{ "cells": [ { "cell_type": "markdown", "id": "00908acb", "metadata": {}, "source": [ "# Proteome remodeling during human erythropoiesis\n", "\n", "This notebook demonstrates a comprehensive protein-level analysis workflow using ProteoPy.\n", "To this aim we selected a human erythropoiesis DIA dataset by Karayel et al. (2020):\n", "\n", "> Karayel Ö, Xu P, Bludau I, Velan Bhoopalan S, Yao Y, Ana Rita FC, Santos A, Schulman BA, Alpi AF, Weiss MJ, and Mann M. **Integrative proteomics reveals principles of dynamic phosphosignaling networks in human erythropoiesis.** *Molecular Systems Biology*, 16(12):MSB20209813, 2020. [doi:10.15252/msb.20209813](https://doi.org/10.15252/msb.20209813)\n", "\n", "The authors profiled the proteome across five stages of *in vitro* erythropoiesis from CD34⁺ hematopoietic stem/progenitor cells (HSPCs) — progenitors, proerythroblasts and early basophilic erythroblasts (ProE&EBaso), late basophilic erythroblasts (LBaso), polychromatic erythroblasts (Poly), and orthochromatic erythroblasts (Ortho) — using DIA-based mass spectrometry with four biological replicates per stage. \n", "\n", "Here, we use this dataset to show how ProteoPy can be used to perform typical protein-level analysis steps: quality control, preprocessing, exploratory analysis and differential abundance testing." ] }, { "cell_type": "markdown", "id": "jw3zwnagne", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "id": "296f10b9", "metadata": {}, "source": [ "from pathlib import Path\n", "import numpy as np\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "from matplotlib.pyplot import rc_context\n", "\n", "import proteopy as pr\n", "\n", "# Create a data directory in your current working directory \n", "# to store files downloaded in this notebook.\n", "cwd = Path(\".\").resolve()\n", "(cwd / \"data\").mkdir(parents=True, exist_ok=True)" ], "outputs": [] }, { "cell_type": "markdown", "id": "1iqy94q6avr", "metadata": {}, "source": [ "## Reading in the data\n", "\n", "The Karayel et al. (2020) dataset contains protein-level DIA-MS intensities from five erythroid differentiation stages of CD34⁺ HSPCs. ProteoPy provides a built-in download function (`pr.download.karayel_2020()`) that fetches the dataset from the PRIDE archive (PXD017276), processes it, and saves it as three separate files that are compatible with the `pr.read.long()` function in ProteoPy:\n", "\n", "- **Intensities** — long-format table with columns `sample_id`, `protein_id`, and `intensity` (one row per measurement)\n", "- **Sample annotation** — maps each `sample_id` to its `cell_type` and `replicate`\n", "- **Protein annotation** — maps each `protein_id` to its `gene_id`\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "918900ed", "metadata": {}, "outputs": [], "source": [ "# Define paths to the data files. These are the same paths that will be used in the download function below.\n", "intensities_path = (\n", " \"data/karayel-2020_ms-proteomics\"\n", " \"_human-erythropoiesis_intensities.tsv\"\n", ")\n", "sample_annotation_path = (\n", " \"data/karayel-2020_ms-proteomics\"\n", " \"_human-erythropoiesis_sample-annotation.tsv\"\n", ")\n", "var_annotation_path = (\n", " \"data/karayel-2020_ms-proteomics\"\n", " \"_human-erythropoiesis_protein-annotation.tsv\"\n", ")\n", "\n", "pr.download.karayel_2020(\n", " intensities_path=intensities_path,\n", " sample_annotation_path=sample_annotation_path,\n", " var_annotation_path=var_annotation_path,\n", " force=True,\n", ")" ] }, { "cell_type": "markdown", "id": "kmnx0c1fljh", "metadata": {}, "source": [ "A quick look at the first rows of each file shows the data format ProteoPy expects for each information layer:" ] }, { "cell_type": "code", "execution_count": 3, "id": "ba2ed283", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sample_id\tprotein_id\tintensity\n", "LBaso_rep1\tA0A024QZ33;Q9H0G5\t15084.2626953125\n", "LBaso_rep2\tA0A024QZ33;Q9H0G5\t15442.2646484375\n", "LBaso_rep3\tA0A024QZ33;Q9H0G5\t13992.021484375\n", "LBaso_rep4\tA0A024QZ33;Q9H0G5\t18426.5390625\n" ] } ], "source": [ "# intensities\n", "!head -n5 {intensities_path}" ] }, { "cell_type": "code", "execution_count": 4, "id": "c68a288c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sample_id\tcell_type\treplicate\n", "LBaso_rep1\tLBaso\trep1\n", "LBaso_rep2\tLBaso\trep2\n", "LBaso_rep3\tLBaso\trep3\n", "LBaso_rep4\tLBaso\trep4\n" ] } ], "source": [ "# sample_annotation\n", "!head -n5 {sample_annotation_path}" ] }, { "cell_type": "code", "execution_count": 5, "id": "fa90fc03", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "protein_id\tgene_id\n", "A0A024QZ33;Q9H0G5\tNSRP1\n", "A0A024QZB8;A0A0A0MRC7;A0A0D9SFH9;A0A1B0GV71;A0A1B0GW34;A0A1B0GWD3;H3BR00;Q13286;Q13286-2;Q13286-3;Q13286-4;Q13286-5;Q9UBD8\tCLN3;CLN3;CLN3;CLN3;CLN3;;CLN3;CLN3;CLN3;CLN3;CLN3;CLN3;CLN3\n", "A0A024R0Y4;O75478\tTADA2A\n", "A0A024R216;Q9Y3E1\tHDGFRP3;HDGFL3\n" ] } ], "source": [ "# var_annotation\n", "!head -n5 {var_annotation_path}" ] }, { "cell_type": "markdown", "id": "uh41yzeoumq", "metadata": {}, "source": [ "With the three files on disk, `pr.read.long()` reads the long-format intensities, pivots them into a dense matrix, and merges the sample and protein annotations into a single AnnData object. Setting `fill_na=0` replaces any missing intensity values with zero." ] }, { "cell_type": "code", "execution_count": 6, "id": "0796e57f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 20 × 7758\n", " obs: 'sample_id', 'cell_type', 'replicate'\n", " var: 'protein_id', 'gene_id'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a protein level AnnData object from the \n", "# downloaded data files and fill missing values with 0.\n", "adata = pr.read.long(\n", " intensities=intensities_path,\n", " sample_annotation=sample_annotation_path,\n", " var_annotation=var_annotation_path,\n", " level=\"protein\",\n", " fill_na=0,\n", ")\n", "\n", "adata" ] }, { "cell_type": "code", "execution_count": 7, "id": "c0bacb3e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Is proteodata: (True, 'protein')\n" ] } ], "source": [ "# Check that the created AnnData object is formatted correctly following\n", "# proteodata conventions defined in ProteoPy\n", "print(\"Is proteodata: \", pr.utils.is_proteodata(adata))" ] }, { "cell_type": "markdown", "id": "cf4956d2", "metadata": {}, "source": [ "You can define consistent color schemes and category orders for the differentiation stages and replicates used for all figures created by ProteoPy." ] }, { "cell_type": "code", "execution_count": 8, "id": "3c07a73e", "metadata": {}, "outputs": [], "source": [ "# Cell types\n", "adata.uns[\"colors_cell_type\"] = {\n", " \"LBaso\": \"#D91C5C\",\n", " \"Ortho\": \"#F6922F\",\n", " \"Poly\": \"#262261\",\n", " \"ProE&EBaso\": \"#1B75BB\",\n", " \"Progenitor\": \"#D6DE3B\",\n", "}\n", "\n", "adata.uns[\"order_cell_type\"] = [\"Progenitor\", \"ProE&EBaso\", \"LBaso\", \"Poly\", \"Ortho\"]\n", "\n", "# Replicates\n", "n_reps = adata.obs[\"replicate\"].nunique()\n", "cmap = mpl.colormaps[\"tab10\"]\n", "adata.uns[\"colors_replicate\"] = cmap(range(n_reps)).tolist()\n", "\n", "adata.uns[\"order_replicate\"] = sorted(adata.obs[\"replicate\"].unique().tolist())" ] }, { "cell_type": "markdown", "id": "61d475eb", "metadata": {}, "source": [ "Looking at the sample distribution across categories shows that the data was successfully imported, including a total of 20 samples derived from 5 differentiation stages with 4 biological replicates each." ] }, { "cell_type": "code", "execution_count": 9, "id": "d7bd8c63", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pr.pl.n_samples_per_category(\n", " adata,\n", " category_key=\"cell_type\",\n", " color_scheme=adata.uns[\"colors_cell_type\"],\n", " order=adata.uns[\"order_cell_type\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "id": "08c1a1c1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pr.pl.n_samples_per_category(\n", " adata,\n", " category_key=\"replicate\",\n", " color_scheme=adata.uns[\"colors_replicate\"],\n", " order=adata.uns[\"order_replicate\"],\n", ")" ] }, { "cell_type": "markdown", "id": "3185adf6", "metadata": {}, "source": [ "## Quality control and preprocessing" ] }, { "cell_type": "markdown", "id": "bab5a4e5", "metadata": {}, "source": [ "### Detected proteins per sample\n", "\n", "In a first QC step, you can check the number of proteins detected in each sample. The per-sample detected proteins plot shows a decrease along the differentiation trajectory (left -> right order)." ] }, { "cell_type": "code", "execution_count": 11, "id": "31943b3d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Global:\n", " mean_count std_count median_count min_count max_count mean_pct std_pct median_pct min_pct max_pct\n", " 6925.6 623.0 7160.5 5490 7565 89.3 8.0 92.3 70.8 97.5\n", "\n", "Per cell_type:\n", " cell_type mean_count std_count median_count min_count max_count mean_pct std_pct median_pct min_pct max_pct\n", " LBaso 7165.2 150.2 7160.5 7027 7313 92.4 1.9 92.3 90.6 94.3\n", " Ortho 5866.5 257.5 5952.0 5490 6072 75.6 3.3 76.7 70.8 78.3\n", " Poly 6738.8 232.7 6778.0 6426 6973 86.9 3.0 87.4 82.8 89.9\n", "ProE&EBaso 7369.8 68.8 7365.5 7290 7458 95.0 0.9 94.9 94.0 96.1\n", "Progenitor 7487.5 88.7 7512.5 7360 7565 96.5 1.1 96.8 94.9 97.5\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pr.pl.n_proteins_per_sample(\n", " adata,\n", " zero_to_na=True,\n", " order_by=\"cell_type\",\n", " order=adata.uns[\"order_cell_type\"],\n", " color_scheme=adata.uns[\"colors_cell_type\"],\n", " xlabel_rotation=45,\n", " print_stats=True,\n", ")" ] }, { "cell_type": "markdown", "id": "e20e8f4b", "metadata": {}, "source": [ "### Completeness filtering" ] }, { "cell_type": "markdown", "id": "0ca5c0d2", "metadata": {}, "source": [ "To ensure reliable downstream analysis, proteins that are only sporadically measured in a proteomics experiment can be removed using a completeness filtering function. In this dataset, proteins are retained if they are detected in all replicates of at least one differentiation stage, ensuring that only consistently quantified proteins remain." ] }, { "cell_type": "code", "execution_count": 12, "id": "2a5d7dde", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "279 var removed\n" ] } ], "source": [ "pr.pp.filter_var_completeness(\n", " adata,\n", " min_fraction=1,\n", " group_by=\"cell_type\",\n", " zero_to_na=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "213c02c4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pr.pl.completeness_per_var(adata, zero_to_na=True)" ] }, { "cell_type": "code", "execution_count": 14, "id": "a73cdd54", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7479 