From 44c26d779059e571248f49ac5cb21931ca02dd43 Mon Sep 17 00:00:00 2001 From: Gunsalus Date: Mon, 22 Jul 2024 18:43:40 -0700 Subject: [PATCH] Add ISM functions and update variant tutorial --- docs/tutorials/5_variant.ipynb | 414 ++++++++++++++++++++++++++------- src/grelu/interpret/motifs.py | 16 ++ src/grelu/visualize.py | 66 +++++- 3 files changed, 413 insertions(+), 83 deletions(-) diff --git a/docs/tutorials/5_variant.ipynb b/docs/tutorials/5_variant.ipynb index 96dcdea0..09dcc595 100755 --- a/docs/tutorials/5_variant.ipynb +++ b/docs/tutorials/5_variant.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "bf95ebec-179e-472e-8d1b-a5f81bdb504b", "metadata": {}, "outputs": [], @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "9ea0a01b-9ca5-46b2-9198-18dc10c533bf", "metadata": {}, "outputs": [ @@ -55,15 +55,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/usr/local/lib/python3.11/dist-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", - "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mavantikalal\u001b[0m (\u001b[33mgrelu\u001b[0m). Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n", + "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mlgunsalus\u001b[0m (\u001b[33mgene-explore\u001b[0m). Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n", "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact model:latest, 825.03MB. 1 files... \n", "\u001b[34m\u001b[1mwandb\u001b[0m: 1 of 1 files downloaded. \n", "Done. 0:0:2.1\n", "\u001b[34m\u001b[1mwandb\u001b[0m: Downloading large artifact human_state_dict:latest, 939.29MB. 1 files... \n", "\u001b[34m\u001b[1mwandb\u001b[0m: 1 of 1 files downloaded. \n", - "Done. 0:0:2.9\n" + "Done. 0:0:3.1\n" ] } ], @@ -90,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "ba6606ea-1f40-41ad-b9ed-11eae96a086c", "metadata": {}, "outputs": [ @@ -147,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "029c28aa-86e8-4f56-94ee-f4e37bb3f67e", "metadata": {}, "outputs": [ @@ -203,7 +201,7 @@ "2 Acinar Acinar" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -233,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "30b20968-2e04-4f17-9e5e-88eafa1e5961", "metadata": {}, "outputs": [ @@ -258,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "ca7dfea5-e1c2-49c5-a698-ada73b1b57d6", "metadata": {}, "outputs": [ @@ -367,7 +365,7 @@ "2 71639 71639.0 ?+?+ 0.1859 0.026630 0.006790 " ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -387,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "2343b85c-ec67-41c6-bd53-b85c8c0d0b2a", "metadata": {}, "outputs": [], @@ -406,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "13058822-9ab5-4675-8336-211b8376849e", "metadata": {}, "outputs": [ @@ -433,7 +431,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "229b0dc6-0ad1-43cd-84ad-bcbce74a48ea", "metadata": {}, "outputs": [ @@ -459,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "263be71f-e7bb-45f5-90cc-aaa4a56f7f3f", "metadata": {}, "outputs": [ @@ -477,7 +475,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "f903891c-ea61-46b1-b996-7094d572ff15", "metadata": {}, "outputs": [ @@ -586,7 +584,7 @@ "2 71639 71639.0 ?+?+ 0.1859 0.026630 0.006790 " ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -615,7 +613,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "488f6ebe-4cdc-4d4b-8be5-df6111707a84", "metadata": {}, "outputs": [ @@ -630,32 +628,83 @@ "name": "stderr", "output_type": "stream", "text": [ - "\u001b[32m21:29:08\u001b[0m \u001b[1m|\u001b[0m \u001b[34mINFO\u001b[0m \u001b[1m|\u001b[0m Downloading genome from UCSC. Target URL: https://hgdownload.soe.ucsc.edu/goldenPath/hg19/bigZips/chromFa.tar.gz...