{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "e5abf651", "metadata": {}, "source": [ "# Using PPC for model evaluation" ] }, { "cell_type": "markdown", "id": "ae68f034", "metadata": {}, "source": [ "## What is PPC?" ] }, { "attachments": {}, "cell_type": "markdown", "id": "591795e6", "metadata": {}, "source": [ "Posterior Predictive checks (PPC) are a way to validate the goodness of fit of your generative models by computing metrics on reconstructed counts and on the raw counts and comparing the results. Samples are taken from the posterior predictive distribution: $p(\\hat{x} \\mid x)$.\n", "\n", "You can build a better intuition for it by reading more [here](http://edwardlib.org/tutorials/criticism) and [here](https://stats.stackexchange.com/questions/115157/what-are-posterior-predictive-checks-and-what-makes-them-useful)." ] }, { "cell_type": "markdown", "id": "d109e2fc", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "8c4ac6e3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Global seed set to 0\n", "/opt/homebrew/Caskroom/miniconda/base/envs/scvi-criticism-2/lib/python3.9/site-packages/pytorch_lightning/utilities/warnings.py:53: LightningDeprecationWarning: pytorch_lightning.utilities.warnings.rank_zero_deprecation has been deprecated in v1.6 and will be removed in v1.8. Use the equivalent function from the pytorch_lightning.utilities.rank_zero module instead.\n", " new_rank_zero_deprecation(\n", "/opt/homebrew/Caskroom/miniconda/base/envs/scvi-criticism-2/lib/python3.9/site-packages/pytorch_lightning/utilities/warnings.py:58: LightningDeprecationWarning: The `pytorch_lightning.loggers.base.rank_zero_experiment` is deprecated in v1.7 and will be removed in v1.9. Please use `pytorch_lightning.loggers.logger.rank_zero_experiment` instead.\n", " return new_rank_zero_deprecation(*args, **kwargs)\n" ] } ], "source": [ "import scvi\n", "import anndata\n", "import pandas as pd\n", "import numpy as np\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "from scvi_criticism import run_ppc, PPC, PPCPlot" ] }, { "cell_type": "markdown", "id": "150d7406", "metadata": {}, "source": [ "## Get the data and model" ] }, { "attachments": {}, "cell_type": "markdown", "id": "2d0795bd", "metadata": {}, "source": [ "Here we use the data and pre-trained model obtained from running [this](https://docs.scvi-tools.org/en/stable/tutorials/notebooks/api_overview.html) scvi-tools tutorial.\n", "\n", "The dataset used is a subset of the heart cell atlas dataset: \n", "Litviňuková, M., Talavera-López, C., Maatz, H., Reichart, D., Worth, C. L., Lindberg, E. L., ... & Teichmann, S. A. (2020). Cells of the adult human heart. Nature, 588(7838), 466-472." ] }, { "attachments": {}, "cell_type": "markdown", "id": "41ed9593", "metadata": {}, "source": [ "If you have not yet pre-trained the model uncomment and run the below to pre-train the model and save it locally:" ] }, { "cell_type": "code", "execution_count": 11, "id": "2710623c", "metadata": {}, "outputs": [], "source": [ "# adata = scvi.data.heart_cell_atlas_subsampled()\n", "# sc.pp.filter_genes(adata, min_counts=3)\n", "# adata.layers[\"counts\"] = adata.X.copy()\n", "# sc.pp.normalize_total(adata, target_sum=1e4)\n", "# sc.pp.log1p(adata)\n", "# adata.raw = adata\n", "# sc.pp.highly_variable_genes(\n", "# adata,\n", "# n_top_genes=1200,\n", "# subset=True,\n", "# layer=\"counts\",\n", "# flavor=\"seurat_v3\",\n", "# batch_key=\"cell_source\"\n", "# )\n", "# scvi.model.SCVI.setup_anndata(\n", "# adata,\n", "# layer=\"counts\",\n", "# categorical_covariate_keys=[\"cell_source\", \"donor\"],\n", "# continuous_covariate_keys=[\"percent_mito\", \"percent_ribo\"]\n", "# )\n", "# model = scvi.model.SCVI(adata)\n", "# model.train()\n", "# model.save(\"local/hca/\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "4121caca", "metadata": {}, "source": [ "Run this to load the model:" ] }, { "cell_type": "code", "execution_count": 2, "id": "5c26fc0e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m File local/hca/model.pt already downloaded \n" ] } ], "source": [ "model_path = \"local/hca\"\n", "model = scvi.model.SCVI.load(model_path)" ] }, { "cell_type": "code", "execution_count": 3, "id": "3b20b24d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
SCVI Model with the following params: \n",
       "n_hidden: 128, n_latent: 10, n_layers: 1, dropout_rate: 0.1, dispersion: gene, gene_likelihood: zinb, \n",
       "latent_distribution: normal\n",
       "Training status: Trained\n",
       "
\n" ], "text/plain": [ "SCVI Model with the following params: \n", "n_hidden: \u001b[1;36m128\u001b[0m, n_latent: \u001b[1;36m10\u001b[0m, n_layers: \u001b[1;36m1\u001b[0m, dropout_rate: \u001b[1;36m0.1\u001b[0m, dispersion: gene, gene_likelihood: zinb, \n", "latent_distribution: normal\n", "Training status: Trained\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model" ] }, { "cell_type": "code", "execution_count": 4, "id": "04c887a9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 18641 × 1200\n", " obs: 'NRP', 'age_group', 'cell_source', 'cell_type', 'donor', 'gender', 'n_counts', 'n_genes', 'percent_mito', 'percent_ribo', 'region', 'sample', 'scrublet_score', 'source', 'type', 'version', 'cell_states', 'Used', '_scvi_batch', '_scvi_labels'\n", " var: 'gene_ids-Harvard-Nuclei', 'feature_types-Harvard-Nuclei', 'gene_ids-Sanger-Nuclei', 'feature_types-Sanger-Nuclei', 'gene_ids-Sanger-Cells', 'feature_types-Sanger-Cells', 'gene_ids-Sanger-CD45', 'feature_types-Sanger-CD45', 'n_counts', 'highly_variable', 'highly_variable_rank', 'means', 'variances', 'variances_norm', 'highly_variable_nbatches'\n", " uns: '_scvi_manager_uuid', '_scvi_uuid', 'cell_type_colors', 'hvg', 'log1p'\n", " obsm: '_scvi_extra_categorical_covs', '_scvi_extra_continuous_covs'\n", " layers: 'counts'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.adata" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ddba6b01", "metadata": {}, "source": [ "## Overview of scvi-criticism" ] }, { "attachments": {}, "cell_type": "markdown", "id": "de2d2a02", "metadata": {}, "source": [ "There are two classes that you can use with `scvi-criticism`. One is the `PPC` class and the other is the `PPCPlot` class." ] }, { "attachments": {}, "cell_type": "markdown", "id": "2f00744a", "metadata": {}, "source": [ "### `scvi-criticism.PPC`" ] }, { "attachments": {}, "cell_type": "markdown", "id": "f3dd17ae", "metadata": {}, "source": [ "The `PPC` class can be used to compute posterior predictive samples and compute various metrics on them. \n", "The figure below gives an overview of the input/outputs of this class. \n", "\n", "
" ] }, { "attachments": {}, "cell_type": "markdown", "id": "05e5f5ff", "metadata": {}, "source": [ "Currently, three metrics are implemented:\n", "- [Coefficient of variation](https://en.wikipedia.org/wiki/Coefficient_of_variation) — aka CV. This is the mean divided by the variance and can be computed cell-wise or gene-wise. We support both.\n", "- [Mann–Whitney U](https://en.wikipedia.org/wiki/Mann%E2%80%93Whitney_U_test) — aka MWU.\n", "- [Differential expression](https://scanpy-tutorials.readthedocs.io/en/latest/pbmc3k.html#Finding-marker-genes).