{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"# RNA Velocity Basics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here you will learn the basics of RNA velocity analysis.\n",
"\n",
"For illustration, it is applied to endocrine development in the pancreas, with lineage commitment to four major fates: α, β, δ and ε-cells. \n",
"See [here](https://scvelo.readthedocs.io/scvelo.datasets.pancreas.html) for more details. It can be applied to your own data along the same lines. \n",
"\n",
"The notebook is also available at\n",
"[Google Colab](https://colab.research.google.com/github/theislab/scvelo_notebooks/blob/master/VelocityBasics.ipynb)\n",
"and [nbviewer](https://nbviewer.jupyter.org/github/theislab/scvelo_notebooks/blob/master/VelocityBasics.ipynb)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# update to the latest version, if not done yet.\n",
"!pip install scvelo --upgrade --quiet"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-16T10:55:13.135019Z",
"start_time": "2020-05-16T10:55:10.811103Z"
},
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running scvelo 0.2.0 (python 3.8.2) on 2020-05-16 12:55.\n"
]
}
],
"source": [
"import scvelo as scv\n",
"scv.logging.print_version()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-14T22:09:18.047750Z",
"start_time": "2020-05-14T22:09:18.041815Z"
},
"hideCode": false,
"hidePrompt": false
},
"outputs": [],
"source": [
"scv.settings.verbosity = 3 # show errors(0), warnings(1), info(2), hints(3)\n",
"scv.settings.presenter_view = True # set max width size for presenter view\n",
"scv.set_figure_params('scvelo') # for beautified visualization\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"### Load the Data"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"The analysis is based on the in-built [pancreas data](https://scvelo.readthedocs.io/scvelo.datasets.pancreas.html). \n",
"To run velocity analysis on your own data, read your file (loom, h5ad, csv …) to an AnnData object with `adata = scv.read('path/file.loom', cache=True)`. If you want to merge your loom file into an already existing AnnData object, use `scv.utils.merge(adata, adata_loom)`."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-14T22:09:18.841409Z",
"start_time": "2020-05-14T22:09:18.052145Z"
},
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 3696 × 27998 \n",
" obs: 'clusters_coarse', 'clusters', 'S_score', 'G2M_score'\n",
" var: 'highly_variable_genes'\n",
" uns: 'clusters_coarse_colors', 'clusters_colors', 'day_colors', 'neighbors', 'pca'\n",
" obsm: 'X_pca', 'X_umap'\n",
" layers: 'spliced', 'unspliced'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata = scv.datasets.pancreas()\n",
"adata"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"scVelo is based on `adata`, an object that stores a data matrix `adata.X`, annotation of observations `adata.obs`, variables `adata.var`, and unstructured annotations `adata.uns`. Names of observations and variables can be accessed via `adata.obs_names` and `adata.var_names`, respectively. AnnData objects can be sliced like dataframes, for example, `adata_subset = adata[:, list_of_gene_names]`. For more details, see the [anndata docs](https://anndata.readthedocs.io).\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-14T22:09:19.107415Z",
"start_time": "2020-05-14T22:09:18.843698Z"
},
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"scv.pl.proportions(adata)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"Here, the proportions of spliced/unspliced counts are displayed. Depending on the protocol used (Drop-Seq, Smart-Seq), we typically have between 10%-25% of unspliced molecules containing intronic sequences. We also advice you to examine the variations on cluster level to verify consistency in splicing efficiency. Here, we find variations as expected, with slightly lower unspliced proportions at cycling ductal cells, then higher proportion at cell fate commitment in Ngn3-high and Pre-endocrine cells where many genes start to be transcribed."
