinal neurons', 'Retinal pigment cells', 'Retinal primordium', 'Retinal progenitor cells', 'Rod precursor cells', 'Roof plate', 'Rostral neuroectoderm', 'Satellite glial cells', 'Schwann cell', 'Schwann cell precursor', 'Sclerotome', 'Second heart field', 'Sensory neuron', 'Skeletal muscle progenitors', 'Somatic mesoderm', 'Spinal cord', 'Spinal cord (dorsal)', 'Spinal cord (ventral)', 'Spinal cord dorsal progenitors', 'Spinal cord excitatory neurons', 'Spinal cord glutamatergic', 'Spinal cord inhibitory neurons', 'Spinal cord motor neurons', 'Spinal cord ventral progenitors', 'Spinal cord/r7/r8', 'Splanchnic mesoderm', 'Subcommissural organ hypendymal cell', 'Subplate neurons', 'Suprachiasmatic nucleus', 'Surface ectoderm', 'Sympathetic neurons', 'T cell', 'T cells', 'T follicular helper cell', 'T-helper 1 cell', 'T-helper 17 cell', 'TH Glut', 'Telencephalon', 'Thalamic neuronal precursors', 'Thalamus glutamatergic', 'Thymic epithelial cells', 'Thyroid gland cells', 'Tooth junctional epithelium', 'Trophectoderm', 'Upper-layer neurons', 'Ureteric bud', 'Vascular', 'Vascular smooth muscle', 'Venous and capillary endothelial cells', 'Ventral hindbrain', 'Ventral midbrain', 'Ventricular cardiomyocytes', 'Visceral endoderm', 'White blood cells', 'Zona limitans intrathalamica', 'acinar cell', 'acinar cell of salivary gland', 'activated CD4-positive, alpha-beta T cell', 'activated CD8-positive, alpha-beta T cell', 'adipocyte of epicardial fat of left ventricle', 'adventitial cell', 'alpha-beta T cell', 'alternatively activated macrophage', 'alveolar macrophage', 'alveolar type 1 fibroblast cell', 'alveolar type 2 fibroblast cell', 'amacrine cell', 'aortic endothelial cell', 'astrocyte', 'basal cell', 'basal cell of epidermis', 'basal cell of prostate epithelium', 'basal epithelial cell of tracheobronchial tree', 'basophil', 'basophil mast progenitor cell', 'bipolar neuron', 'bladder urothelial cell', 'blood cell', 'blood vessel endothelial cell', 'brain pericyte', 'bronchial goblet cell', 'bronchial smooth muscle cell', 'bronchus fibroblast of lung', 'brush cell', 'brush cell of trachebronchial tree', 'capillary endothelial cell', 'cardiac endothelial cell', 'cardiac muscle cell', 'cardiac muscle myoblast', 'cell of skeletal muscle', 'cerebral cortex GABAergic interneuron', 'cerebral cortex endothelial cell', 'chondrocyte', 'ciliated cell', 'ciliated columnar cell of tracheobronchial tree', 'ciliated epithelial cell', 'classical monocyte', 'club cell', 'colon epithelial cell', 'common dendritic progenitor', 'common lymphoid progenitor', 'common myeloid progenitor', 'conjunctival epithelial cell', 'connective tissue cell', 'conventional dendritic cell', 'cord blood hematopoietic stem cell', 'corneal epithelial cell', 'cortical cell of adrenal gland', 'cortical thymic epithelial cell', 'craniofacial cell', 'decidual natural killer cell, human', 'dendritic cell', 'dendritic cell, human', 'dermis microvascular lymphatic vessel endothelial cell', 'double negative thymocyte', 'double-positive, alpha-beta thymocyte', 'duct epithelial cell', 'duodenum glandular cell', 'early T lineage precursor', 'early lymphoid progenitor', 'early pro-B cell', 'effector CD4-positive, alpha-beta T cell', 'effector CD8-positive, alpha-beta T cell', 'effector memory CD4-positive, alpha-beta T cell', 'effector memory CD8-positive, alpha-beta T cell, terminally differentiated', 'elicited macrophage', 'embryonic fibroblast', 'embryonic stem cell', 'endocardial cell', 'endocrine cell', 'endodermal cell', 'endothelial cell', 'endothelial cell of artery', 'endothelial cell of coronary artery', 'endothelial cell of hepatic sinusoid', 'endothelial cell of lymphatic vessel', 'endothelial cell of placenta', 'endothelial cell of sinusoid', 'endothelial cell of uterus', 'endothelial cell of vascular tree', 'endothelial tip cell', 'enteric neuron', 'enteric smooth