\n", - "Download: 100%|██████████████████████████████████████████████████████████████████████| 905M/905M [00:10<00:00, 91.4MB/s]\n", - "\u001b[32m21:29:19\u001b[0m \u001b[1m|\u001b[0m \u001b[34mINFO\u001b[0m \u001b[1m|\u001b[0m Genome download successful, starting post processing...\n", - "\u001b[32m21:30:00\u001b[0m \u001b[1m|\u001b[0m \u001b[34mINFO\u001b[0m \u001b[1m|\u001b[0m name: hg19\n", - "\u001b[32m21:30:00\u001b[0m \u001b[1m|\u001b[0m \u001b[34mINFO\u001b[0m \u001b[1m|\u001b[0m local name: hg19\n", - "\u001b[32m21:30:00\u001b[0m \u001b[1m|\u001b[0m \u001b[34mINFO\u001b[0m \u001b[1m|\u001b[0m fasta: /root/.local/share/genomes/hg19/hg19.fa\n", - "Filtering Fasta: 62.7M lines [00:28, 2.24M lines/s]\n", - "GPU available: True (cuda), used: True\n", - "TPU available: False, using: 0 TPU cores\n", - "HPU available: False, using: 0 HPUs\n", - "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1,2,3,4,5,6,7]\n" + "\u001b[32m01:10:21\u001b[0m \u001b[1m|\u001b[0m \u001b[34mINFO\u001b[0m \u001b[1m|\u001b[0m Downloading assembly summaries from GENCODE\n", + "\u001b[32m01:10:53\u001b[0m \u001b[1m|\u001b[0m \u001b[34mINFO\u001b[0m \u001b[1m|\u001b[0m Downloading assembly summaries from UCSC\n", + "\u001b[32m01:10:57\u001b[0m \u001b[1m|\u001b[0m \u001b[34mINFO\u001b[0m \u001b[1m|\u001b[0m Downloading assembly summaries from Ensembl\n", + "\u001b[32m01:11:25\u001b[0m \u001b[1m|\u001b[0m \u001b[34mINFO\u001b[0m \u001b[1m|\u001b[0m Downloading genome from UCSC. Target URL: https://hgdownload.soe.ucsc.edu/goldenPath/hg19/bigZips/chromFa.tar.gz...\n" ] }, { - "name": "stdout", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "971d29b97c5945afbbf74c60e6e3b5a1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Download: 0%| | 0.00/905M [00:00" + "" ] }, - "execution_count": 26, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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motifsequencestartendstrandscorepvalism_weight
41REI1ref10195-9.0121950.0001982.397958
54ZMS1ref10395-8.7560980.0003992.393770
42RPH1ref10295-11.5609760.0000922.384363
264msn-1ref10295-9.7377050.0002982.384363
158RELBref10696-8.6028370.0003522.358500
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" + ], + "text/plain": [ + " motif sequence start end strand score pval ism_weight\n", + "41 REI1 ref 101 95 - 9.012195 0.000198 2.397958\n", + "54 ZMS1 ref 103 95 - 8.756098 0.000399 2.393770\n", + "42 RPH1 ref 102 95 - 11.560976 0.000092 2.384363\n", + "264 msn-1 ref 102 95 - 9.737705 0.000298 2.384363\n", + "158 RELB ref 106 96 - 8.602837 0.000352 2.358500" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from grelu.interpret.motifs import calculate_ism_weight\n", + "\n", + "scan['ism_weight'] = scan.apply(calculate_ism_weight, ism=ism, axis=1)\n", + "scan.sort_values(by='ism_weight', ascending=False).head()" + ] + }, + { + "cell_type": "markdown", + "id": "b8a3910d-e538-4eb6-a79f-ea39b87d7821", + "metadata": {}, + "source": [ + "We can now visualize the locations of the motifs on the sequence. Points are positioned at the center of the motif." + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "bcdc127c-76ec-4775-b5cc-395912d45879", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from grelu.visualize import plot_motifs_on_ism\n", + "\n", + "plot_motifs_on_ism(ism, scan, thresh=.75, pval_thresh=0.0001)" + ] + }, { "cell_type": "markdown", "id": "0eeb24c2-a420-4523-82be-164ed1f1d56b", diff --git a/src/grelu/interpret/motifs.py b/src/grelu/interpret/motifs.py index 20e1a267..61cdc6f9 100644 --- a/src/grelu/interpret/motifs.py +++ b/src/grelu/interpret/motifs.py @@ -317,3 +317,19 @@ def compare_motifs( scan["foldChange"] = scan.alt / scan.ref scan = scan.sort_values("foldChange").reset_index(drop=True) return scan + + +def calculate_ism_weight(row: pd.Series, ism: np.ndarray) -> float: + """ + Calculate the ISM weight for a given row. + + Args: + row (pd.Series): A row from the scan DataFrame + ism (np.ndarray): The ISM array + + Returns: + float: The calculated ISM weight + """ + max_ism = np.abs(ism).max(axis=0) + start, end = min(row["start"], row["end"]), max(row["start"], row["end"]) + return max_ism[start:end].mean() diff --git a/src/grelu/visualize.py b/src/grelu/visualize.py index 6adca0d1..6a5b1959 100644 --- a/src/grelu/visualize.py +++ b/src/grelu/visualize.py @@ -11,7 +11,7 @@ from matplotlib.patches import Rectangle from grelu.utils import make_list - +from grelu.interpret.motifs import calculate_ism_weight def _collect_preds_and_labels( preds: Union[np.ndarray, pd.DataFrame], @@ -738,3 +738,67 @@ def plot_attention_matrix( ax.set_ylabel("Attended by") ax.set_xlabel("Attended to") return fig + + +def _moving_average(a: Union[List[float], np.ndarray, pd.Series], n: int = 10) -> np.ndarray: + """ + Calculate the moving average of an array. + + Args: + a (Union[List[float], np.ndarray, pd.Series]): Input array + n (int): Window size for moving average (default: 10) + + Returns: + np.ndarray: Moving average of the input array + """ + if isinstance(a, pd.Series): + a = a.values + ret = np.cumsum(a, dtype=float) + ret[n:] = ret[n:] - ret[:-n] + return ret[n - 1:] / n + +def plot_motifs_on_ism(ism: np.ndarray, scan: pd.DataFrame, thresh: float = 0.3, + pval_thresh: float = 5e-6, rolling_buffer: int = 10) -> None: + """ + Plot motifs on ISM (In Silico Mutagenesis) data. + + Args: + ism (np.ndarray): The ISM array + scan (pd.DataFrame): The motif scan DataFrame + thresh (float): Threshold for ISM weight (default: 0.3) + pval_thresh (float): Threshold for p-value (default: 5e-6) + rolling_buffer (int): Size of the rolling buffer for moving average (default: 10) + """ + max_ism = np.abs(ism).max(axis=0) + + # Calculate motif center and ISM weight + scan['motif_center'] = scan.apply(lambda row: min(row['end'], row['start']) + abs(row['end'] - row['start']) // 2, axis=1) + if 'ism_weight' not in scan.columns: + scan['ism_weight'] = scan.apply(calculate_ism_weight, ism=ism, axis=1) + + # Filter and prepare data for plotting + plot_data = scan[ + (scan['ism_weight'] > thresh) & + (scan['pval'] <= pval_thresh) + ].drop_duplicates(subset=['motif', 'motif_center']) + plot_data = plot_data.sort_values(by='pval', ascending=True).head(15) + + # Calculate rolling average + rolling_max_ism = _moving_average(max_ism, n=rolling_buffer) + + # Create plot + plt.figure(figsize=(10, 4), dpi=200) + sns.scatterplot(data=plot_data, x='motif_center', y='ism_weight', hue='motif', + palette='tab20', s=40, alpha=0.8) + sns.lineplot(x=range(len(max_ism)), y=max_ism, alpha=0.4, color='grey', linestyle='dashed') + sns.lineplot(x=np.arange(len(rolling_max_ism)) + rolling_buffer//2, y=rolling_max_ism) + + # Set plot parameters + plt.xlim(0, len(max_ism)) + plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', title='Motif Family') + plt.tight_layout() + plt.xlabel('Sequence Position') + plt.ylabel('ISM Weight') + plt.show() + +