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"### Preprocess the Data"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"Preprocessing requisites consist of **gene selection** by detection (with a minimum number of counts) and high variability (dispersion), **normalizing** every cell by its total size and **logarithmizing** X. Filtering and normalization is applied in the same vein to spliced/unspliced counts and X. Logarithmizing is only applied to X. If X is already preprocessed from former analysis, it will not be touched.\n",
"\n",
"All of this is summarized in a single function `scv.pp.filter_and_normalize`, which essentially runs the following:\n",
"\n",
"```\n",
"scv.pp.filter_genes(adata, min_shared_counts=20)\n",
"scv.pp.normalize_per_cell(adata)\n",
"scv.pp.filter_genes_dispersion(adata, n_top_genes=2000)\n",
"scv.pp.log1p(adata)\n",
"```\n",
"\n",
"Further, we need the first and second order moments (means and uncentered variances) computed among nearest neighbors in PCA space, summarized in `scv.pp.moments`, which internally computes `scv.pp.pca` and `scv.pp.neighbors`.\n",
"First order is needed for deterministic velocity estimation, while stochastic estimation also requires second order moments."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-14T22:09:25.052883Z",
"start_time": "2020-05-14T22:09:19.109179Z"
},
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Filtered out 20801 genes that are detected in less than 20 counts (shared).\n",
"Normalized count data: X, spliced, unspliced.\n",
"Logarithmized X.\n",
"computing neighbors\n",
" finished (0:00:03) --> added \n",
" 'distances' and 'connectivities', weighted adjacency matrices (adata.obsp)\n",
"computing moments based on connectivities\n",
" finished (0:00:00) --> added \n",
" 'Ms' and 'Mu', moments of spliced/unspliced abundances (adata.layers)\n"
]
}
],
"source": [
"scv.pp.filter_and_normalize(adata, min_shared_counts=20, n_top_genes=2000)\n",
"scv.pp.moments(adata, n_pcs=30, n_neighbors=30)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"Further preprocessing (such as batch effect correction) may be used to remove unwanted sources of variability. See the [best practices](https://doi.org/10.15252/msb.20188746) for further details. Note, that any additional preprocessing step only affects X and is not applied to spliced/unspliced counts."
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"### Estimate RNA velocity"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"Velocities are vectors in gene expression space and represent the direction and speed of movement of the individual cells. The velocities are obtained by modeling transcriptional dynamics of splicing kinetics, either stochastically (default) or deterministically (by setting ``mode='deterministic'``). For each gene, a steady-state-ratio of pre-mature (unspliced) and mature (spliced) mRNA counts is fitted, which constitutes a constant transcriptional state. Velocities are then obtained as residuals from this ratio. Positive velocity indicates that a gene is up-regulated, which occurs for cells that show higher abundance of unspliced mRNA for that gene than expected in steady state. Conversely, negative velocity indicates that a gene is down-regulated.\n",
"\n",
"The solution to the full dynamical model is obtained by setting ``mode='dynamical'``, which requires to run\n",
"``scv.tl.recover_dynamics(adata)`` beforehand. We will elaborate more on the dynamical model in the next tutorial."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-14T22:09:26.448778Z",
"start_time": "2020-05-14T22:09:25.054557Z"
},
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing velocities\n",
" finished (0:00:01) --> added \n",
" 'velocity', velocity vectors for each individual cell (adata.layers)\n"
]
}
],
"source": [
"scv.tl.velocity(adata)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"The computed velocities are stored in ``adata.layers`` just like the count matrices. \n",
"\n",
"The combination of velocities across genes can then be used to estimate the future state of an individual cell. In order to project the velocities into a lower-dimensional embedding, transition probabilities of cell-to-cell transitions are estimated. That is, for each velocity vector we find the likely cell transitions that are accordance with that direction. The transition probabilities are computed using cosine correlation between the potential cell-to-cell transitions and the velocity vector, and are stored in a matrix denoted as velocity graph. The resulting velocity graph has dimension $n_{obs} \\times n_{obs}$ and summarizes the possible cell state changes that are well explained through the velocity vectors (for runtime speedup it can also be computed on reduced PCA space by setting `approx=True`)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-14T22:09:37.256470Z",
"start_time": "2020-05-14T22:09:26.450695Z"
},
"hideCode": false,
"hidePrompt": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing velocity graph\n",
" finished (0:00:10) --> added \n",
" 'velocity_graph', sparse matrix with cosine correlations (adata.uns)\n"
]
}
],
"source": [
"scv.tl.velocity_graph(adata)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"For a variety of applications, the velocity graph can be converted to a transition matrix by applying a Gaussian kernel to transform the cosine correlations into actual transition probabilities. You can access the Markov transition matrix via `scv.utils.get_transition_matrix`. \n",
"\n",
"As mentioned, it is internally used to project the velocities into a low-dimensional embedding by applying the mean transition with respect to the transition probabilities, obtained with `scv.tl.velocity_embedding`. Further, we can trace cells along the Markov chain to their origins and potential fates, thereby getting root cells and end points within a trajectory, obtained via `scv.tl.terminal_states`."