protein groups remain after filtering for group-wise completeness\n" ] } ], "source": [ "print(\n", " f\"{adata.n_vars} protein groups remain after \"\n", " f\"filtering for group-wise completeness\"\n", ")" ] }, { "cell_type": "markdown", "id": "nwl2mlbomhn", "metadata": {}, "source": [ "### Detected proteins per sample\n", "\n", "After filtering, 7,479 protein groups remain. " ] }, { "cell_type": "code", "execution_count": 15, "id": "90661016", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Group samples by cell type\n", "pr.pl.n_proteins_per_sample(\n", " adata,\n", " zero_to_na=True,\n", " group_by=\"cell_type\",\n", " order=adata.uns[\"order_cell_type\"],\n", " color_scheme=adata.uns[\"colors_cell_type\"],\n", " xlabel_rotation=45,\n", ")" ] }, { "cell_type": "markdown", "id": "08c5eaad", "metadata": {}, "source": [ "### Abundance rank plot\n", "\n", "Abundance rank plots show the dynamic range and ranking of marker proteins across stages. Intensity signals span five (Progenitor) to seven (Ortho) orders of magnitude. As expected, Haemoglobin subunits generally rank among the highest expressed proteins and increase by approximately three orders of magnitude from the Progenitor to Ortho stage." ] }, { "cell_type": "code", "execution_count": 16, "id": "1336de21", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "haemoglobin = {\n", " \"P68871\": \"HBB\",\n", " \"P69905\": \"HBA1\",\n", " \"P02100\": \"HBE1\",\n", " \"A0A2R8Y7X9;P69891\": \"HBG1\",\n", "}\n", "\n", "pr.pl.abundance_rank(\n", " adata,\n", " color=\"cell_type\",\n", " log_transform=10,\n", " zero_to_na=True,\n", " color_scheme=adata.uns[\"colors_cell_type\"],\n", " summary_method=\"median\",\n", " highlight_vars=list(haemoglobin.keys()),\n", " var_labels_key=\"gene_id\",\n", ")" ] }, { "cell_type": "markdown", "id": "ujfnt6f1x8r", "metadata": {}, "source": [ "### Coefficient of variation\n", "\n", "Coefficients of variation (CVs) can be checked to inspect overall data consistency. Here, intra-stage coefficients of variation (CVs) confirm high reproducibility across replicates of each differentiation stage." ] }, { "cell_type": "code", "execution_count": 17, "id": "4c2b9ca3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Global CV Summary:\n", " Count Min Max Median Mean Std\n", " 34054 0.0021 1.971 0.1099 0.1725 0.1887\n", "\n", "Per-Group CV Summary:\n", " Count Min Max Median Mean Std\n", "Group \n", "Progenitor 7366 0.0051 1.8955 0.1219 0.1899 0.2054\n", "ProE&EBaso 7261 0.0038 1.8931 0.0774 0.1336 0.1674\n", "LBaso 7058 0.0046 1.8879 0.1147 0.1736 0.1842\n", "Poly 6646 0.0047 1.9710 0.1292 0.1878 0.1887\n", "Ortho 5723 0.0021 1.9081 0.1176 0.1805 0.1904\n", "\n", "Global Threshold Summary (hline=0.2):\n", " Count below Percentage below\n", " 25308 74.3173\n", "\n", "Per-Group Threshold Summary (hline=0.2):\n", " Count below Percentage below\n", "Group \n", "Progenitor 5151.0 69.9294\n", "ProE&EBaso 6082.0 83.7626\n", "LBaso 5322.0 75.4038\n", "Poly 4642.0 69.8465\n", "Ortho 4111.0 71.8330\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pr.pl.cv_by_group(\n", " adata,\n", " group_by=\"cell_type\",\n", " min_samples=3,\n", " zero_to_na=True,\n", " color_scheme=adata.uns[\"colors_cell_type\"],\n", " figsize=(6, 4),\n", " xlabel_rotation=45,\n", " order=adata.uns[\"order_cell_type\"],\n", " hline=0.2,\n", " print_stats=True,\n", ")" ] }, { "cell_type": "markdown", "id": "eb44b900", "metadata": {}, "source": [ "### Log₂ transformation" ] }, { "cell_type": "code", "execution_count": 18, "id": "29414a73", "metadata": {}, "outputs": [], "source": [ "# Convert zeros to NaN and log2 transform\n", "adata.layers[\"raw\"] = adata.X.copy()\n", "adata.X[adata.X == 0] = np.nan\n", "adata.X = np.log2(adata.X)" ] }, { "cell_type": "markdown", "id": "0b9vq8ywuyys", "metadata": {}, "source": [ "### Median normalization" ] }, { "cell_type": "code", "execution_count": 19, "id": "c155e217", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Intensity boxplot before normalization\n", "pr.pl.intensity_box_per_sample(\n", " adata,\n", " order_by=\"cell_type\",\n", " order=adata.uns[\"order_cell_type\"],\n", " zero_to_na=True,\n", " color_scheme=adata.uns[\"colors_cell_type\"],\n", " xlabel_rotation=45,\n", " figsize=(7, 4),\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "id": "89ca28df", "metadata": {}, "outputs": [], "source": [ "pr.pp.normalize_median(adata, log_space=True)" ] }, { "cell_type": "code", "execution_count": 21, "id": "b34cc628", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Intensity boxplot after normalization: median values across samples are the same\n", "pr.pl.intensity_box_per_sample(\n", " adata,\n", " order_by=\"cell_type\",\n", " order=adata.uns[\"order_cell_type\"],\n", " zero_to_na=True,\n", " color_scheme=adata.uns[\"colors_cell_type\"],\n", " xlabel_rotation=45,\n", " figsize=(7, 4),\n", ")" ] }, { "cell_type": "markdown", "id": "nmctlivin1", "metadata": {}, "source": [ "### Missing value imputation\n", "\n", "Missing values are imputed using a downshifted Gaussian distribution, following the approach popularized by Perseus (Tyanova et al., 2016), where random values are drawn from a normal distribution shifted toward lower intensities. The approach assumes that missing values arise from low-abundance proteins below the detection limit (missing not at random, MNAR)." ] }, { "cell_type": "code", "execution_count": 22, "id": "9947c0fc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Measured: 137,154 values (91.7%)\n", "Imputed: 12,426 values (8.3%)\n" ] } ], "source": [ "pr.pp.impute_downshift(\n", " adata,\n", " downshift=1.8,\n", " width=0.3,\n", " zero_to_na=True,\n", " random_state=123,\n", " verbose=True,\n", ")" ] }, { "cell_type": "markdown", "id": "f8084423", "metadata": {}, "source": [ "Intensity distributions with imputed values highlighted confirm that imputed values form a distinct low-intensity shoulder:" ] }, { "cell_type": "code", "execution_count": 23, "id": "06f9ac15", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Combined histogram across all samples\n", "pr.pl.intensity_hist(\n", " adata,\n", " color_imputed=True,\n", " density=False,\n", ")\n", "\n", "# Per-sample histograms (small multiples)\n", "pr.pl.intensity_hist(\n", " adata,\n", " color_imputed=True,\n", " per_obs=True,\n", " ncols=5,\n", " legend_loc=\"upper right\",\n", " density=False,\n", " figsize=(17, 12),\n", ")" ] }, { "cell_type": "markdown", "id": "4af8676c", "metadata": {}, "source": [ "## Exploratory data analysis" ] }, { "cell_type": "markdown", "id": "6905b2e0", "metadata": {}, "source": [ "### Sample correlation matrix\n", "\n", "A sample correlation matrix can be calculated and plotted to inspect which samples share overall expression patterns. Here, high intra-stage (Pearson *r* > 0.94) and lower inter-stage Pearson correlations confirm that protein abundances are primarily driven by differentiation stage." ] }, { "cell_type": "code", "execution_count": 24, "id": "c6f9d944", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sample correlation summary (off-diagonal, pearson):\n", " min max