{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction\n", "\n", "In this tutorial, we demonstrate how to use PHATE (Potential of Heat-diffusion for Affinity-based Transition Embedding) to analyze a 31,000 cell 27-day time course of embryoid body (EB) differentiation. You can run and edit this notebook at https://colab.research.google.com/github/KrishnaswamyLab/PHATE/blob/master/Python/tutorial/EmbryoidBody.ipynb. Running the tutorial should take approximately 15 minutes excluding the t-SNE comparison, or 25 minutes including the comparison.\n", "\n", "We review the following steps:\n", "\n", "[1. Loading 10X data](#loading) \n", "[2. Preprocessing: Filtering, Normalizing, and Transforming](#preprocessing) \n", "[3. Embedding Data Using PHATE](#embedding) \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Time course of human embryoid body differentation\n", "\n", "Low passage H1 hESCs were maintained on Matrigel-coated dishes in DMEM/F12-N2B27 media supplemented with FGF2. For EB formation, cells were treated with Dispase, dissociated into small clumps and plated in non-adherent plates in media supplemented with 20% FBS,\n", "45\n", "which was prescreened for EB differentiation. Samples were collected during 3-day intervals during a 27 day-long differentiation timecourse. An undifferentiated hESC sample was also included (Figure S7D). Induction of key germ layer markers in these EB cultures was validated by qPCR (data not shown). For single cell analyses, EB cultures were dissociated, FACS sorted to remove doublets and dead cells and processed on a 10x genomics instrument to generate cDNA libraries, which were then sequenced. Small scale sequencing determined that we have successfully collected data on approximately 31,000 cells equally distributed throughout the timecourse.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0. Install PHATE\n", "\n", "If you have not already installed PHATE and `scprep`, we can install them from the notebook. You may need to restart the kernel/runtime after installation." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install --user --upgrade phate scprep" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 1. Loading 10X data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Downloading Data from Mendeley Datasets\n", "\n", "The EB dataset is publically available as `scRNAseq.zip` at Mendelay Datasets at . \n", "\n", "Inside the scRNAseq folder, there are five subdirectories, and in each subdirectory are three files: `barcodes.tsv`, `genes.tsv`, and `matrix.mtx`. For more information about how CellRanger produces these files, check out the [Gene-Barcode Matrices Documentation](https://support.10xgenomics.com/single-cell-gene-expression/software/pipelines/latest/output/matrices).\n", "\n", "Here's the directory structure:\n", "```\n", "download_path\n", "└── scRNAseq\n", " ├── scRNAseq.zip\n", " ├── T0_1A\n", " │   ├── barcodes.tsv\n", " │   ├── genes.tsv\n", " │   └── matrix.mtx\n", " ├── T2_3B\n", " │   ├── barcodes.tsv\n", " │   ├── genes.tsv\n", " │   └── matrix.mtx\n", " ├── T4_5C\n", " │   ├── barcodes.tsv\n", " │   ├── genes.tsv\n", " │   └── matrix.mtx\n", " ├── T6_7D\n", " │   ├── barcodes.tsv\n", " │   ├── genes.tsv\n", " │   └── matrix.mtx\n", " └── T8_9E\n", " ├── barcodes.tsv\n", " ├── genes.tsv\n", " └── matrix.mtx\n", "```\n", "\n", "If you have downloaded the files already, set the `download_path` below to the directory where you saved the files. If not, the following code will download the data for you. Not that the download is 746MB: you must have sufficient disk space for the download." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/user\n" ] } ], "source": [ "import os\n", "import scprep\n", "download_path = os.path.expanduser(\"~\")\n", "print(download_path)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "if not os.path.isdir(os.path.join(download_path, \"scRNAseq\", \"T0_1A\")):\n", " # need to download the data\n", " scprep.io.download.download_and_extract_zip(\n", " \"https://md-datasets-public-files-prod.s3.eu-west-1.amazonaws.com/\"\n", " \"5739738f-d4dd-49f7-b8d1-5841abdbeb1e\",\n", " download_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using `scprep` to import data into Pandas DataFrames\n", "\n", "\n", "We use a toolkit for loading and manipulating single-cell data called `scprep`. The function `load_10X` will automatically load 10X scRNAseq datasets (and others) into a Pandas DataFrame. DataFrames are incredibly useful tools for data analysis in Python. To learn more about them, [check out the Pandas Documentation and Tutorials](https://pandas.pydata.org/pandas-docs/stable/).