{ "cells": [ { "cell_type": "markdown", "id": "cell-0", "metadata": {}, "source": [ "# Tutorial 8: Colocalization Analysis (2-way & 3-way)\n", "\n", "## Objective\n", "\n", "Beyond pairwise distance matrices (Tutorial 7), chromatin tracing data allows us to ask:\n", "*given a specific genomic locus (anchor), which other loci are physically close to it?*\n", "\n", "This tutorial covers two complementary analyses:\n", "\n", "1. **2-way colocalization** (`plot_4m`) — For a given anchor barcode, compute the frequency\n", " at which each other barcode is within a distance cutoff. Produces a 1D profile (4M plot).\n", "2. **3-way colocalization** (`trace_3way_coloc`) — For a given anchor barcode, compute the\n", " frequency at which **pairs** of other barcodes are *both* within the distance cutoff\n", " simultaneously. Produces a 2D heatmap.\n", "\n", "Both scripts include **bootstrapping** to estimate statistical confidence (mean ± SEM).\n", "\n", "## Scientific context\n", "\n", "- **2-way (4M)**: reveals which loci interact with a chosen viewpoint — analogous to 4C/Capture-C.\n", "- **3-way**: identifies higher-order contacts where 3 loci converge simultaneously — evidence for\n", " transcription factories, chromatin hubs, or phase-separated condensates.\n", "\n", "## Input\n", "\n", "We use the Pdx1-positive trace file from Tutorial 6:\n", "\n", "| File | Description |\n", "|------|-------------|\n", "| `Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_Pdx1.ecsv` | Traces inside the Pdx1 mask |" ] }, { "cell_type": "code", "execution_count": 1, "id": "cell-1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Input trace: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split.ecsv\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "import glob\n", "\n", "data_path = \"/home/devos/Documents/data_to_compare_pdx1/PDX1\"\n", "input_trace = f\"{data_path}/merged_traces_split.ecsv\"\n", "\n", "print(f\"Input trace: {input_trace}\")" ] }, { "cell_type": "markdown", "id": "cell-2", "metadata": {}, "source": [ "## Step 1: 2-way colocalization with `plot_4m`\n", "\n", "`plot_4m` computes, for a chosen **anchor** barcode, how frequently every other barcode is found\n", "within a distance cutoff. This is repeated over bootstrap iterations to obtain mean ± SEM.\n", "\n", "The result is a **4M plot**: a 1D profile where the X-axis is the barcode number and the\n", "Y-axis is the colocalization frequency with the anchor.\n", "\n", "### Parameters\n", "\n", "| Option | Default | Description |\n", "|--------|---------|-------------|\n", "| `--input` | — | Input trace file (ECSV) |\n", "| `--anchors` | — | One or more anchor barcode numbers (space-separated) |\n", "| `--cutoff` | `0.2` | Distance threshold in µm |\n", "| `--bootstrapping_cycles` | `10` | Number of bootstrap iterations |\n", "| `--output` | `colocalization_plot.png` | Base name for output plots |\n", "| `--x_min` / `--x_max` | auto | X-axis range for the plot |" ] }, { "cell_type": "code", "execution_count": 2, "id": "cell-3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "$ Processing trace file: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split.ecsv\n", "\n", "$ Processing anchors: [10]\n" ] } ], "source": [ "# 2-way colocalization: anchor at barcode 10, distance cutoff 0.25 µm\n", "!plot_4m --input {input_trace} --anchors 10 --cutoff 0.25 --bootstrapping_cycles 50 --output {data_path}/coloc_4m.png" ] }, { "cell_type": "markdown", "id": "cell-4", "metadata": {}, "source": [ "The output is saved as `coloc_4m_anchor_10.png` (the anchor ID is appended automatically)." ] }, { "cell_type": "code", "execution_count": 3, "id": "cell-5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_file = f\"{data_path}/coloc_4m_anchor_10.png\"\n", "\n", "img = mpimg.imread(plot_file)\n", "fig, ax = plt.subplots(figsize=(12, 5))\n", "ax.imshow(img)\n", "ax.axis('off')\n", "ax.set_title(\"4M plot: colocalization with anchor barcode 10\", fontsize=14)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell-6", "metadata": {}, "source": [ "**How to read the 4M plot:**\n", "- Each point is a barcode; the Y-value is the fraction of traces where that barcode is within 0.25 µm of the anchor.