From 64cd4420be198f22fb656d11d760d7edd2a24cb7 Mon Sep 17 00:00:00 2001 From: Safiye Celik Date: Fri, 15 Dec 2023 22:44:43 -0500 Subject: [PATCH] add right-sided benchmarks for periscope --- efaar_benchmarking/benchmarking.py | 22 +++- efaar_benchmarking/plotting.py | 12 +- notebooks/periscope_map_building.ipynb | 171 +++++++++++++++++++++++-- 3 files changed, 184 insertions(+), 21 deletions(-) diff --git a/efaar_benchmarking/benchmarking.py b/efaar_benchmarking/benchmarking.py index b462e5d..8f3f99a 100644 --- a/efaar_benchmarking/benchmarking.py +++ b/efaar_benchmarking/benchmarking.py @@ -40,7 +40,7 @@ def univariate_consistency_benchmark( metadata: pd.DataFrame, pert_col: str, keys_to_drop: str, - n_samples: int = 10000, + n_samples: int = cst.N_NULL_SAMPLES, random_seed: int = cst.RANDOM_SEED, ) -> pd.DataFrame: """ @@ -51,7 +51,8 @@ def univariate_consistency_benchmark( metadata (pd.DataFrame): The metadata dataframe. pert_col (str): The column name in the metadata dataframe representing the perturbations. keys_to_drop (str): The perturbation keys to be dropped from the analysis. - n_samples (int, optional): The number of samples to generate for null distribution. Defaults to 5000. + n_samples (int, optional): The number of samples to generate for null distribution. + Defaults to cst.N_NULL_SAMPLES. random_seed (int, optional): The random seed to use for generating null distribution. Defaults to cst.RANDOM_SEED. @@ -197,6 +198,7 @@ def compute_recall( null_distribution: np.ndarray, query_distribution: np.ndarray, recall_threshold_pairs: list, + right_sided: bool = False, ) -> dict: """Compute recall at given percentage thresholds for a query distribution with respect to a null distribution. Each recall threshold is a pair of floats (left, right) where left and right are floats between 0 and 1. @@ -206,6 +208,8 @@ def compute_recall( query_distribution (np.ndarray): The query distribution recall_threshold_pairs (list) A list of pairs of floats (left, right) that represent different recall threshold pairs, where left and right are floats between 0 and 1. + right_sided (bool, optional): Whether to consider only right tail of the distribution or both tails when + computing recall Defaults to False (i.e, both tails). Returns: dict: A dictionary of metrics with the following keys: @@ -227,9 +231,14 @@ def compute_recall( ) for threshold_pair in recall_threshold_pairs: left_threshold, right_threshold = np.min(threshold_pair), np.max(threshold_pair) - metrics[f"recall_{left_threshold}_{right_threshold}"] = sum( - (query_percentage_ranks_right <= left_threshold) | (query_percentage_ranks_left >= right_threshold) - ) / len(query_distribution) + if right_sided: + metrics[f"recall_{left_threshold}_{right_threshold}"] = sum( + query_percentage_ranks_left >= right_threshold + ) / len(query_distribution) + else: + metrics[f"recall_{left_threshold}_{right_threshold}"] = sum( + (query_percentage_ranks_right <= left_threshold) | (query_percentage_ranks_left >= right_threshold) + ) / len(query_distribution) return metrics @@ -270,6 +279,7 @@ def multivariate_benchmark( n_iterations: int = cst.RANDOM_COUNT, min_req_entity_cnt: int = cst.MIN_REQ_ENT_CNT, benchmark_data_dir: str = cst.BENCHMARK_DATA_DIR, + right_sided: bool = False, ) -> pd.DataFrame: """Perform benchmarking on map data. @@ -321,7 +331,7 @@ def multivariate_benchmark( if len(query_cossim) > 0: metrics_lst.append( convert_metrics_to_df( - metrics=compute_recall(null_cossim, query_cossim, recall_thr_pairs), + metrics=compute_recall(null_cossim, query_cossim, recall_thr_pairs, right_sided), source=s, random_seed_str=random_seed_str, filter_on_pert_prints=filter_on_pert_prints, diff --git a/efaar_benchmarking/plotting.py b/efaar_benchmarking/plotting.py index 