mean median std\n", "0.772086 0.976173 0.901526 0.909919 0.049865\n", "\n", "Per-sample mean correlation:\n", " sample_id mean_corr\n", " Ortho_rep4 0.864798\n", " Ortho_rep3 0.885271\n", " Ortho_rep1 0.872628\n", " Ortho_rep2 0.881339\n", "Progenitor_rep4 0.856958\n", "Progenitor_rep3 0.866849\n", "Progenitor_rep1 0.891815\n", "Progenitor_rep2 0.898941\n", " LBaso_rep1 0.924209\n", " LBaso_rep2 0.925118\n", "ProE&EBaso_rep4 0.918244\n", "ProE&EBaso_rep1 0.917999\n", "ProE&EBaso_rep2 0.920335\n", "ProE&EBaso_rep3 0.919495\n", " Poly_rep3 0.911729\n", " Poly_rep4 0.901124\n", " Poly_rep1 0.912838\n", " LBaso_rep4 0.921740\n", " LBaso_rep3 0.921465\n", " Poly_rep2 0.917615\n", "\n", "Per-group mean correlation:\n", " group mean_within mean_between\n", " LBaso 0.955621 0.917042\n", " Ortho 0.941910 0.863653\n", " Poly 0.950539 0.903380\n", "ProE&EBaso 0.968593 0.909723\n", "Progenitor 0.954879 0.864346\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pr.pl.sample_correlation_matrix(\n", " adata,\n", " margin_color=\"cell_type\",\n", " color_scheme=adata.uns[\"colors_cell_type\"],\n", " xticklabels=True,\n", " figsize=(9, 8),\n", " print_stats=True,\n", ")" ] }, { "cell_type": "markdown", "id": "727bf8fa", "metadata": {}, "source": [ "### Dimensionality reduction\n", "\n", "The AnnData-based proteodata object created and used by ProteoPy is directly compatible with other AnnData based python packages such as scanpy (`import scanpy as sc`), which can for example be used for dimensionality reduction and clustering. \n", "\n", "Here, the PCA and UMAP analyses further confirm that differentiation stage is the dominant source of variation in the dataset." ] }, { "cell_type": "markdown", "id": "d91a7636", "metadata": {}, "source": [ "#### PCA analysis" ] }, { "cell_type": "code", "execution_count": 25, "id": "7810f73a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.tl.pca(adata)\n", "with rc_context({\"figure.figsize\": (5, 3)}):\n", " sc.pl.pca_variance_ratio(adata, n_pcs=50, log=True)\n", "\n", "sc.pl.pca(\n", " adata,\n", " color=\"cell_type\",\n", " dimensions=(0, 1),\n", " ncols=2,\n", " size=100,\n", " palette=adata.uns[\"colors_cell_type\"],\n", ")\n", "\n", "sc.pl.pca(\n", " adata,\n", " color=\"replicate\",\n", " dimensions=(0, 1),\n", " ncols=2,\n", " size=100,\n", " palette=adata.uns[\"colors_replicate\"],\n", ")" ] }, { "cell_type": "markdown", "id": "u01kn07xa98", "metadata": {}, "source": [ "#### UMAP" ] }, { "cell_type": "code", "execution_count": 26, "id": "c439e33c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pp.neighbors(adata, n_neighbors=3)\n", "sc.tl.umap(adata)\n", "\n", "sc.pl.umap(\n", " adata,\n", " color=\"cell_type\",\n", " size=100,\n", " palette=adata.uns[\"colors_cell_type\"],\n", ")\n", "\n", "sc.pl.umap(\n", " adata,\n", " color=\"replicate\",\n", " size=100,\n", " palette=adata.uns[\"colors_replicate\"],\n", ")" ] }, { "cell_type": "markdown", "id": "2c8f3bf5", "metadata": {}, "source": [ "## Differential abundance analysis" ] }, { "cell_type": "markdown", "id": "167e8faf", "metadata": {}, "source": [ "ProteoPy includes functionality for basic statistical testing across conditions, for example using the Student's t-test and visualization by volcano plots. \n", "\n", "In this erythropoiesis dataset, pairwise comparisons of each stage against the progenitor stage via the Student's t-test reveal cumulative proteome remodeling. The later maturation stages (Poly, Ortho) show a larger number of differentially abundant proteins, reflecting the progressive divergence