\n", "\n", "We will see each of these in more detail below where we compute and plot the output of each of them." ] }, { "attachments": {}, "cell_type": "markdown", "id": "05e6a2a7", "metadata": {}, "source": [ "The `scvi-criticism` package also provides a convenience function called `run_ppc` that you can call with your favorite metric that you want to compute for a given model. It will take care of much of the boilerplate and call the right PPC methods so you don't have to. \n", "\n", "```python\n", "def run_ppc(\n", " adata: AnnData,\n", " model,\n", " metric: str,\n", " n_samples: int,\n", " layer: Optional[str] = None,\n", " custom_indices: Optional[Union[int, Sequence[int]]] = None,\n", " **metric_specific_kwargs,\n", ")\n", "```" ] }, { "attachments": {}, "cell_type": "markdown", "id": "57244517", "metadata": {}, "source": [ "### `scvi-criticism.PPCPlot`" ] }, { "attachments": {}, "cell_type": "markdown", "id": "5987ee8f", "metadata": {}, "source": [ "As its name indicates, the `scvi-criticism.PPCPlot` class can be used to draw various plots displaying metrics computed by the `PPC` class. \n", "The `PPCPlot` class takes a single required argument which is the instance of PPC that holds your computed metrics. \n", "\n", "We'll see concrete examples of how to use PPCPlot below where we compute different metrics on our data." ] }, { "attachments": {}, "cell_type": "markdown", "id": "939930a8", "metadata": {}, "source": [ "## PPC + coefficient of variation" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ff29b842", "metadata": {}, "source": [ "First, let's run PPC and use the coefficient of variation as metric. " ] }, { "attachments": {}, "cell_type": "markdown", "id": "fedcf32e", "metadata": {}, "source": [ "Below is the code to do so, with step by step explanations. We'll later see that we can skip most of this with a simple call to `run_ppc`." ] }, { "attachments": {}, "cell_type": "markdown", "id": "ff28c8e1", "metadata": {}, "source": [ "```python\n", "# pick the indices you want to use. here we use all observations\n", "indices = np.arange(model.adata.n_obs)\n", "\n", "# get the raw (counts) data from .X or a layer if applicable\n", "raw_data = model.adata[indices].layers[\"counts\"]\n", "\n", "# create PPC instance\n", "n_samples = 5\n", "ppc = PPC(n_samples=n_samples, raw_counts=raw_data)\n", "\n", "# define your models dictionary. here we use only one model\n", "model_name = f\"{model.__class__.__name__}\"\n", "models_dict = {model_name: model}\n", "\n", "# compute posterior predictive samples for your models\n", "ppc.store_posterior_predictive_samples(models_dict, indices=indices)\n", "\n", "# calculate the CV metric\n", "ppc.coefficient_of_variation(cell_wise=True)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "0e3407c7", "metadata": {}, "source": [ "Instead of the above, you can simply call `run_ppc` which will do exactly the same as above." ] }, { "cell_type": "code", "execution_count": 15, "id": "0e1b321c", "metadata": {}, "outputs": [], "source": [ "n_samples = 5\n", "ppc = run_ppc(model.adata, model, \"cv_cell\", n_samples = n_samples, layer=\"counts\")" ] }, { "cell_type": "code", "execution_count": 16, "id": "f140ceb9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "--- Posterior Predictive Checks ---\n", "n_samples = 5\n", "raw_counts shape = (18641, 1200)\n", "models: ['SCVI']\n", "metrics: \n", "{\n", " \"cv_cell\": \"Pandas DataFrame with shape=(18641, 2), columns=['SCVI', 'Raw']\"\n", "}" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ppc" ] }, { "attachments": {}, "cell_type": "markdown", "id": "91cbc1eb", "metadata": {}, "source": [ "Let's see what the cv_cell metric contains:" ] }, { "cell_type": "code", "execution_count": 8, "id": "81a3c626", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SCVIRaw
06.5105729.820683
17.7027658.686443
25.3731954.587027
36.2029746.262758
44.7767255.975578
.........