0b1352e..1547883 100644 --- a/efaar_benchmarking/plotting.py +++ b/efaar_benchmarking/plotting.py @@ -5,7 +5,7 @@ import seaborn as sns -def plot_recall(metric_dfs: dict): +def plot_recall(metric_dfs: dict, right_sided: bool = False, title=""): """ Plots line plots of recall values for several threshold pairs for each benchmark source and each map. @@ -14,6 +14,8 @@ def plot_recall(metric_dfs: dict): Each dataframe needs to have a "source" column and "recall_X_Y" columns for several [X, Y] pairs. Each metric dataframe in the dictionary corresponds to a different map. All the dataframes need to have the exact same structure (ie same column names and same source values). + right_sided (bool): Whether to plot the right-sided recall values. Default is False. + title (str): Title for the entire plot. Default is an empty string. Returns: None @@ -21,7 +23,10 @@ def plot_recall(metric_dfs: dict): df_template = list(metric_dfs.values())[0] # this is used as the template for the structure and labels of the plots recall_thr_pairs = [col.split("_")[1:] for col in df_template.columns if col.startswith("recall_")] x_values = [f"{x}, {y}" for x, y in recall_thr_pairs] - random_recall_values = [float(x) + 1 - float(y) for x, y in recall_thr_pairs] + if right_sided: + random_recall_values = [1 - float(y) for x, y in recall_thr_pairs] + else: + random_recall_values = [float(x) + 1 - float(y) for x, y in recall_thr_pairs] col_cnt = 5 sns.set_style("whitegrid") @@ -30,6 +35,9 @@ def plot_recall(metric_dfs: dict): ) palette = dict(zip(metric_dfs.keys(), sns.color_palette("tab10", len(metric_dfs)))) + # Set the title for the entire plot + fig.suptitle(title) + # Plot each source as a separate subplot for i, source in enumerate(df_template["source"].unique()): for m in metric_dfs.keys(): diff --git a/notebooks/periscope_map_building.ipynb b/notebooks/periscope_map_building.ipynb index 0c7ab2b..1c8dad9 100644 --- a/notebooks/periscope_map_building.ipynb +++ b/notebooks/periscope_map_building.ipynb @@ -2,9 +2,29 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/safiye.celik/.pyenv/versions/3.11.5/envs/eben/lib/python3.11/site-packages/scvi/_settings.py:63: UserWarning: Since v1.0.0, scvi-tools no longer uses a random seed by default. Run `scvi.settings.seed = 0` to reproduce results from previous versions.\n", + " self.seed = seed\n", + "/Users/safiye.celik/.pyenv/versions/3.11.5/envs/eben/lib/python3.11/site-packages/scvi/_settings.py:70: UserWarning: Setting `dl_pin_memory_gpu_training` is deprecated in v1.0 and will be removed in v1.1. Please pass in `pin_memory` to the data loaders instead.\n", + " self.dl_pin_memory_gpu_training = (\n", + "/Users/safiye.celik/.pyenv/versions/3.11.5/envs/eben/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(0.01, 0.99), (0.02, 0.98), (0.03, 0.97), (0.04, 0.96), (0.05, 0.95), (0.06, 0.94), (0.07, 0.93), (0.08, 0.92), (0.09, 0.91), (0.1, 0.9)]\n" + ] + } + ], "source": [ "from efaar_benchmarking.data_loading import load_periscope\n", "from efaar_benchmarking.efaar import *\n", @@ -27,19 +47,144 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20419 perturbations exist in the map.\n", + "36942 relationships are used from the benchmark source CORUM\n", + "57779 relationships are used from the benchmark source HuMAP\n", + "17493 relationships are used from the benchmark source Reactome\n", + "11469 relationships are used from the benchmark source SIGNOR\n", + "54347 relationships are used from the benchmark source StringDB\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "source\n", + "CORUM 0.067024\n", + "HuMAP 0.066322\n", + "Reactome 0.058709\n", + "SIGNOR 0.056587\n", + "StringDB 0.071522\n", + "Name: recall_0.05_0.95, dtype: float64\n", + "20419 perturbations exist in the map.