{ "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: /mnt/grey/DATA/users/zidoum/traceraptops/data/Boettiger/Replicate2/output/merged_traces_filtered_all.ecsv\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "import glob\n", "%matplotlib inline\n", "\n", "#Set up your folder data and destination paths:\n", "data_path = \"/mnt/grey/DATA/users/zidoum/traceraptops/data/Boettiger/Replicate2\"\n", "dest_path = f\"{data_path}/output\"\n", "\n", "# Cortex tissue from tutorials 1-5\n", "input_trace = f\"{dest_path}/merged_traces_filtered_all.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": [ "------- Running plot_4m.py --------\n", "Compute barcode interaction frequencies with bootstrapping.\n", "\n", "\n", "$ Processing trace file: /mnt/grey/DATA/users/zidoum/traceraptops/data/Boettiger/Replicate2/output/merged_traces_filtered_all.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /mnt/grey/DATA/users/zidoum/traceraptops/data/Boettiger/Replicate2/output/merged_traces_filtered_all.ecsv\n", "\n", "$ Processing anchors: [10]\n" ] } ], "source": [ "# 2-way colocalization: anchor at barcode 10, distance cutoff 0.15 µm\n", "!plot_4m --input {input_trace} --anchors 10 --cutoff 0.15 --bootstrapping_cycles 5 --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": [ "------- Running plot_4m.py --------\n", "Compute barcode interaction frequencies with bootstrapping.\n", "\n", "\n", "$ Processing trace file: /mnt/grey/DATA/users/zidoum/traceraptops/data/Boettiger/Replicate2/output/merged_traces_filtered_all.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /mnt/grey/DATA/users/zidoum/traceraptops/data/Boettiger/Replicate2/output/merged_traces_filtered_all.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 0.15 --bootstrapping_cycles 5 --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": null, "id": "cell-11", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------- Running trace_3way_coloc.py --------\n", "Compute three-way co-localization frequencies with bootstrapping.\n", "\n", ">> Processing file: /mnt/grey/DATA/users/zidoum/traceraptops/data/Boettiger/Replicate2/output/merged_traces_filtered_all.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /mnt/grey/DATA/users/zidoum/traceraptops/data/Boettiger/Replicate2/output/merged_traces_filtered_all.ecsv\n", "Using distance cutoff: 0.15 µm\n", "Performing 5 bootstrap iterations\n", "\n", "Running analysis for anchor: 10\n" ] } ], "source": [ "# 3-way colocalization: anchor at barcode 10\n", "!trace_3way_coloc --input {input_trace} --anchors 10 --cutoff 0.15 --bootstrapping_cycles 5 --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": null, "id": "cell-13", "metadata": {}, "outputs": [], "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 }