186366.5602878.613652
186376.0636795.561197
186389.95000210.452272
186396.2413747.699229
186407.4588817.511846
\n", "

18641 rows × 2 columns

\n", "
" ], "text/plain": [ " SCVI Raw\n", "0 6.510572 9.820683\n", "1 7.702765 8.686443\n", "2 5.373195 4.587027\n", "3 6.202974 6.262758\n", "4 4.776725 5.975578\n", "... ... ...\n", "18636 6.560287 8.613652\n", "18637 6.063679 5.561197\n", "18638 9.950002 10.452272\n", "18639 6.241374 7.699229\n", "18640 7.458881 7.511846\n", "\n", "[18641 rows x 2 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ppc.metrics[\"cv_cell\"]" ] }, { "attachments": {}, "cell_type": "markdown", "id": "c08411cb", "metadata": {}, "source": [ "This is a pandas DataFrame where each row is a cell. The \"Raw\" column contains the cell-wise coefficient of variation computed on the raw data. The \"SCVI\" column contains the same computed on the posterior predictive samples (averaged over the N posterior predictive samples). If our model fits the data well, according to this metric, we'd ideally want these values to be \"similar\". " ] }, { "attachments": {}, "cell_type": "markdown", "id": "f59fc978", "metadata": {}, "source": [ "Let's evaluate this similarity by:\n", "- plotting a scatterplot that disaplys these values, and comparing it (visually) to the identity line\n", "- computing the correlation of these vectors\n", "\n", "This is where we can use the `PPCPlot` class. " ] }, { "cell_type": "code", "execution_count": 9, "id": "722025e9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m \u001b[33mmodel\u001b[0m=\u001b[35mSCVI\u001b[0m | \u001b[33mmetric\u001b[0m=\u001b[35mcv_cell\u001b[0m | \u001b[33mn_cells\u001b[0m=\u001b[1;36m18641\u001b[0m: \n", " Mean Absolute \u001b[33mError\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.87\u001b[0m, \n", " Mean Squared \u001b[33mError\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.62\u001b[0m \n", " Pearson \u001b[33mcorrelation\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.80\u001b[0m \n", " Spearman \u001b[33mcorrelation\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.82\u001b[0m \n", " \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ppc_plt = PPCPlot(ppc)\n", "ppc_plt.plot_cv(model_name=\"SCVI\", cell_wise=True)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "336e84f2", "metadata": {}, "source": [ "On the scatterplot above, each dot is a cell. The y axis represents the cell-wise coefficient of variation values computed for each cell on the raw data. The x axis represents the cell-wise coefficient of variation values computed for each cell on the posterior predictive samples (averaged over the N samples). \n", "\n", "We also compute a few different correlation metrics, namely mean absolute/squared errors, and pearson/spearman correlations." ] }, { "attachments": {}, "cell_type": "markdown", "id": "5c7b4943", "metadata": {}, "source": [ "Let's do the same but gene-wise:" ] }, { "cell_type": "code", "execution_count": 10, "id": "ca8d6fd1", "metadata": {}, "outputs": [], "source": [ "ppc = run_ppc(model.adata, model, \"cv_gene\", n_samples = n_samples, layer=\"counts\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "4ad4ed9f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "--- Posterior Predictive Checks ---\n", "n_samples = 5\n", "raw_counts shape = (18641, 1200)\n", "models: ['SCVI']\n", "metrics: \n", "{\n", " \"cv_gene\": \"Pandas DataFrame with shape=(1200, 2), columns=['SCVI', 'Raw']\"\n", "}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ppc" ] }, { "cell_type": "code", "execution_count": 12, "id": "e022079d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m \u001b[33mmodel\u001b[0m=\u001b[35mSCVI\u001b[0m | \u001b[33mmetric\u001b[0m=\u001b[35mcv_gene\u001b[0m | \u001b[33mn_cells\u001b[0m=\u001b[1;36m18641\u001b[0m: \n", " Mean Absolute \u001b[33mError\u001b[0m=\u001b[1;36m1\u001b[0m\u001b[1;36m.36\u001b[0m, \n", " Mean Squared \u001b[33mError\u001b[0m=\u001b[1;36m14\u001b[0m\u001b[1;36m.29\u001b[0m \n", " Pearson \u001b[33mcorrelation\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.95\u001b[0m \n", " Spearman \u001b[33mcorrelation\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.99\u001b[0m \n", " \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ppc_plt = PPCPlot(ppc)\n", "ppc_plt.plot_cv(model_name=\"SCVI\", cell_wise=False)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "e4fe6582", "metadata": {}, "source": [ "This time each dot on the scatterplot is a gene. As expected, there is fewer of them in this case." ] }, { "cell_type": "markdown", "id": "3aaa5481", "metadata": {}, "source": [ "## PPC + DE" ] }, { "attachments": {}, "cell_type": "markdown", "id": "f549cb0d", "metadata": {}, "source": [ "In this section, we evaluate goodness of fit of the model by running differential expression on the raw data, then on the reconstructed counts and comparing the DE results. \n", "Once again, we can use `run_ppc` to compute the metric for us in one call:" ] }, { "cell_type": "code", "execution_count": 19, "id": "0cc56d35", "metadata": {}, "outputs": [], "source": [ "n_samples = 1\n", "ppc = run_ppc(model.adata, model, \"diff_exp\", n_samples = n_samples, layer=\"counts\", de_groupby=\"cell_type\")" ] }, { "cell_type": "code", "execution_count": 20, "id": "b2cbf228", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "--- Posterior Predictive Checks ---\n", "n_samples = 1\n", "raw_counts shape = (18641, 1200)\n", "models: ['SCVI']\n", "metrics: \n", "{\n", " \"diff_exp\": {\n", " \"adata_raw\": \"AnnData object with n_obs=18641, n_vars=1200\",\n", " \"var_names\": {\n", " \"Adipocytes\": [\n", " \"GPAM\",\n", " \"MGST1\"\n", " ],\n", " \"Atrial_Cardiomyocyte\": [\n", " \"MYL7\",\n", " \"RYR2\"\n", " ],\n", " \"Endothelial\": [\n", " \"VWF\",\n", " \"B2M\"\n", " ],\n", " \"Fibroblast\": [\n", " \"DCN\",\n", " \"NEGR1\"\n", " ],\n", " \"Lymphoid\": [\n", " \"PTPRC\",\n", " \"B2M\"\n", " ],\n", " \"Mesothelial\": [\n", " \"ITLN1\",\n", " \"PLA2G2A\"\n", " ],\n", " \"Myeloid\": [\n", " \"CD163\",\n", " \"CTSB\"\n", " ],\n", " \"Neuronal\": [\n", " \"NRXN1\",\n", " \"CDH19\"\n", " ],\n", " \"Pericytes\": [\n", " \"RGS5\",\n", " \"PLA2G5\"\n", " ],\n", " \"Smooth_muscle_cells\": [\n", " \"ACTA2\",\n", " \"MYH11\"\n", " ],\n", " \"Ventricular_Cardiomyocyte\": [\n", " \"RYR2\",\n", " \"SORBS2\"\n", " ]\n", " },\n", " \"SCVI\": {\n", " \"adata_approx\": \"AnnData object with n_obs=18641, n_vars=1200\",\n", " \"lfc_df_approx\": \"Pandas DataFrame with shape=(11, 22), first 5 columns=['GPAM', 'MGST1', 'MYL7', 'RYR2', 'VWF']\",\n", " \"lfc_mae\": \"Pandas Series with n_rows=11\",\n", " \"lfc_mae_mean\": 0.7108566101240225,\n", " \"lfc_pearson\": \"Pandas Series with n_rows=11\",\n", " \"lfc_pearson_mean\": 0.9310277325971511,\n", " \"lfc_spearman\": \"Pandas Series with n_rows=11\",\n", " \"lfc_spearman_mean\": 0.9382091592617907,\n", " \"fraction_df_approx\": \"Pandas DataFrame with shape=(11, 22), first 5 columns=['GPAM', 'MGST1', 'MYL7', 'RYR2', 'VWF']\",\n", " \"fraction_mae\": \"Pandas Series with n_rows=11\",\n", " \"fraction_mae_mean\": 0.02348371559580257,\n", " \"fraction_pearson\": \"Pandas Series with n_rows=11\",\n", " \"fraction_pearson_mean\": 0.9893390784300053,\n", " \"fraction_spearman\": \"Pandas Series with n_rows=11\",\n", " \"fraction_spearman_mean\": 0.9751844878784215,\n", " \"gene_comparisons\": \"Pandas DataFrame with shape=(11, 3), columns=['precision', 'recall', 'f1']\"\n", " },\n", " \"lfc_df_raw\": \"Pandas DataFrame with shape=(11, 22), first 5 columns=['GPAM', 'MGST1', 'MYL7', 'RYR2', 'VWF']\",\n", " \"fraction_df_raw\": \"Pandas DataFrame with shape=(11, 22), first 5 columns=['GPAM', 'MGST1', 'MYL7', 'RYR2', 'VWF']\"\n", " }\n", "}" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ppc" ] }, { "attachments": {}, "cell_type": "markdown", "id": "e70b1ae4", "metadata": {}, "source": [ "There is quite a lot of information in the metrics this time, so let's take a closer look:" ] }, { "attachments": {}, "cell_type": "markdown", "id": "f0d4a6be", "metadata": {}, "source": [ "- **`ppc.metrics[\"diff_exp\"].adata_raw`** is simply the raw counts data.\n", "- **`ppc.metrics[\"diff_exp\"].var_names`** is a dictionary where keys are DE groups (for example cell types), and values are arrays containing the N top differentially expressed genes in that group. The N can be specified via `n_top_genes` in the call to `run_ppc` and defaults to 2.