\n", + "36942 relationships are used from the benchmark source CORUM\n", + "57779 relationships are used from the benchmark source HuMAP\n", + "17493 relationships are used from the benchmark source Reactome\n", + "11469 relationships are used from the benchmark source SIGNOR\n", + "54347 relationships are used from the benchmark source StringDB\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "source\n", + "CORUM 0.111310\n", + "HuMAP 0.113328\n", + "Reactome 0.104042\n", + "SIGNOR 0.098439\n", + "StringDB 0.116382\n", + "Name: recall_0.05_0.95, dtype: float64\n", + "20419 perturbations exist in the map.\n", + "36942 relationships are used from the benchmark source CORUM\n", + "57779 relationships are used from the benchmark source HuMAP\n", + "17493 relationships are used from the benchmark source Reactome\n", + "11469 relationships are used from the benchmark source SIGNOR\n", + "54347 relationships are used from the benchmark source StringDB\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "source\n", + "CORUM 0.066726\n", + "HuMAP 0.065716\n", + "Reactome 0.056994\n", + "SIGNOR 0.055454\n", + "StringDB 0.071007\n", + "Name: recall_0.05_0.95, dtype: float64\n", + "20419 perturbations exist in the map.\n", + "36942 relationships are used from the benchmark source CORUM\n", + "57779 relationships are used from the benchmark source HuMAP\n", + "17493 relationships are used from the benchmark source Reactome\n", + "11469 relationships are used from the benchmark source SIGNOR\n", + "54347 relationships are used from the benchmark source StringDB\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "source\n", + "CORUM 0.111310\n", + "HuMAP 0.112134\n", + "Reactome 0.102441\n", + "SIGNOR 0.099311\n", + "StringDB 0.115664\n", + "Name: recall_0.05_0.95, dtype: float64\n" + ] + } + ], "source": [ - "ct = \"A549\"\n", - "features, metadata = load_periscope(cell_type=ct, normalized=False)\n", - "embeddings = embed_align_by_pca(features.values, metadata, variance_or_ncomp=None, plate_col=PERISCOPE_PLATE_COL)\n", - "embeddings = align_on_controls(embeddings, metadata, pert_col=PERISCOPE_PERT_LABEL_COL, control_key=PERISCOPE_CONTROL_PERT_LABEL, scale=True)\n", - "phenoprint_pvals = univariate_consistency_benchmark(embeddings, metadata, pert_col=PERISCOPE_PERT_LABEL_COL, keys_to_drop=[PERISCOPE_CONTROL_PERT_LABEL, 'negCtrl'])\n", - "map_data = aggregate(embeddings, metadata, pert_col=PERISCOPE_PERT_LABEL_COL, control_key=PERISCOPE_CONTROL_PERT_LABEL)\n", - "metrics = multivariate_benchmark(map_data, recall_thr_pairs=recall_threshold_pairs, pert_col=PERISCOPE_PERT_LABEL_COL)\n", - "plot_recall(metrics)\n", - "metrics.groupby('source')['recall_0.05_0.95'].mean()" + "ct = \"HeLa\"\n", + "for n in [True, False]:\n", + " features, metadata = load_periscope(cell_type=ct, normalized=n)\n", + " embeddings = embed_align_by_pca(features.values, metadata, variance_or_ncomp=None, plate_col=PERISCOPE_PLATE_COL)\n", + " embeddings = align_on_controls(embeddings, metadata, pert_col=PERISCOPE_PERT_LABEL_COL, control_key=PERISCOPE_CONTROL_PERT_LABEL, scale=True)\n", + " # phenoprint_pvals = univariate_consistency_benchmark(embeddings, metadata, pert_col=PERISCOPE_PERT_LABEL_COL, keys_to_drop=[PERISCOPE_CONTROL_PERT_LABEL, 'negCtrl'])\n", + " map_data = aggregate(embeddings, metadata, pert_col=PERISCOPE_PERT_LABEL_COL, control_key=PERISCOPE_CONTROL_PERT_LABEL)\n", + " for right_sided in [True, False]:\n", + " metrics = multivariate_benchmark(map_data, recall_thr_pairs=recall_threshold_pairs, pert_col=PERISCOPE_PERT_LABEL_COL, n_null_samples = 10000, n_iterations = 1, right_sided=right_sided)\n", + " plot_recall({'PERISCOPE PCA map': metrics}, right_sided=right_sided)\n", + " print(metrics.groupby('source')['recall_0.05_0.95'].mean())" ] } ],