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"cell_type": "markdown",
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"source": [
"## Overview\n",
"\n",
"This notebook demonstrates how to use Monet to denoise scRNA-Seq data with [**ENHANCE** (Wagner, 2019)](https://www.biorxiv.org/content/10.1101/655365v2). The ENHANCE algorithm separates biological heterogeneity and technical noise using PCA. By performing PCA after aggregating data from neighboring cells, bias against lowly expressed genes is reduced. The number of dimensions (PCs) is determined using a heuristic that involves simulating a \"negative control\" dataset which only contains technical noise."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Setting up the notebook"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
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" \n",
" "
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],
"source": [
"# change notebook width and font\n",
"from IPython.core.display import HTML, display\n",
"display(HTML(\"\"\"\"\"\"))\n",
"\n",
"from monet import util\n",
"_LOGGER = util.configure_logger()\n",
"\n",
"# the following is to allow embedding of plotly figures\n",
"from plotly.offline import init_notebook_mode\n",
"import plotly.graph_objs as go\n",
"init_notebook_mode(connected=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Running ENHANCE\n",
"\n",
"In Monet, ENHANCE is performed by calling the `fit()` method of `ENHANCE` objects. This will result in a trained model, with the results being stored inside the `ENHANCE` object.\n",
"\n",
"### How to store ENHANCE results on disk\n",
"\n",
"To save the ENHANCE result to disk, we generally want to avoid saving the denoised expression matrix directly. The reason for that is that the denoised matrix is no longer sparse, and saving it to disk can easily require several hundred MB. Thankfully, it is not necessary to save the full matrix. Since the denoised data is the result of a (truncated) PCA, we can simply save the low-dimensional PCA-based representation of the data. This is accomplished by saving the `ENHANCE` object using `save_pickle()`. To load ENHANCE results from disk, we then call `ENHANCE.load_pickle()`.\n",
"\n",
"### How to access the denoised expression matrix\n",
"\n",
"Once we have a trained ENHANCE model, we can access the denoised expression matrix using the `denoised_matrix_` attribute of the `ENHANCE` object. This will reconstruct the denoised expression matrix from the low-dimensional representation stored inside the object."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2020-06-17 07:31:14] (monet.core.exp_matrix) INFO: Loaded expression matrix with 10681 cells and 16319 genes -- .npz format, 36.7 MB (hash: f9d7fac20f4de6184ff55388c267699a).\n",
"[2020-06-17 07:31:14] (monet.denoise.enhance) INFO: Beginning of Phase I (Dimensionality estimation)...\n",
"[2020-06-17 07:31:14] (monet.denoise.util) INFO: Estimating the number of PCs with var_fold_thresh=2.00\n",
"[2020-06-17 07:31:23] (monet.denoise.util) INFO: Performing PCA on pure noise matrix...\n",
"[2020-06-17 07:31:23] (monet.latent.pca_model) INFO: Converted matrix to float32 data type.\n",
"[2020-06-17 07:31:29] (monet.latent.pca_model) INFO: The PCA took 2.2 s.\n",
"[2020-06-17 07:31:29] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 5.1 %.\n",
"[2020-06-17 07:31:29] (monet.denoise.util) INFO: Variance threshold: 4.015\n",
"[2020-06-17 07:31:29] (monet.latent.pca_model) INFO: Converted matrix to float32 data type.\n",
"[2020-06-17 07:31:35] (monet.latent.pca_model) INFO: The PCA took 2.2 s.\n",