\n", "- Error bars show the bootstrap SEM.\n", "- The **red dashed line** marks the anchor barcode itself.\n", "- Barcodes **near the anchor** on the genome (close barcode numbers) are expected to have higher frequencies.\n", "- A barcode **far on the genome** but with high frequency suggests a **long-range contact**." ] }, { "cell_type": "markdown", "id": "cell-7", "metadata": {}, "source": [ "### Multiple anchors\n", "\n", "You can compute 4M profiles for several anchors in a single run.\n", "Each anchor produces its own plot." ] }, { "cell_type": "code", "execution_count": 4, "id": "cell-8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "$ Processing trace file: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split.ecsv\n", "\n", "$ Processing anchors: [3, 10, 20]\n" ] } ], "source": [ "# Multiple anchors in one run\n", "!plot_4m --input {input_trace} --anchors 3 10 20 --cutoff 0.25 --bootstrapping_cycles 50 --output {data_path}/coloc_4m_multi.png" ] }, { "cell_type": "code", "execution_count": 5, "id": "cell-9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display all anchor plots side by side\n", "anchors = [3, 10, 20]\n", "fig, axes = plt.subplots(1, 3, figsize=(24, 5))\n", "\n", "for ax, anchor in zip(axes, anchors):\n", " plot_file = f\"{data_path}/coloc_4m_multi_anchor_{anchor}.png\"\n", " img = mpimg.imread(plot_file)\n", " ax.imshow(img)\n", " ax.axis('off')\n", " ax.set_title(f\"Anchor {anchor}\", fontsize=13)\n", "\n", "fig.suptitle(\"4M profiles for three anchors\", fontsize=15)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell-10", "metadata": {}, "source": [ "## Step 2: 3-way colocalization with `trace_3way_coloc`\n", "\n", "`trace_3way_coloc` extends the analysis to **three-body contacts**.\n", "Given an anchor barcode, it checks every pair of other barcodes (i, j) and asks:\n", "*in what fraction of traces are anchor, i, and j all within the distance cutoff simultaneously?*\n", "\n", "The result is a **symmetric heatmap** where each cell (i, j) shows the 3-way\n", "colocalization frequency. A second heatmap shows the bootstrap SEM.\n", "\n", "### Parameters\n", "\n", "| Option | Default | Description |\n", "|--------|---------|-------------|\n", "| `--input` | — | Input trace file (ECSV) |\n", "| `--anchors` | — | One or more anchor barcode numbers |\n", "| `--cutoff` | `0.2` | Distance threshold in µm |\n", "| `--bootstrapping_cycles` | `10` | Number of bootstrap iterations |\n", "| `--output` | `threeway_coloc_plot.png` | Base name for output files |\n", "| `--vmin` / `--vmax` | auto | Colormap range |" ] }, { "cell_type": "code", "execution_count": 6, "id": "cell-11", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">> Processing file: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split.ecsv\n", "Using distance cutoff: 0.25 µm\n", "Performing 50 bootstrap iterations\n", "\n", "Running analysis for anchor: 10\n", "Saved three-way co-localization heatmap to: /home/devos/Documents/data_to_compare_pdx1/PDX1/coloc_3way_merged_traces_split_anchor_10\n", "Saved SEM heatmap to: /home/devos/Documents/data_to_compare_pdx1/PDX1/coloc_3way_merged_traces_split_anchor_10_sem.png\n" ] } ], "source": [ "# 3-way colocalization: anchor at barcode 10\n", "!trace_3way_coloc --input {input_trace} --anchors 10 --cutoff 0.25 --bootstrapping_cycles 50 --output {data_path}/coloc_3way.png" ] }, { "cell_type": "markdown", "id": "cell-12", "metadata": {}, "source": [ "This produces:\n", "\n", "| Output file | Description |\n", "|-------------|-------------|\n", "| `coloc_3way__anchor_10.png` | 3-way frequency heatmap |\n", "| `coloc_3way__anchor_10.npy` | Frequency matrix (NumPy) |\n", "| `coloc_3way__anchor_10_sem.png` | Bootstrap SEM heatmap |" ] }, { "cell_type": "code", "execution_count": 7, "id": "cell-13", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Find and display the 3-way heatmap (frequency and SEM)\n", "freq_matches = sorted(glob.glob(f\"{data_path}/coloc_3way_*_anchor_10.png\"))\n", "sem_matches = sorted(glob.glob(f\"{data_path}/coloc_3way_*_anchor_10_sem.png\"))\n", "\n", "if freq_matches and sem_matches:\n", " fig, axes = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", " img_freq = mpimg.imread(freq_matches[0])\n", " axes[0].imshow(img_freq)\n", " axes[0].axis('off')\n", " axes[0].set_title(\"3-way colocalization frequency\", fontsize=14)\n", "\n", " img_sem = mpimg.imread(sem_matches[0])\n", " axes[1].imshow(img_sem)\n", " axes[1].axis('off')\n", " axes[1].set_title(\"Bootstrap SEM\", fontsize=14)\n", "\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "cell-14", "metadata": {}, "source": [ "**How to read the 3-way heatmap:**\n", "- Axes show barcode IDs (excluding the anchor).\n", "- Cell (i, j) = fraction of traces where anchor, barcode i, and barcode j are **all three** within the distance cutoff.\n", "- **Black crosshair** marks the anchor barcode position.\n", "- High values off the diagonal reveal **three-body hubs** where three distant loci converge.\n", "- The SEM heatmap helps identify which entries are statistically robust (low SEM)." ] }, { "cell_type": "markdown", "id": "cell-15", "metadata": {}, "source": [ "## Step 3: Varying the distance cutoff\n", "\n", "The distance cutoff has a strong effect on colocalization frequencies.\n", "A small cutoff (e.g. 0.15 µm) captures only very tight contacts, while a larger one (e.g. 0.35 µm)\n", "includes more diffuse proximity. Try different values to see how the patterns change:\n", "\n", "```bash\n", "# Tight cutoff\n", "plot_4m --input Trace.ecsv --anchors 10 --cutoff 0.15 --output coloc_tight.png\n", "\n", "# Relaxed cutoff\n", "plot_4m --input Trace.ecsv --anchors 10 --cutoff 0.35 --output coloc_relaxed.png\n", "```\n", "\n", "A robust interaction should be visible across a range of cutoffs." ] }, { "cell_type": "markdown", "id": "cell-16", "metadata": {}, "source": [ "## Summary\n", "\n", "### Workflow\n", "\n", "```\n", "trace file (.ecsv)\n", " │\n", " ├─── plot_4m → 1D profile (anchor vs each barcode)\n", " │\n", " └─── trace_3way_coloc → 2D heatmap (anchor vs pairs) + SEM\n", "```\n", "\n", "### Commands reference\n", "\n", "```bash\n", "# 2-way (4M profile)\n", "plot_4m --input Trace.ecsv --anchors 10 --cutoff 0.25 --bootstrapping_cycles 50 --output 4m.png\n", "\n", "# 3-way (heatmap)\n", "trace_3way_coloc --input Trace.ecsv --anchors 10 --cutoff 0.25 --bootstrapping_cycles 50 --output 3way.png\n", "```\n", "\n", "### Key differences\n", "\n", "| | `plot_4m` (2-way) | `trace_3way_coloc` (3-way) |\n", "|---|---|---|\n", "| Question | Is barcode X close to anchor? | Are barcodes X **and** Y both close to anchor? |\n", "| Output | 1D line plot | 2D symmetric heatmap |\n", "| Complexity | O(n) per trace | O(n²) per trace |\n", "| Detects | Pairwise interactions | Higher-order hubs |\n", "\n", "### Notes\n", "\n", "- **Bootstrap cycles**: 10 is fast for exploration; use 100–1000 for publication.\n", "- **Multiple anchors**: both scripts accept `--anchors 3 10 20` to process several viewpoints in one run.\n", "- **Large datasets**: 3-way analysis is computationally heavier than 2-way. For many barcodes, consider running on a filtered/split subset.\n", "\n", "**Next:** [Tutorial 9 — Compare datasets](tutorial_09_compare_datasets.ipynb)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.15" } }, "nbformat": 4, "nbformat_minor": 5 }