muscle cell', 'enterocyte', 'enterocyte of colon', 'enterocyte of epithelium of large intestine', 'enterocyte of epithelium of small intestine', 'enteroendocrine cell', 'eosinophil', 'ependymal cell', 'epicardial adipocyte', 'epidermal cell', 'epithelial cell', 'epithelial cell of alveolus of lung', 'epithelial cell of exocrine pancreas', 'epithelial cell of lacrimal sac', 'epithelial cell of large intestine', 'epithelial cell of lower respiratory tract', 'epithelial cell of lung', 'epithelial cell of nephron', 'epithelial cell of prostate', 'epithelial cell of proximal tubule', 'epithelial cell of thymus', 'epithelial cell of uterus', 'erythroblast', 'erythrocyte', 'erythroid lineage cell', 'erythroid progenitor cell', 'eurydendroid cell', 'eye photoreceptor cell', 'fast muscle cell', 'fat cell', 'fenestrated cell', 'fibro/adipogenic progenitor cell', 'fibroblast', 'fibroblast of breast', 'fibroblast of cardiac tissue', 'fibroblast of lung', 'fibroblast of mammary gland', 'forebrain radial glial cell', 'fraction A pre-pro B cell', 'gamma-delta T cell', 'ganglion interneuron', 'germ cell', 'germinal center B cell', 'glandular epithelial cell', 'glial cell', 'glutamatergic neuron', 'goblet cell', 'granule cell', 'granulocyte', 'granulocyte monocyte progenitor cell', 'granulocytopoietic cell', 'group 2 innate lymphoid cell', 'group 3 innate lymphoid cell', 'gut endothelial cell', 'head mesodermal cell', 'hematopoietic multipotent progenitor cell', 'hematopoietic precursor cell', 'hematopoietic stem cell', 'hepatoblast', 'hepatocyte', 'immature B cell', 'immature NK T cell', 'immature Schwann cell', 'immature T cell', 'immature innate lymphoid cell', 'immature natural killer cell', 'inflammatory cell', 'inflammatory macrophage', 'inhibitory interneuron', 'inhibitory motor neuron', 'innate lymphoid cell', 'intermediate monocyte', 'interstitial cell of Cajal', 'intestinal crypt stem cell', 'intestinal crypt stem cell of large intestine', 'intestinal crypt stem cell of small intestine', 'intestinal enteroendocrine cell', 'intestinal epithelial cell', 'intestinal tuft cell', 'intestine goblet cell', 'intrahepatic cholangiocyte', 'ionocyte', 'keratinocyte', 'keratinocyte stem cell', 'keratocyte', 'kidney capillary endothelial cell', 'kidney collecting duct epithelial cell', 'kidney collecting duct intercalated cell', 'kidney collecting duct principal cell', 'kidney connecting tubule epithelial cell', 'kidney cortex artery cell', 'kidney distal convoluted tubule epithelial cell', 'kidney epithelial cell', 'kidney interstitial fibroblast', 'kidney loop of Henle ascending limb epithelial cell', 'kidney loop of Henle epithelial cell', 'kidney loop of Henle thick ascending limb epithelial cell', 'kidney loop of Henle thin ascending limb epithelial cell', 'kidney loop of Henle thin descending limb epithelial cell', 'kidney proximal convoluted tubule epithelial cell', 'kidney proximal straight tubule epithelial cell', 'large intestine goblet cell', 'large pre-B-II cell', 'late pro-B cell', 'lateral mesodermal cell', 'lens fiber cell', 'leukocyte', 'limb cell', 'liver dendritic cell', 'luminal cell of prostate epithelium', 'luminal epithelial cell of mammary gland', 'lung ciliated cell', 'lung macrophage', 'lung microvascular endothelial cell', 'lung pericyte', 'lung secretory cell', 'lymphoid lineage restricted progenitor cell', 'macrophage', 'macrophage dendritic cell progenitor', 'mast cell', 'mature B cell', 'mature NK T cell', 'mature conventional dendritic cell', 'medium spiny neuron', 'medullary thymic epithelial cell', 'megakaryocyte', 'megakaryocyte-erythroid progenitor cell', 'melanocyte', 'melanocyte of skin', 'memory B cell', 'mesangial cell', 'mesenchymal cell', 'mesenchymal lymphangioblast', 'mesenchymal stem cell', 'mesenchymal stem cell of adipose tissue', 'mesodermal cell', 'mesothelial cell', 'microglial cell', 