"[2020-06-17 07:31:35] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 36.7 %.\n",
"[2020-06-17 07:31:35] (monet.denoise.util) INFO: The estimated number of PCs is 24.\n",
"[2020-06-17 07:31:35] (monet.denoise.enhance) INFO: Completed Phase I (Dimensionality estimation).\n",
"[2020-06-17 07:31:35] (monet.denoise.enhance) INFO: Beginning of Phase II (Aggregation step)...\n",
"[2020-06-17 07:31:35] (monet.denoise.enhance) INFO: The median transcript count is 5783.0.\n",
"[2020-06-17 07:31:35] (monet.denoise.enhance) INFO: Will perform denoising with k=35 (value was determined automatically based on a target transcript count of 200000).\n",
"[2020-06-17 07:31:35] (monet.denoise.enhance) INFO: Inferring a 24-dimensional latent space...\n",
"[2020-06-17 07:31:36] (monet.latent.monet_model) INFO: Beginning of Phase I (Estimate dimensionality)...\n",
"[2020-06-17 07:31:36] (monet.latent.monet_model) INFO: Will use 24 PCs (value was pre-specified).\n",
"[2020-06-17 07:31:36] (monet.latent.monet_model) INFO: Phase I (Estimating dimensionality) took 0.0 s.\n",
"[2020-06-17 07:31:36] (monet.latent.monet_model) INFO: Beginning of Phase II (Latent space inference)...\n",
"[2020-06-17 07:31:36] (monet.latent.monet_model) INFO: Learning the latent space...\n",
"[2020-06-17 07:31:44] (monet.latent.pca_model) INFO: The PCA took 1.5 s.\n",
"[2020-06-17 07:31:45] (monet.latent.pca_model) INFO: The fraction of variance explained by the 24 selected PCs is 32.9 %.\n",
"[2020-06-17 07:31:45] (monet.latent.monet_model) INFO: The median transcript count is 5783.0.\n",
"[2020-06-17 07:31:45] (monet.latent.monet_model) INFO: Will perform kNN-aggregation with num_neighbors=35 (value was pre-specified).\n",
"[2020-06-17 07:31:45] (monet.latent.monet_model) INFO: Now performing aggregation step 1/1...\n",
"[2020-06-17 07:31:45] (monet.latent.util) INFO: Calculating the pairwise distances took 0.7 s.\n",
"[2020-06-17 07:31:51] (monet.latent.util) INFO: Sorting the pairwise distance matrix took 5.9 s.\n",
"[2020-06-17 07:31:54] (monet.latent.util) INFO: Aggregating the expression values took 2.3 s.\n",
"[2020-06-17 07:31:59] (monet.latent.pca_model) INFO: The PCA took 1.3 s.\n",
"[2020-06-17 07:31:59] (monet.latent.pca_model) INFO: The fraction of variance explained by the 24 selected PCs is 90.4 %.\n",
"[2020-06-17 07:31:59] (monet.latent.monet_model) INFO: Learned a 24-dimensional latent space in 23.4 s.\n",
"[2020-06-17 07:31:59] (monet.latent.monet_model) INFO: Phase II (Latent space inference) took 23.4 s.\n",
"[2020-06-17 07:31:59] (monet.latent.monet_model) INFO: Fitting the Monet model took 23.5 s (0.4 min).\n",
"[2020-06-17 07:32:01] (monet.latent.pca_model) INFO: Expression profiles will be scaled 1.00x (on average).\n",
"[2020-06-17 07:32:05] (monet.latent.pca_model) INFO: Projection onto 24 PCs retained 31.8 % of the total variance in the scaled and FT-transformed data.\n",
"[2020-06-17 07:32:05] (monet.denoise.enhance) INFO: Performing nearest-neighbor aggregation with 35 neighbors...\n",
"[2020-06-17 07:32:06] (monet.denoise.util) INFO: Calculating the pairwise distances took 0.7 s.\n",
"[2020-06-17 07:32:11] (monet.denoise.util) INFO: Sorting the pairwise distance matrix took 5.7 s.\n",
"[2020-06-17 07:32:14] (monet.denoise.util) INFO: Aggregating the expression values took 2.6 s.\n",
"[2020-06-17 07:32:14] (monet.denoise.util) INFO: Nearest-neighbor aggregation took 9.2 s.\n",
"[2020-06-17 07:32:14] (monet.denoise.enhance) INFO: Completed Phase II (Aggregation step).\n",
"[2020-06-17 07:32:14] (monet.denoise.enhance) INFO: Beginning of Phase III (PCA step)...\n",
