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"cell_type": "markdown",
"metadata": {},
"source": [
"# Python MAGIC EMT tutorial\n",
"\n",
"## MAGIC (Markov Affinity-Based Graph Imputation of Cells)\n",
"\n",
"- MAGIC imputes missing data values on sparse data sets, restoring the structure of the data\n",
"- It also proves dimensionality reduction and gene expression visualizations\n",
"- MAGIC can be performed on a variety of datasets\n",
"- Here, we show the effectiveness of MAGIC on epithelial-to-mesenchymal transition (EMT) data\n",
" \n",
"Markov Affinity-based Graph Imputation of Cells (MAGIC) is an algorithm for denoising and transcript recover of single cells applied to single-cell RNA sequencing data, as described in Van Dijk D et al. (2018), Recovering Gene Interactions from Single-Cell Data Using Data Diffusion, Cell https://www.cell.com/cell/abstract/S0092-8674(18)30724-4.\n",
"\n",
"This tutorial shows loading, preprocessing, MAGIC imputation and visualization of myeloid and erythroid cells in mouse bone marrow, as described by Paul et al., 2015. You can edit it yourself at https://colab.research.google.com/github/KrishnaswamyLab/MAGIC/blob/master/python/tutorial_notebooks/bonemarrow_tutorial.ipynb\n",
"\n",
"### Table of Contents\n",
"\n",
"Installation\n",
" \n",
"Loading data\n",
" \n",
"Data preprocessing\n",
" \n",
"Running MAGIC\n",
" \n",
"Visualizing gene-gene interactions\n",
" \n",
"Visualizing cell trajectories with PCA on MAGIC and PHATE\n",
" \n",
"Using MAGIC data in downstream analysis\n",
"\n",
"\n",
"\n",
"\n",
"### Installation \n",
"\n",
"If you haven't yet installed MAGIC, we can install it directly from this Jupyter Notebook."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install --user magic-impute"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Importing MAGIC\n",
"\n",
"Here, we'll import MAGIC along with other popular packages that will come in handy."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import magic\n",
"import scprep\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Matplotlib command for Jupyter notebooks only\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loading Data\n",
"\n",
"Load your data using one of the following `scprep.io` methods: `load_csv`, `load_tsv`, `load_fcs`, `load_mtx`, `load_10x`. You can read about how to use them with `help(scprep.io.load_csv)` or on https://scprep.readthedocs.io/.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
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"execution_count": 6,
"metadata": {},
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],
"source": [
"bmmsc_data = scprep.normalize.library_size_normalize(bmmsc_data)\n",
"bmmsc_data = scprep.transform.sqrt(bmmsc_data)\n",
"bmmsc_data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"### Running MAGIC\n",
"\n",
"Now that your data has been preprocessed, you are ready to run MAGIC.\n",
"\n",
"#### Creating the MAGIC operator\n",
"\n",
"If you don't specify any parameters, the following line creates an operator with the following default values: `knn=5`, `decay=1`, `t=3`."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"magic_op = magic.MAGIC()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Running MAGIC with gene selection\n",
"\n",
"The magic_op.fit_transform function takes the normalized data and an array of selected genes as its arguments. If no genes are provided, MAGIC will return a matrix of all genes. The same can be achieved by substituting the array of gene names with `genes='all_genes'`."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating MAGIC...\n",
" Running MAGIC on 2416 cells and 10782 genes.\n",
" Calculating graph and diffusion operator...\n",
" Calculating PCA...\n",
" Calculated PCA in 5.74 seconds.\n",
" Calculating KNN search...\n",
" Calculated KNN search in 0.72 seconds.\n",
" Calculating affinities...\n",
" Calculated affinities in 0.72 seconds.\n",
" Calculated graph and diffusion operator in 7.34 seconds.\n",
" Calculating imputation...\n",
"Calculated MAGIC in 7.94 seconds.\n"
]
},
{
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"bmmsc_magic = magic_op.fit_transform(bmmsc_data, genes=[\"Mpo\", \"Klf1\", \"Ifitm1\"])\n",
"bmmsc_magic.head()"
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},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing gene-gene relationships\n",
"\n",
"\n",
"We can see gene-gene relationships much more clearly after applying MAGIC. Note that the change in absolute values of gene expression is not meaningful - the relative difference is all that matters."