\n", "- **`ppc.metrics[\"diff_exp\"].lfc_df_raw`** is a pandas DataFrame where rows are groups, and columns are the N top genes for all groups, i.e., `n_cols = n_top_genes_per_group * n_groups`. \n", "\n", " Each DataFrame cell (group,gene) contains: `log2(mean_gene_expression_in_group / mean_gene_expression_not_in_group)` for that gene, where:\n", " - `mean_gene_expression_in_group` is the average gene expression of that gene for all cells in that group\n", " - `mean_gene_expression_not_in_group` is the average gene expression of that gene for all other cells (not in that group) \n", "\n", " This is also called \"1 vs all\" logfoldchange (LFC).\n", "- **`ppc.metrics[\"diff_exp\"].fraction_df_raw`** is a pandas DataFrame where rows and columns are the same as `ppc.metrics[\"diff_exp\"].lfc_df_raw`. Each DataFrame cell (group,gene) contains the fraction of cells in that group that express that gene.\n", "- **`ppc.metrics[\"diff_exp\"][\"SCVI\"]`** is a dictionary that contains the outputs of computing different metrics that are specific to the model called \"SCVI\".\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"adata_approx\"]`** is the reconstructed count data.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"lfc_adata_approx\"]`** is the same as `lfc_df_raw` but for the estimated count data.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"lfc_mae\"]`** is the row-wise mean absolute error between `lfc_df_raw` and `lfc_adata_approx`.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"lfc_mae_mean\"]`** is the mean of `lfc_mae`.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"lfc_pearson\"]`** is the row-wise pearson correlation between `lfc_df_raw` and `lfc_adata_approx`.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"lfc_pearson_mean\"]`** is the mean of `lfc_pearson`.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"lfc_spearman\"]`** is the row-wise spearman correlation between `lfc_df_raw` and `lfc_adata_approx`.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"lfc_spearman_mean\"]`** is the the mean of `lfc_spearman`.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"fraction_df_approx\"]`** is the same as `fraction_df_raw` but for the estimated count data.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"fraction_mae\"]`** is the same as `lfc_mae` but for gene expression fractions instead of lfc.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"fraction_mae_mean\"]`** is the same as `lfc_mae_mean` but for gene expression fractions.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"fraction_pearson\"]`** is the same as `lfc_pearson` but for gene expression fractions.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"fraction_pearson_mean\"]`** is the same as `lfc_pearson_mean` but for gene expression fractions.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"fraction_spearman\"]`** is the same as `lfc_spearman` but for gene expression fractions.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"fraction_spearman_mean\"]`** is the same as `lfc_spearman_mean` but for gene expression fractions.\n", " - **`ppc.metrics[\"diff_exp\"][\"SCVI\"][\"gene_comparisons\"]`** is a pandas DataFrame where rows are groups. Each row reports a precision, recall and [F1 score](https://en.wikipedia.org/wiki/F-score) that represents the overlap between the top N differentially expressed genes in that group on the raw data and the top N differentially expressed genes in that group on the estimated count data. The N can be specified via `n_top_genes_overlap` in the call to `run_ppc` and defaults to: `min(adata_raw.n_vars, DEFAULT_DE_N_TOP_GENES_OVERLAP)`. \n", "\n", " This is how this overlap is calculated: for each group, we consider the unordered set of top ranked genes between raw and approx DE results. To do that we \"binarize\" the gene selections: we create two binary vectors (one for raw, one for approx) where a 1 in the vector means gene was selected. We then compute the precision, recall and F1 score between these two vectors. Below is a depiction of those notions in this context: \n", " \n", "