\n", "\n", "\n", "Let's load the data and create a single matrix that we can use for preprocessing, visualization, and analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1. Standard imports" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import phate\n", "import scprep\n", "\n", "# matplotlib settings for Jupyter notebooks only\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Use `scprep.io.load_10X` to import all three matrices into a DataFrame for each sample (this may take a few minutes)\n", "\n", "Note: By default, `scprep.io.load_10X` loads scRNA-seq data using the Pandas SparseDataFrame [(**see Pandas docs**)](https://pandas.pydata.org/pandas-docs/stable/sparse.html) to maximize memory efficiency. However, this will be slower than loading on a dense matrix. To load a dense matrix, pass the `sparse=False` argument to `load_10X`. We use `gene_labels = 'both'` so we can see the gene symbols while still retaining the uniqueness offered by gene IDs." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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Library size filtering **\n", "\n", "We filter out cells that have either very large or very small library sizes. For this data set, library size correlates somewhat with sample and so we filter on a per-sample basis. In this case, we eliminate the top and bottom 20% of cells for each sample. Similar results are obtained with simpler, less conservative filtering." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scprep.plot.plot_library_size(T1, percentile=20)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "filtered_batches = []\n", "for batch in [T1, T2, T3, T4, T5]:\n", " batch = scprep.filter.filter_library_size(batch, percentile=20, keep_cells='above')\n", " batch = scprep.filter.filter_library_size(batch, percentile=75, keep_cells='below')\n", " filtered_batches.append(batch)\n", "del T1, T2, T3, T4, T5 # removes objects from memory" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 4. Merge all datasets and create a vector representing the time point of each sample" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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5 rows × 33694 columns

\n", "
" ], "text/plain": [ " RP11-34P13.3 (ENSG00000243485) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " FAM138A (ENSG00000237613) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " OR4F5 (ENSG00000186092) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " RP11-34P13.7 (ENSG00000238009) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " RP11-34P13.8 (ENSG00000239945) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " RP11-34P13.14 (ENSG00000239906) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " RP11-34P13.9 (ENSG00000241599) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " FO538757.3 (ENSG00000279928) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " FO538757.2 (ENSG00000279457) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " AP006222.2 (ENSG00000228463) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " ... \\\n", "AAACATTGAAAGCA-1_Day 00-03 ... \n", "AAACCGTGCAGAAA-1_Day 00-03 ... \n", "AAACCGTGGAAGGC-1_Day 00-03 ... \n", "AAACGCACCGGTAT-1_Day 00-03 ... \n", "AAACGCACCTATTC-1_Day 00-03 ... \n", "\n", " AC007325.2 (ENSG00000277196) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " BX072566.1 (ENSG00000277630) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " AL354822.1 (ENSG00000278384) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " AC023491.2 (ENSG00000278633) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " AC004556.1 (ENSG00000276345) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " AC233755.2 (ENSG00000277856) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " AC233755.1 (ENSG00000275063) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " AC240274.1 (ENSG00000271254) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " AC213203.1 (ENSG00000277475) \\\n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", " FAM231B (ENSG00000268674) \n", "AAACATTGAAAGCA-1_Day 00-03 0.0 \n", "AAACCGTGCAGAAA-1_Day 00-03 0.0 \n", "AAACCGTGGAAGGC-1_Day 00-03 0.0 \n", "AAACGCACCGGTAT-1_Day 00-03 0.0 \n", "AAACGCACCTATTC-1_Day 00-03 0.0 \n", "\n", "[5 rows x 33694 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "EBT_counts, sample_labels = scprep.utils.combine_batches(\n", " filtered_batches, \n", " [\"Day 00-03\", \"Day 06-09\", \"Day 12-15\", \"Day 18-21\", \"Day 24-27\"],\n", " append_to_cell_names=True\n", ")\n", "del filtered_batches # removes objects from memory\n", "EBT_counts.head()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "\n", "## 2. Preprocessing: Filtering, Normalizing, and Transforming\n", "\n", "### Filtering\n", "\n", "We filter the data by: \n", "1. Filtering by library size (if we did not do this prior to combining batches)\n", "2. Removing genes that are expressed in relatively few cells.\n", "3. Removing dead cells\n", "\n", "We filter dead cells after library size normalization, since library size is not necessarily related to cell state." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Filtering I: Library size filtering **\n", "\n", "We did this before, because the library size correlated strongly with our samples. However, if we wanted to do something simplier, we could have run the following here instead:\n", "\n", "`EBT_counts, sample_labels = scprep.filter.library_size_filter(EBT_counts, sample_labels, cutoff=2000)`" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#### Filtering II: Remove rare genes\n", "\n", "We eliminate genes that are expressed in 10 cells or fewer." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "EBT_counts = scprep.filter.filter_rare_genes(EBT_counts, min_cells=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Normalization\n", "\n", "To correct for differences in library sizes, we divide each cell by its library size and then rescale by the median library size.\n", "\n", "In python this is performed using the preprocessing method `library_size_normalize()`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "EBT_counts = scprep.normalize.library_size_normalize(EBT_counts)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#### Filtering III: Dead cell removal\n", "\n", "Dead cells are likely to have a higher mitochondrial RNA expression level than live cells. Therefore, we remove suspected dead cells by eliminating cells that have the highest mitochondrial RNA expression levels on average. \n", "\n", "First let's look at the distribution of mitochontrial genes." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mito_genes = scprep.select.get_gene_set(EBT_counts, starts_with=\"MT-\") # Get all mitochondrial genes. There are 14, FYI.\n", "scprep.plot.plot_gene_set_expression(EBT_counts, genes=mito_genes, percentile=90)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we see that above the top 90th percentile, there is a steep increase in expression of mitochondrial RNAs. We'll remove these cells from further analysis." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "EBT_counts, sample_labels = scprep.filter.filter_gene_set_expression(\n", " EBT_counts, sample_labels, genes=mito_genes, \n", " percentile=90, keep_cells='below')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Transformation\n", "\n", "In scRNA-seq analysis, the data is often $\\log$-transformed. This typically requires the addition of some small value to avoid taking $\\log(0)$. We avoid this issue entirely by instead taking the square root transform. The square root function has a similar form as the $\\log$ function with the added benefit of being stable at 0." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "EBT_counts = scprep.transform.sqrt(EBT_counts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 3. Embedding Data Using PHATE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Instantiating the PHATE estimator\n", "\n", "The API of PHATE models that of Scikit Learn. First, you instantiate a PHATE estimator object with the parameters for fitting the PHATE embedding to a given dataset. Next, you use the `fit` and `fit_transform` functions to generate an embedding. For more information, check out [**the PHATE readthedocs page**](http://phate.readthedocs.io/).\n", "\n", "We'll just use the default parameters for now, but the following parameters can be tuned (read our documentation at [phate.readthedocs.io](https://phate.readthedocs.io/) to learn more):\n", "\n", "* `knn` : Number of nearest neighbors (default: 5). Increase this (e.g. to 20) if your PHATE embedding appears very disconnected. You should also consider increasing `knn` if your dataset is extremely large (e.g. >100k cells)\n", "* `decay` : Alpha decay (default: 15). Decreasing `decay` increases connectivity on the graph, increasing `decay` decreases connectivity. This rarely needs to be tuned. Set it to `None` for a k-nearest neighbors kernel.\n", "* `t` : Number of times to power the operator (default: 'auto'). This is equivalent to the amount of smoothing done to the data. It is chosen automatically by default, but you can increase it if your embedding lacks structure, or decrease it if the structure looks too compact.\n", "* `gamma` : Informational distance constant (default: 1). `gamma=1` gives the PHATE log potential, but other informational distances can be interesting. If most of the points seem concentrated in one section of the plot, you can try `gamma=0`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's the simplest way to apply PHATE:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating PHATE...\n", " Running PHATE on 16821 cells and 17845 genes.\n", " Calculating graph and diffusion operator...\n", " Calculating PCA...\n", " Calculated PCA in 32.16 seconds.\n", " Calculating KNN search...\n", " Calculated KNN search in 14.15 seconds.\n", " Calculating affinities...\n", " Calculated affinities in 0.26 seconds.\n", " Calculated graph and diffusion operator in 52.76 seconds.\n", " Calculating landmark operator...\n", " Calculating SVD...\n", " Calculated SVD in 2.15 seconds.\n", " Calculating KMeans...\n", " Calculated KMeans in 36.05 seconds.\n", " Calculated landmark operator in 40.53 seconds.\n", " Calculating optimal t...\n", " Automatically selected t = 21\n", " Calculated optimal t in 2.98 seconds.\n", " Calculating diffusion potential...