{ "cells": [ { "cell_type": "markdown", "id": "cell-0", "metadata": {}, "source": [ "# Tutorial : 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", "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/Boettinger/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/Boettinger/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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", "text/plain": [ "
" ] }, "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": 10, "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/Boettinger/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/Boettinger/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": 11, "id": "cell-9", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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/Boettinger/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/Boettinger/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 — Compare datasets](tutorial_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 }