" ] }, { "attachments": {}, "cell_type": "markdown", "id": "bdfbd12e", "metadata": {}, "source": [ "That's a lot of text. Let's visualize some of these metrics.\n", "\n", "First, let's look at the \"1 vs all\" LFC dotplot for the raw and approximated count data:" ] }, { "cell_type": "code", "execution_count": 21, "id": "db3a3cd9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniconda/base/envs/scvi-criticism-2/lib/python3.9/site-packages/scanpy/plotting/_dotplot.py:749: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " dot_ax.scatter(x, y, **kwds)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniconda/base/envs/scvi-criticism-2/lib/python3.9/site-packages/scanpy/plotting/_dotplot.py:749: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " dot_ax.scatter(x, y, **kwds)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ppc_plt = PPCPlot(ppc)\n", "ppc_plt.plot_diff_exp(\"SCVI\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "e766615e", "metadata": {}, "source": [ "We can also look at a subset of the genes:" ] }, { "cell_type": "code", "execution_count": 22, "id": "95462c4f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniconda/base/envs/scvi-criticism-2/lib/python3.9/site-packages/scanpy/plotting/_dotplot.py:749: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " dot_ax.scatter(x, y, **kwds)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniconda/base/envs/scvi-criticism-2/lib/python3.9/site-packages/scanpy/plotting/_dotplot.py:749: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " dot_ax.scatter(x, y, **kwds)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ppc_plt.plot_diff_exp(\"SCVI\", var_names_subset=[\"Ventricular_Cardiomyocyte\"])" ] }, { "attachments": {}, "cell_type": "markdown", "id": "abe474f2", "metadata": {}, "source": [ "These all look very similar but it's hard to evaluate that visually. Let's look at the mean absolute error (MAE), pearson and spearman correlations between the two:" ] }, { "cell_type": "code", "execution_count": 26, "id": "c0c3edaf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m LFC \u001b[1m(\u001b[0m\u001b[1;36m1\u001b[0m vs all\u001b[1m)\u001b[0m gene expressions across groups: \n", " Mean Absolute \u001b[33mError\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.71\u001b[0m, \n", " Pearson \u001b[33mcorrelation\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.93\u001b[0m \n", " Spearman \u001b[33mcorrelation\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.94\u001b[0m \n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ppc_plt.plot_diff_exp(\"SCVI\", plot_kind=\"lfc_comparisons\")" ] }, { "cell_type": "code", "execution_count": 27, "id": "2d102764", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m fractions of genes expressed per group across groups: \n", " Mean Absolute \u001b[33mError\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.02\u001b[0m, \n", " Pearson \u001b[33mcorrelation\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.99\u001b[0m \n", " Spearman \u001b[33mcorrelation\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.98\u001b[0m \n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ppc_plt.plot_diff_exp(\"SCVI\", plot_kind=\"fraction_comparisons\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "387c5a79", "metadata": {}, "source": [ "That looks pretty good. \n", "\n", "Next, let's look at the F1 score for the top N genes that are differentially expressed in each group:" ] }, { "cell_type": "code", "execution_count": 28, "id": "c7aa5363", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ppc_plt.plot_diff_exp(\"SCVI\", plot_kind=\"gene_overlaps\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "d59dc3ed", "metadata": {}, "source": [ "Last but not least, let's plot a summary. In the box plot below, dots are groups and the x axis represents the various metrics we computed and plotted separately earlier. The box plot shows the distribution of the metrics across groups." ] }, { "cell_type": "code", "execution_count": 29, "id": "78bf709c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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