]
},
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6))\n",
"\n",
"scprep.plot.scatter(x=bmmsc_data['Mpo'], y=bmmsc_data['Klf1'], c=bmmsc_data['Ifitm1'], ax=ax1,\n",
" xlabel='Mpo', ylabel='Klf1', legend_title=\"Ifitm1\", title='Before MAGIC')\n",
"\n",
"scprep.plot.scatter(x=bmmsc_magic['Mpo'], y=bmmsc_magic['Klf1'], c=bmmsc_magic['Ifitm1'], ax=ax2,\n",
" xlabel='Mpo', ylabel='Klf1', legend_title=\"Ifitm1\", title='After MAGIC')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The original data suffers from dropout to the point that we cannot infer anything about the gene-gene relationships. As you can see, the gene-gene relationships are much clearer after MAGIC. These relationships also match the biological progression we expect to see - Ifitm1 is a stem cell marker, Klf1 is an erythroid marker, and Mpo is a myeloid marker."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Setting the MAGIC operator parameters\n",
"\n",
"If you wish to modify any parameters for your MAGIC operator, you change do so without having to recompute intermediate values using the `magic_op.set_params` method. Since our gene-gene relationship here appears a little too noisy, we can increase `t` a little from the default value of `3` up to a larger value like `5`."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MAGIC(a=None, decay=1, k=None, knn=5, knn_dist='euclidean', knn_max=15,\n",
" n_jobs=1, n_pca=100, random_state=None, solver='exact', t=5, verbose=1)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"magic_op.set_params(t=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now run MAGIC on the data again with the new parameters. Given that we have already fitted our MAGIC operator to the data, we should run the `magic_op.transform` method."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating imputation...\n"
]
},
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6), subplot_kw={'projection':'3d'})\n",
"\n",
"scprep.plot.scatter3d(bmmsc_pca, c=bmmsc_data['Ifitm1'], \n",
" label_prefix=\"PC\", title='PCA without MAGIC',\n",
" legend_title=\"Ifitm1\", ax=ax1, ticks=False)\n",
"\n",
"scprep.plot.scatter3d(bmmsc_magic_pca, c=bmmsc_magic['Ifitm1'], \n",
" label_prefix=\"PC\", title='PCA with MAGIC',\n",
" legend_title=\"Ifitm1\", ax=ax2, ticks=False)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing MAGIC values with PHATE\n",
"\n",
"In complex systems, two dimensions of PCA are not sufficient to view the entire space. For this, PHATE is a suitable visualization tool which works hand in hand with MAGIC to view how gene expression evolves along a trajectory. For this, you will need to have installed PHATE. For help using PHATE, visit https://phate.readthedocs.io/."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install --user phate"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import phate"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating PHATE...\n",
" Running PHATE on 2416 cells and 10782 genes.\n",
" Calculating graph and diffusion operator...\n",
" Calculating PCA...\n",
" Calculated PCA in 5.65 seconds.\n",
" Calculating KNN search...\n",
" Calculated KNN search in 0.81 seconds.\n",
" Calculating affinities...\n",
" Calculated affinities in 0.03 seconds.\n",
" Calculated graph and diffusion operator in 6.66 seconds.\n",
" Calculating landmark operator...\n",
" Calculating SVD...\n",
" Calculated SVD in 0.30 seconds.\n",
" Calculating KMeans...\n",
" Calculated KMeans in 24.72 seconds.\n",
" Calculated landmark operator in 26.40 seconds.\n",
" Calculating optimal t...\n",
" Calculated optimal t in 6.88 seconds.\n",
" Calculating diffusion potential...\n",
" Calculated diffusion potential in 2.86 seconds.\n",
" Calculating metric MDS...\n",
" Calculated metric MDS in 37.48 seconds.\n",
"Calculated PHATE in 80.29 seconds.\n"
]
}
],
"source": [
"data_phate = phate.PHATE().fit_transform(bmmsc_data)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"scprep.plot.scatter2d(data_phate, c=bmmsc_magic['Ifitm1'], figsize=(12,9),\n",
" ticks=False, label_prefix=\"PHATE\", legend_title=\"Ifitm1\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the structure of the data that we see here is much more subtle than in PCA. We see multiple branches at both ends of the trajectory. To learn more about PHATE, visit ."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exact vs approximate MAGIC\n",
"\n",
"If we are imputing many genes at once, we can speed this process up with the argument `solver='approximate'`, which applies denoising in the PCA space and then projects these denoised principal components back onto the genes of interest. Note that this may return some small negative values. You will see below, however, that the results are largely similar to exact MAGIC."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating MAGIC...\n",
" Running MAGIC on 2416 cells and 10782 genes.\n",
" Calculating graph and diffusion operator...\n",
" Calculating PCA...\n",
" Calculated PCA in 5.97 seconds.\n",
" Calculating KNN search...\n",
" Calculated KNN search in 0.72 seconds.\n",
" Calculating affinities...\n",
" Calculated affinities in 0.73 seconds.\n",
" Calculated graph and diffusion operator in 7.58 seconds.\n",
" Calculating imputation...\n",
" Calculated imputation in 0.03 seconds.\n",
"Calculated MAGIC in 8.77 seconds.\n"
]
}
],
"source": [
"approx_magic_op = magic.MAGIC(solver=\"approximate\")\n",
"approx_bmmsc_magic = approx_magic_op.fit_transform(bmmsc_data, genes='all_genes')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6))\n",
"\n",
"scprep.plot.scatter(x=bmmsc_magic['Mpo'], y=bmmsc_magic['Klf1'], c=bmmsc_magic['Ifitm1'], ax=ax1,\n",
" xlabel='Mpo', ylabel='Klf1', legend_title=\"Ifitm1\", title='Exact MAGIC')\n",
"\n",
"scprep.plot.scatter(x=approx_bmmsc_magic['Mpo'], y=approx_bmmsc_magic['Klf1'], c=approx_bmmsc_magic['Ifitm1'], ax=ax2,\n",
" xlabel='Mpo', ylabel='Klf1', legend_title=\"Ifitm1\", title='Approximate MAGIC')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Animating the MAGIC smoothing process"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To visualize what it means to set `t` in MAGIC, we can plot an animation of the smoothing process, from raw to imputed values. Below, we show an animation of _Mpo_, _Klf1_ and _Ifitm1_ with increasingly more smoothing."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n",
"\n",
"
\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"magic.plot.animate_magic(bmmsc_data, gene_x=\"Mpo\", gene_y=\"Klf1\", gene_color=\"Ifitm1\",\n",
" operator=magic_op, t_max=10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Using the MAGIC smoothed data in downstream analysis\n",
"\n",
"\n",
"Finally, if you wish to use the full smoothed matrix in any downstream analysis, you can extract it with the keyword `genes=\"all_genes\"`. Note that this matrix may be very large."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"