from the progenitor state." ] }, { "cell_type": "code", "execution_count": 27, "id": "677b5666", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved test results in .varm['ttest_two_sample;cell_type;ProE_EBaso_vs_Progenitor']\n", "Saved test results in .varm['ttest_two_sample;cell_type;LBaso_vs_Progenitor']\n", "Saved test results in .varm['ttest_two_sample;cell_type;Poly_vs_Progenitor']\n", "Saved test results in .varm['ttest_two_sample;cell_type;Ortho_vs_Progenitor']\n" ] } ], "source": [ "progenitor_ct = adata.uns[\"order_cell_type\"][0]\n", "rest_ct = adata.uns[\"order_cell_type\"][1:]\n", "for ct in rest_ct:\n", " pr.tl.differential_abundance(\n", " adata,\n", " method=\"ttest_two_sample\",\n", " group_by=\"cell_type\",\n", " setup={\"group1\": ct, \"group2\": progenitor_ct},\n", " multitest_correction=\"bh\",\n", " alpha=0.01,\n", " space=\"log\",\n", " )" ] }, { "cell_type": "markdown", "id": "655wa9klahv", "metadata": {}, "source": [ "Volcano plots with raw and adjusted p-value significance" ] }, { "cell_type": "code", "execution_count": 28, "id": "27b6c24a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ProE&EBaso vs Progenitor: \n", "569 (7.6%) significant differentially abundant protein groups found.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "LBaso vs Progenitor: \n", "1000 (13.4%) significant differentially abundant protein groups found.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Poly vs Progenitor: \n", "2092 (28.0%) significant differentially abundant protein groups found.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Ortho vs Progenitor: \n", "3908 (52.3%) significant differentially abundant protein groups found.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Volcano plots for progenitor vs subsequent differentiation stages\n", "for ct in rest_ct:\n", " test_slot = (\n", " f\"ttest_two_sample;cell_type;\"\n", " f\"{ct.replace('&', '_')}_vs_Progenitor\"\n", " )\n", "\n", " sig_df = pr.get.differential_abundance_df(\n", " adata, keys=test_slot,\n", " )\n", " sig_series = (\n", " (sig_df[\"pval_adj\"] <= 0.01)\n", " & (sig_df[\"logfc\"].abs() >= 0.5)\n", " )\n", " print(\n", " f\"{ct} vs Progenitor: \\n\"\n", " f\"{sum(sig_series)} \"\n", " f\"({round(sum(sig_series) / adata.n_vars * 100, 1)}%) \"\n", " f\"significant differentially abundant \"\n", " f\"protein groups found.\"\n", " )\n", "\n", " fig, axes = plt.subplots(ncols=2, figsize=(16, 7))\n", "\n", " # Raw p-values, colored by adjusted significance\n", " pr.pl.volcano(\n", " adata,\n", " varm_slot=test_slot,\n", " top_labels=5,\n", " alt_labels_key=\"gene_id\",\n", " xlabel=\"log2FC\",\n", " ylabel=\"pval\",\n", " pval_col=\"pval\",\n", " alt_color=sig_series,\n", " title=f\"{ct} vs Progenitor\",\n", " ax=axes[0],\n", " show=False,\n", " )\n", "\n", " # Adjusted p-values\n", " pr.pl.volcano(\n", " adata,\n", " varm_slot=test_slot,\n", " fc_thresh=0.5,\n", " pval_thresh=0.01,\n", " top_labels=5,\n", " alt_labels_key=\"gene_id\",\n", " xlabel=\"log2FC\",\n", " ylabel=\"pval_adj\",\n", " title=f\"{ct} vs Progenitor\",\n", " ax=axes[1],\n", " show=False,\n", " )\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "3harvowjxyb", "metadata": {}, "source": [ "## Summary\n", "\n", "This notebook shows an exemplary protein-level analysis workflow for proteomics\n", "data using ProteoPy. Applied to the erythropoiesis dataset by Karayel et al. (2020), \n", "ProteoPy can reproduce the key data processing steps from quality control, \n", "over preprocessing and exploratory data analysis to differential