"[2020-06-17 07:32:14] (monet.latent.pca_model) INFO: Converted matrix to float32 data type.\n",
"[2020-06-17 07:32:21] (monet.latent.pca_model) INFO: The PCA took 1.3 s.\n",
"[2020-06-17 07:32:21] (monet.latent.pca_model) INFO: The fraction of variance explained by the 24 selected PCs is 86.9 %.\n",
"[2020-06-17 07:32:28] (monet.denoise.enhance) INFO: Completed Phase III (PCA step) in 14.3 s.\n",
"[2020-06-17 07:32:28] (monet.denoise.enhance) INFO: Denoising with ENHANCE took 74.6 s (1.2 min).\n",
"[2020-06-17 07:32:29] (monet.denoise.enhance) INFO: Saved denoising model to pickle file \"output/v3_human_pbmc_10k_enhance_model.pickle\".\n"
]
},
{
"data": {
"text/plain": [
"0"
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"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"import gc\n",
"\n",
"from monet import ExpMatrix\n",
"from monet import ENHANCE\n",
"\n",
"expression_file = 'data/v3_human_pbmc_10k_expression.npz'\n",
"enhance_model_file = 'output/v3_human_pbmc_10k_enhance_model.pickle'\n",
"\n",
"# load data\n",
"matrix = ExpMatrix.load_npz(expression_file)\n",
"\n",
"# train ENHANCE model\n",
"enhance_model = ENHANCE()\n",
"enhance_model.fit(matrix)\n",
"\n",
"# save ENHANCE model to disk\n",
"enhance_model.save_pickle(enhance_model_file)\n",
"\n",
"# free up memory\n",
"del matrix; gc.collect()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that saving the ENHANCE result as a pickle file is far more space-efficient than saving the denoised matrix, which in this case would require about 560 MB."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"11M\toutput/v3_human_pbmc_10k_enhance_model.pickle\r\n"
]
}
],
"source": [
"!du -h $enhance_model_file"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing the difference between raw and denoised data\n",
"\n",
"We will now overlay both raw and denoised expression values on a t-SNE plot of the data. First, we perform t-SNE on the raw data, as shown in previous tutorials."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2020-06-17 09:25:56] (monet.core.exp_matrix) INFO: Loaded expression matrix with 10681 cells and 16319 genes -- .npz format, 36.7 MB (hash: f9d7fac20f4de6184ff55388c267699a).\n",
"[2020-06-17 09:25:56] (root) INFO: No Monet model provided, performing PCA to determine first 30principal components...\n",
"[2020-06-17 09:25:56] (monet.latent.pca_model) INFO: Converted matrix to float32 data type.\n",
"[2020-06-17 09:26:03] (monet.latent.pca_model) INFO: The PCA took 1.3 s.\n",
"[2020-06-17 09:26:03] (monet.latent.pca_model) INFO: The fraction of variance explained by the 30 selected PCs is 33.4 %.\n",
"[2020-06-17 09:26:03] (root) INFO: Performing t-SNE...\n",
"[2020-06-17 09:26:26] (root) INFO: t-SNE took 22.4 s.\n"
]
},
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"execution_count": 3,
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],
"source": [
"import gc\n",
"\n",
"from monet import ExpMatrix\n",
"from monet import visualize\n",
"\n",
"expression_file = 'data/v3_human_pbmc_10k_expression.npz'\n",
"\n",
"matrix = ExpMatrix.load_npz(expression_file)\n",
"\n",
"fig, tsne_scores = visualize.tsne_plot(matrix)\n",
"\n",
"# free up memory\n",
"del matrix; gc.collect()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we'll visualize the raw data for a gene called *CCR7*, which is a naive T cell marker."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2020-06-17 09:34:32] (monet.core.exp_matrix) INFO: Loaded expression matrix with 10681 cells and 16319 genes -- .npz format, 36.7 MB (hash: f9d7fac20f4de6184ff55388c267699a).\n"
]
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