\n", " Calculated diffusion potential in 2.12 seconds.\n", " Calculating metric MDS...\n", " Calculated metric MDS in 13.67 seconds.\n", "Calculated PHATE in 112.09 seconds.\n" ] } ], "source": [ "phate_operator = phate.PHATE(n_jobs=-2)\n", "\n", "Y_phate = phate_operator.fit_transform(EBT_counts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then we plot using `scprep.plot.scatter2d`. For more advanced plotting, we recommend Matplotlib. If you want more help on using Matplotlib, they have [**extensive documentation**](https://matplotlib.org/tutorials/index.html) and [**many Stackoverflow threads**](https://stackoverflow.com/questions/tagged/matplotlib)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scprep.plot.scatter2d(Y_phate, c=sample_labels, figsize=(12,8), cmap=\"Spectral\",\n", " ticks=False, label_prefix=\"PHATE\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we are looking for subtle structure and we expect some of the trajectories to be sparse, we might want to decrease `knn` from the default of 5, and reduce `t` from the automatic value of 21 (printed in the output above). For single-cell RNA-seq you can try `knn` as low as 3 or 4 if you're looking for subtle structure, or as high as 30 or 40 if you have hundreds of thousands of cells. We'll also reduce `alpha` here to 15 to partially offset the decreased connectivity as a result of decreasing `knn`." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating PHATE...\n", " Running PHATE on 16821 cells and 17845 genes.\n", " Calculating graph and diffusion operator...\n", " Calculating PCA...\n", " Calculated PCA in 30.84 seconds.\n", " Calculating KNN search...\n", " Calculated KNN search in 17.06 seconds.\n", " Calculating affinities...\n", " Calculated affinities in 8.93 seconds.\n", " Calculated graph and diffusion operator in 62.44 seconds.\n", " Calculating landmark operator...\n", " Calculating SVD...\n", " Calculated SVD in 10.38 seconds.\n", " Calculating KMeans...\n", " Calculated KMeans in 35.15 seconds.\n", " Calculated landmark operator in 47.79 seconds.\n", " Calculating diffusion potential...\n", " Calculated diffusion potential in 1.45 seconds.\n", " Calculating metric MDS...\n", " Calculated metric MDS in 7.24 seconds.\n", "Calculated PHATE in 118.93 seconds.\n" ] } ], "source": [ "phate_operator.set_params(knn=4, decay=15, t=12)\n", "# We could also create a new operator:\n", "# phate_operator = phate.PHATE(knn=4, decay=15, t=12, n_jobs=-2)\n", "\n", "Y_phate = phate_operator.fit_transform(EBT_counts)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scprep.plot.scatter2d(Y_phate, c=sample_labels, figsize=(12,8), cmap=\"Spectral\",\n", " ticks=False, label_prefix=\"PHATE\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also visualize the embedding in 3D." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating metric MDS...\n", "Calculated metric MDS in 40.40 seconds.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "phate_operator.set_params(n_components=3)\n", "Y_phate_3d = phate_operator.transform()\n", "scprep.plot.scatter3d(Y_phate_3d, c=sample_labels, figsize=(8,6), cmap=\"Spectral\",\n", " ticks=False, label_prefix=\"PHATE\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can even create a gif showing the rotating 3D plot." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
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Also, we apply PCA before t-SNE, as is common practice." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Embedded PCA in 21.19 seconds.\n", "Embedded t-SNE in 248.55 seconds.\n" ] } ], "source": [ "import sklearn.decomposition # PCA\n", "import sklearn.manifold # t-SNE\n", "import time\n", "\n", "start = time.time()\n", "pca_operator = sklearn.decomposition.PCA(n_components=2)\n", "Y_pca = pca_operator.fit_transform(np.array(EBT_counts))\n", "end = time.time()\n", "print(\"Embedded PCA in {:.2f} seconds.\".format(end-start))\n", "\n", "start = time.time()\n", "pca_operator = sklearn.decomposition.PCA(n_components=100)\n", "tsne_operator = sklearn.manifold.TSNE(n_components=2)\n", "Y_tsne = tsne_operator.fit_transform(pca_operator.fit_transform(np.array(EBT_counts)))\n", "end = time.time()\n", "print(\"Embedded t-SNE in {:.2f} seconds.\".format(end-start))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot everything\n", "import matplotlib.pyplot as plt\n", "fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize=(16, 5))\n", "\n", "#plotting PCA\n", "scprep.plot.scatter2d(Y_pca, label_prefix=\"PC\", title=\"PCA\",\n", " c=sample_labels, ticks=False, cmap='Spectral', ax=ax1)\n", "\n", "#plotting tSNE\n", "scprep.plot.scatter2d(Y_tsne, label_prefix=\"t-SNE\", title=\"t-SNE\", legend=False,\n", " c=sample_labels, ticks=False, cmap='Spectral', ax=ax2)\n", "\n", "#plotting PHATE\n", "scprep.plot.scatter2d(Y_phate, label_prefix=\"PHATE\", title=\"PHATE\", legend=False,\n", " c=sample_labels, ticks=False, cmap='Spectral', ax=ax3)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 2 }