testing." ] }, { "cell_type": "code", "execution_count": 29, "id": "64163241", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "adjustText==1.3.0\n", "anndata==0.11.4\n", "anyio==4.12.1\n", "argon2-cffi==25.1.0\n", "argon2-cffi-bindings==25.1.0\n", "array-api-compat==1.14.0\n", "arrow==1.4.0\n", "asttokens==3.0.1\n", "async-lru==2.3.0\n", "attrs==26.1.0\n", "babel==2.18.0\n", "beautifulsoup4==4.14.3\n", "biopython==1.86\n", "bleach==6.3.0\n", "certifi==2026.2.25\n", "cffi==2.0.0\n", "charset-normalizer==3.4.6\n", "comm==0.2.3\n", "contourpy==1.3.2\n", "cycler==0.12.1\n", "debugpy==1.8.20\n", "decorator==5.2.1\n", "defusedxml==0.7.1\n", "et_xmlfile==2.0.0\n", "exceptiongroup==1.3.1\n", "executing==2.2.1\n", "fastjsonschema==2.21.2\n", "fonttools==4.62.1\n", "fqdn==1.5.1\n", "h11==0.16.0\n", "h5py==3.16.0\n", "httpcore==1.0.9\n", "httpx==0.28.1\n", "idna==3.11\n", "igraph==1.0.0\n", "ipykernel==7.2.0\n", "ipython==8.38.0\n", "isoduration==20.11.0\n", "jedi==0.19.2\n", "Jinja2==3.1.6\n", "joblib==1.5.3\n", "json5==0.13.0\n", "jsonpointer==3.1.1\n", "jsonschema==4.26.0\n", "jsonschema-specifications==2025.9.1\n", "jupyter-events==0.12.0\n", "jupyter-lsp==2.3.0\n", "jupyter_client==8.8.0\n", "jupyter_core==5.9.1\n", "jupyter_server==2.17.0\n", "jupyter_server_terminals==0.5.4\n", "jupyterlab==4.5.6\n", "jupyterlab_pygments==0.3.0\n", "jupyterlab_server==2.28.0\n", "kiwisolver==1.5.0\n", "lark==1.3.1\n", "legacy-api-wrap==1.5\n", "llvmlite==0.46.0\n", "MarkupSafe==3.0.3\n", "matplotlib==3.10.8\n", "matplotlib-inline==0.2.1\n", "mistune==3.2.0\n", "natsort==8.4.0\n", "nbclient==0.10.4\n", "nbconvert==7.17.0\n", "nbformat==5.10.4\n", "nest-asyncio==1.6.0\n", "networkx==3.4.2\n", "notebook_shim==0.2.4\n", "numba==0.64.0\n", "numpy==2.2.6\n", "openpyxl==3.1.5\n", "overrides==7.7.0\n", "packaging @ file:///home/conda/feedstock_root/build_artifacts/bld/rattler-build_packaging_1769093650/work\n", "pandas==2.3.3\n", "pandocfilters==1.5.1\n", "parso==0.8.6\n", "patsy==1.0.2\n", "pexpect==4.9.0\n", "pillow==12.1.1\n", "platformdirs==4.9.4\n", "pooch==1.9.0\n", "prometheus_client==0.24.1\n", "prompt_toolkit==3.0.52\n", "proteopy==0.1.1\n", "psutil==7.2.2\n", "ptyprocess==0.7.0\n", "pure_eval==0.2.3\n", "pyarrow==23.0.1\n", "pycparser==3.0\n", "Pygments==2.19.2\n", "pynndescent==0.6.0\n", "pyparsing==3.3.2\n", "python-dateutil==2.9.0.post0\n", "python-igraph==1.0.0\n", "python-json-logger==4.0.0\n", "pytz==2026.1.post1\n", "PyYAML==6.0.3\n", "pyzmq==27.1.0\n", "referencing==0.37.0\n", "requests==2.32.5\n", "rfc3339-validator==0.1.4\n", "rfc3986-validator==0.1.1\n", "rfc3987-syntax==1.1.0\n", "rpds-py==0.30.0\n", "scanpy==1.11.5\n", "scikit-learn==1.7.2\n", "scipy==1.15.3\n", "seaborn==0.13.2\n", "Send2Trash==2.1.0\n", "session-info2==0.4\n", "six==1.17.0\n", "soupsieve==2.8.3\n", "stack-data==0.6.3\n", "statsmodels==0.14.6\n", "terminado==0.18.1\n", "texttable==1.7.0\n", "threadpoolctl==3.6.0\n", "tinycss2==1.4.0\n", "tomli==2.4.0\n", "tornado==6.5.5\n", "tqdm==4.67.3\n", "traitlets==5.14.3\n", "typing_extensions==4.15.0\n", "tzdata==2025.3\n", "umap-learn==0.5.11\n", "uri-template==1.3.0\n", "urllib3==2.6.3\n", "wcwidth==0.6.0\n", "webcolors==25.10.0\n", "webencodings==0.5.1\n", "websocket-client==1.9.0\n" ] } ], "source": [ "# Documentation of the used version of proteopy and \n", "# its dependencies for reproducibility\n", "!pip freeze" ] } ], "metadata": { "kernelspec": { "display_name": "proteopy-0-1-1", "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": "3.10.0" } }, "nbformat": 4, "nbformat_minor": 5 }