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"### Project the velocities"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"Finally, the velocities are projected onto any embedding, specified by `basis`, and visualized in one of these ways: \n",
"- on cellular level with `scv.pl.velocity_embedding`,\n",
"- as gridlines with `scv.pl.velocity_embedding_grid`,\n",
"- or as streamlines with `scv.pl.velocity_embedding_stream`.\n",
"\n",
"Note, that the data has an already pre-computed UMAP embedding, and annotated clusters. When applying to your own data, these can be obtained with `scv.tl.umap` and `scv.tl.louvain`. For more details, see the [scanpy tutorial](https://scanpy-tutorials.readthedocs.io/en/latest/pbmc3k.html). Further, all plotting functions are defaulted to using `basis='umap'` and `color='clusters'`, which you can set accordingly."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-14T22:09:39.884754Z",
"start_time": "2020-05-14T22:09:37.258991Z"
},
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing velocity embedding\n",
" finished (0:00:00) --> added\n",
" 'velocity_umap', embedded velocity vectors (adata.obsm)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"scv.pl.velocity_embedding_stream(adata, basis='umap')\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"The velocity vector field displayed as streamlines yields fine-grained insights into the developmental processes. It accurately delineates the cycling population of ductal cells and endocrine progenitors. Further, it illuminates cell states of lineage commitment, cell-cycle exit, and endocrine cell differentiation. "
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"The most fine-grained resolution of the velocity vector field we get at single-cell level, with each arrow showing the direction and speed of movement of an individual cell. That reveals, e.g., the early endocrine commitment of Ngn3-cells (yellow) and a clear-cut difference between near-terminal α-cells (blue) and transient β-cells (green)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-14T22:09:40.301123Z",
"start_time": "2020-05-14T22:09:39.886949Z"
},
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"scv.pl.velocity_embedding(adata, arrow_length=3, arrow_size=2, dpi=120)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"### Interprete the velocities"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"This is perhaps the most important part as we advise the user not to limit biological conclusions to the projected velocities, but to examine individual gene dynamics via phase portraits to understand how inferred directions are supported by particular genes. \n",
"\n",
"See the gif [here](https://user-images.githubusercontent.com/31883718/80227452-eb822480-864d-11ea-9399-56886c5e2785.gif) to get an idea of how to interpret a spliced vs. unspliced phase portrait. Gene activity is orchestrated by transcriptional regulation. Transcriptional induction for a particular gene results in an increase of (newly transcribed) precursor unspliced mRNAs while, conversely, repression or absence of transcription results in a decrease of unspliced mRNAs. Spliced mRNAs is produced from unspliced mRNA and follows the same trend with a time lag. Time is a hidden/latent variable. Thus, the dynamics needs to be inferred from what is actually measured: spliced and unspliced mRNAs as displayed in the phase portrait. \n",
"\n",
"Now, let us examine the phase portraits of some marker genes, visualized with \n",
"`scv.pl.velocity(adata, gene_names)` or `scv.pl.scatter(adata, gene_names)`. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-14T22:09:42.557920Z",
"start_time": "2020-05-14T22:09:40.303041Z"
},
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"scv.pl.velocity(adata, ['Cpe', 'Gnao1', 'Ins2', 'Adk'], ncols=2)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"The black line corresponds to the estimated 'steady-state' ratio, i.e. the ratio of unspliced to spliced mRNA abundance which is in a constant transcriptional state. RNA velocity for a particular gene is determined as the residual, i.e. how much an observation deviates from that steady-state line. Positive velocity indicates that a gene is up-regulated, which occurs for cells that show higher abundance of unspliced mRNA for that gene than expected in steady state. Conversely, negative velocity indicates that a gene is down-regulated.\n",
"\n",
"For instance *Cpe* explains the directionality in the up-regulated Ngn3 (yellow) to Pre-endocrine (orange) to β-cells (green), while *Adk* explains the directionality in the down-regulated Ductal (dark green) to Ngn3 (yellow) to the remaining endocrine cells."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-14T22:09:42.945626Z",
"start_time": "2020-05-14T22:09:42.559460Z"
},
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"scv.pl.scatter(adata, 'Cpe', color=['clusters', 'velocity'], \n",
" add_outline='Ngn3 high EP, Pre-endocrine, Beta')"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hidePrompt": false
},
"source": [
"### Identify important genes\n",
"We need a systematic way to identify genes that may help explain the resulting vector field and inferred lineages. \n",
"To do so, we can test which genes have cluster-specific differential velocity expression, being siginificantly higher/lower compared to the remaining population. The module `scv.tl.rank_velocity_genes` runs a differential velocity t-test and outpus a gene ranking for each cluster. Thresholds can be set (e.g. `min_corr`) to restrict the test on a selection of gene candidates."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-14T22:09:45.422286Z",
"start_time": "2020-05-14T22:09:42.948991Z"
},
"hideCode": false,
"hidePrompt": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ranking velocity genes\n",
" finished (0:00:02) --> added \n",
" 'rank_velocity_genes', sorted scores by group ids (adata.uns) \n",
" 'spearmans_score', spearmans correlation scores (adata.var)\n"
]
},
{
"data": {
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"