'monocyte', 'motor neuron', 'mucosal invariant T cell', 'mucus secreting cell', 'multi-ciliated epithelial cell', 'muscle cell', 'muscle precursor cell', 'myelocyte', 'myeloid cell', 'myeloid dendritic cell', 'myeloid lineage restricted progenitor cell', 'myoepithelial cell', 'myoepithelial cell of mammary gland', 'myofibroblast cell', 'myometrial cell', 'naive B cell', 'naive regulatory T cell', 'naive thymus-derived CD4-positive, alpha-beta T cell', 'naive thymus-derived CD8-positive, alpha-beta T cell', 'nasal mucosa goblet cell', 'native cell', 'natural killer cell', 'neural progenitor cell', 'neuroendocrine cell', 'neuron', 'neuronal brush cell', 'neutrophil', 'non-classical monocyte', 'oligodendrocyte', 'oligodendrocyte precursor cell', 'osteoblast', 'osteoclast', 'pancreatic A cell', 'pancreatic D cell', 'pancreatic PP cell', 'pancreatic acinar cell', 'pancreatic ductal cell', 'pancreatic endocrine cell', 'pancreatic stellate cell', 'paneth cell of colon', 'paneth cell of epithelium of small intestine', 'parietal epithelial cell', 'peptic cell', 'pericyte', 'photoreceptor cell', 'pigmented ciliary epithelial cell', 'plasma cell', 'plasmablast', 'plasmacytoid dendritic cell', 'platelet', 'podocyte', 'podocyte (sensu Diptera)', 'pre-B-I cell', 'pre-conventional dendritic cell', 'precursor B cell', 'preosteoblast', 'primitive red blood cell', 'primordial germ cell', 'pro-B cell', 'professional antigen presenting cell', 'progenitor cell', 'progenitor cell of endocrine pancreas', 'progenitor cell of mammary luminal epithelium', 'promonocyte', 'promyelocyte', 'pulmonary artery endothelial cell', 'pulmonary interstitial fibroblast', 'pulmonary ionocyte', 'radial glial cell', 'regular atrial cardiac myocyte', 'regular ventricular cardiac myocyte', 'regulatory T cell', 'renal intercalated cell', 'renal interstitial pericyte', 'respiratory basal cell', 'respiratory epithelial cell', 'respiratory goblet cell', 'reticular cell', 'reticulocyte', 'retina horizontal cell', 'retinal bipolar neuron', 'retinal blood vessel endothelial cell', 'retinal cone cell', 'retinal ganglion cell', 'retinal pigment epithelial cell', 'retinal rod cell', 'rod bipolar cell', 'salivary gland cell', 'secretory cell', 'sensory neuron', 'serous cell of epithelium of bronchus', 'serous cell of epithelium of trachea', 'serous secreting cell', 'skeletal muscle fiber', 'skeletal muscle satellite cell', 'skeletal muscle satellite stem cell', 'skin fibroblast', 'slow muscle cell', 'small intestine goblet cell', 'small pre-B-II cell', 'smooth muscle cell', 'smooth muscle cell of trachea', 'smooth muscle myoblast', 'somite', 'sperm', 'stellate neuron', 'stem cell', 'stem cell of epidermis', 'stromal cell', 'stromal cell of lamina propria of small intestine', 'subcutaneous fat cell', 'surface ectodermal cell', 'sympathetic neuron', 'tendon cell', 'thymocyte', 'thyroid follicular cell', 'tongue muscle cell', 'tracheal goblet cell', 'tracheobronchial goblet cell', 'tracheobronchial serous cell', 'tracheobronchial smooth muscle cell', 'transit amplifying cell', 'transit amplifying cell of colon', 'transit amplifying cell of small intestine', 'type A enteroendocrine cell', 'type B pancreatic cell', 'type D enteroendocrine cell', 'type I NK T cell', 'type I enteroendocrine cell', 'type I pneumocyte', 'type II pneumocyte', 'type L enteroendocrine cell', 'type N enteroendocrine cell', 'uterine smooth muscle cell', 'vascular associated smooth muscle cell', 'vascular leptomeningeal cell', 'vein endothelial cell', 'ventricular cardiac muscle cell', 'visceromotor neuron']\n" ] } ], "source": [ "print(model_d.condition_classes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generation of cell types" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an example, let's generate a few cell types for gastrulation." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8f95762f5cd240bb83767b6083e8307c", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/3 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pp.neighbors(adata_generated, use_rep='X_ce_latent', n_neighbors=30)\n", "sc.tl.umap(adata_generated)\n", "sc.pl.umap(adata_generated, color='cell_type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generation of continuous cell state trajectories" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can iteratively generate the whole developmental trajectory of a cell type starting from the epiblast (embryonic stem cell). This process requires the user to have certain prorir knowledge of the developmental process of interest.\n", "\n", "As an example, let's generate the trajectory from epiblast to pancreatic islet B cells. We begin by generating a population of epiblast cells." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e9ae75ac9a1641e2b6be3ac4a413c000", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
weight
Epiblast0.129208
Primitive streak and adjacent ectoderm0.097211
Primitive Streak0.043280
Trophectoderm0.012249
Rostral neuroectoderm0.010646
Inner Cell Mass0.010090
Anterior primitive streak0.007708
embryonic stem cell0.007708
Inner cell mass0.006908
germ cell0.006688
Inner Cell Mass-Trophectoderm Transition0.006513
Definitive endoderm0.004518
Nascent mesoderm0.003944
Primordial germ cells0.003875
Early Trophectoderm0.003838
primordial germ cell0.003836
Hypoblast0.003603
Nascent Mesoderm0.003459
Emergent Mesoderm0.003308
Caudal lateral epiblast0.002270
\n", "" ], "text/plain": [ " weight\n", "Epiblast 0.129208\n", "Primitive streak and adjacent ectoderm 0.097211\n", "Primitive Streak 0.043280\n", "Trophectoderm 0.012249\n", "Rostral neuroectoderm 0.010646\n", "Inner Cell Mass 0.010090\n", "Anterior primitive streak 0.007708\n", "embryonic stem cell 0.007708\n", "Inner cell mass 0.006908\n", "germ cell 0.006688\n", "Inner Cell Mass-Trophectoderm Transition 0.006513\n", "Definitive endoderm 0.004518\n", "Nascent mesoderm 0.003944\n", "Primordial germ cells 0.003875\n", "Early Trophectoderm 0.003838\n", "primordial germ cell 0.003836\n", "Hypoblast 0.003603\n", "Nascent Mesoderm 0.003459\n", "Emergent Mesoderm 0.003308\n", "Caudal lateral epiblast 0.002270" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cts = CellTypeSearcher(adata_ref)\n", "ct_match_df = cts.search_ref_cell_types(generated_cells_query, radius=2)\n", "ct_match_df[:20]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the pancreatic islet cells are developed from the endoderm which originates from the anterior part of the primitive streak, let's choose primitive streak as our next cell type.\n", "\n", "By interpolating the cell type embedding vectors, we can let the diffusion model to generate a continous population of cells for the cell type transition." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6536ac8d56b344ec8187659e9c3170f5", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
weight
Primitive Streak0.121187
Epiblast0.091966
Primitive streak and adjacent ectoderm0.076221
Nascent Mesoderm0.030924
Emergent Mesoderm0.028855
Anterior primitive streak0.028536
Nascent mesoderm0.018618
germ cell0.018388
Primordial germ cells0.017211
embryonic stem cell0.013809
Definitive endoderm0.013602
Rostral neuroectoderm0.009774
Caudal lateral epiblast0.009184
primordial germ cell0.008438
Node0.008097
Trophectoderm0.004328
Mesoderm0.004298
Non-Neural Ectoderm0.003607
Endoderm0.003602
Caudal neuroectoderm0.003296
\n", "" ], "text/plain": [ " weight\n", "Primitive Streak 0.121187\n", "Epiblast 0.091966\n", "Primitive streak and adjacent ectoderm 0.076221\n", "Nascent Mesoderm 0.030924\n", "Emergent Mesoderm 0.028855\n", "Anterior primitive streak 0.028536\n", "Nascent mesoderm 0.018618\n", "germ cell 0.018388\n", "Primordial germ cells 0.017211\n", "embryonic stem cell 0.013809\n", "Definitive endoderm 0.013602\n", "Rostral neuroectoderm 0.009774\n", "Caudal lateral epiblast 0.009184\n", "primordial germ cell 0.008438\n", "Node 0.008097\n", "Trophectoderm 0.004328\n", "Mesoderm 0.004298\n", "Non-Neural Ectoderm 0.003607\n", "Endoderm 0.003602\n", "Caudal neuroectoderm 0.003296" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "generated_cells_query = generated_cells[np.array(cond_classes) == 'Primitive Streak']\n", "ct_match_df = cts.search_ref_cell_types(generated_cells_query, radius=2)\n", "ct_match_df[:20]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a shortcut here. If we already know all the intermediate cell types, we can generate the trajectory with a few lines of code." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8a8397d1a117486eae37c197d3f06272", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata_generated = decode_cell_state_embedding(scmg_model, generated_cells, ['Qiu_Organogenesis_MM_2022:all'] * len(generated_cells))\n", "adata_generated.obs['cell_type'] = cond_classes\n", "\n", "# Visualize the generated cells by UMAP\n", "sc.pp.neighbors(adata_generated, use_rep='X_ce_latent', n_neighbors=30)\n", "sc.tl.umap(adata_generated)\n", "sc.pl.umap(adata_generated, color='cell_type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the generated continuous trajectory, we can perform pseudo time analysis." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Trying to run `tl.dpt` without prior call of `tl.diffmap`. Falling back to `tl.diffmap` with default parameters.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata_generated.uns[\"iroot\"] = np.flatnonzero(adata_generated.obs['cell_type'] == 'Epiblast')[0]\n", "\n", "sc.tl.dpt(adata_generated)\n", "adata_generated.obs['dpt_rele_rank'] = adata_generated.obs['dpt_pseudotime'].rank() / adata_generated.shape[0]\n", "\n", "sc.pl.umap(adata_generated, color='dpt_pseudotime', cmap='jet')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using pseudo-tiem, we can trace the gene expression changes along the developmental trajectory." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Order the genes and cells by their order of expression along the trajectory\n", "X_normalized = adata_generated.X / adata_generated.X.sum(axis=0)[None, :]\n", "adata_generated.var['mean'] = adata_generated.X.mean(axis=0)\n", "adata_generated.var['gene_mean_time'] = np.sum(X_normalized * adata_generated.obs['dpt_rele_rank'].values[:, None], axis=0)\n", "\n", "cell_order = adata_generated.obs['dpt_pseudotime'].sort_values().index.values\n", "gene_order = adata_generated.var['gene_mean_time'].sort_values().index.values\n", "adata_ordered = adata_generated[cell_order, gene_order].copy()\n", "\n", "adata_ordered.X = adata_ordered.X / adata_ordered.X.mean(axis=0)[None, :]\n", "\n", "# Only plot the top highly variable genes\n", "sc.pp.highly_variable_genes(adata_generated, n_top_genes=5000)\n", "adata_generated.var['max'] = adata_generated.X.max(axis=0)\n", "hv_genes = adata_generated.var_names[\n", " adata_generated.var['highly_variable']\n", "]\n", "\n", "# Plot the gene expression levels of the top highly variable genes along the trajectory\n", "fig, ax = plt.subplots(figsize=(4, 4), dpi=100)\n", "\n", "X = adata_ordered[:, adata_ordered.var.index.isin(hv_genes)].X.T\n", "\n", "ax.imshow(X, vmax=5, cmap='inferno_r', aspect=X.shape[1] / X.shape[0])\n", "ax.set_xticks(np.linspace(0, adata_ordered.shape[0], num=11), \n", " [f'{x:.1f}' for x in np.linspace(0, 1, num=11)], \n", " size=8)\n", "ax.set_yticks(np.linspace(0, X.shape[0], num=11), \n", " np.linspace(0, X.shape[0], num=11, dtype=int),\n", " size=8)\n", "\n", "ax.set_xlabel('pseudotime')\n", "ax.set_ylabel('genes')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "scmg", "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": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 2 }