{ "cells": [ { "cell_type": "markdown", "id": "cell-0", "metadata": {}, "source": [ "# Tutorial 6: Assign Mask Labels & Split Traces\n", "\n", "## Objective\n", "\n", "In many chromatin tracing experiments, you want to separate traces based on **spatial regions** defined by a segmentation mask (e.g. a nuclear marker, a tissue boundary, or an immunofluorescence signal).\n", "\n", "This tutorial covers two complementary tools:\n", "\n", "1. **`trace_assign_mask`** — reads a 2D mask image and tags each spot in a trace file with a label if its (x, y) position falls inside the mask.\n", "2. **`trace_split_labels`** — splits a labeled trace file into two separate files: spots **with** the label and spots **without** it.\n", "\n", "## When to use this\n", "\n", "- You have a **2D mask** (`.tif` or `.npy`) that delineates a region of interest (e.g. a nuclear compartment, a specific cell type marker).\n", "- You want to compare chromatin organization **inside** vs. **outside** that region.\n", "- Typical workflow: assign mask → split → run separate analyses on each population.\n", "\n", "## Input files\n", "\n", "| File | Description |\n", "|------|-------------|\n", "| `Trace_3D_barcode_mask-mask0_ROI-16.ecsv` | A trace file (already filtered) |\n", "| `MAX_scan_003_RT23_016_ROI.tif` | A 2D mask image (e.g. MAX projection of an IF channel) |" ] }, { "cell_type": "code", "execution_count": 1, "id": "cell-1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Trace file: /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16.ecsv\n", "Mask file: /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/MAX_scan_003_RT23_016_ROI.tif\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "\n", "data_path = \"/home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask\"\n", "\n", "input_trace = f\"{data_path}/Trace_3D_barcode_mask-mask0_ROI-16.ecsv\"\n", "mask_file = f\"{data_path}/MAX_scan_003_RT23_016_ROI.tif\"\n", "\n", "print(f\"Trace file: {input_trace}\")\n", "print(f\"Mask file: {mask_file}\")" ] }, { "cell_type": "markdown", "id": "cell-2", "metadata": {}, "source": [ "## Step 1: Assign mask labels with `trace_assign_mask`\n", "\n", "The `trace_assign_mask` command reads each spot's (x, y) coordinates, converts them to pixel positions\n", "using `--pixel_size`, and checks whether the corresponding pixel in the mask has a value ≥ 1.\n", "\n", "- If **inside the mask** → the label (here `Pdx1`) is appended to the spot's `label` column.\n", "- If **outside** → the `label` column is left unchanged.\n", "\n", "### Key parameters\n", "\n", "| Option | Default | Description |\n", "|--------|---------|-------------|\n", "| `--input` | — | Input trace file (ECSV) |\n", "| `--mask_file` | — | 2D mask image (`.tif`, `.tiff`, or `.npy`) |\n", "| `--label` | `\"labeled\"` | Name to assign to spots inside the mask |\n", "| `--pixel_size` | `0.1` | Lateral pixel size in microns (must match your imaging setup) |" ] }, { "cell_type": "code", "execution_count": 2, "id": "cell-3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==========Started execution==========\n", "\n", "1 trace files to process= /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16.ecsv\n", "$ mask image file read: /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/MAX_scan_003_RT23_016_ROI.tif\n", "\n", "> 2802 trace rows out of 7352 were associated to mask Pdx1. Unique traces: 288\n", "$ Saving output table as /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1.ecsv ...\n", "$ Saved output trace file at: /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1.ecsv\n", "$ mask image file read: /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/MAX_scan_003_RT23_016_ROI.tif\n", "$ Saved mask assignment plot: /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_mask_plot.png\n", "=========Finished execution=========\n" ] } ], "source": [ "!trace_assign_mask --input {input_trace} --mask_file {mask_file} --label Pdx1" ] }, { "cell_type": "markdown", "id": "cell-4", "metadata": {}, "source": [ "This produces two output files next to the input:\n", "\n", "| Output | Description |\n", "|--------|-------------|\n", "| `Trace_3D_barcode_mask-mask0_ROI-16_Pdx1.ecsv` | Trace file with `label` column updated |\n", "| `Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_mask_plot.png` | Diagnostic plot showing assignment |" ] }, { "cell_type": "markdown", "id": "cell-5", "metadata": {}, "source": [ "## Step 2: Inspect the mask assignment plot\n", "\n", "The diagnostic plot overlays spot positions on the mask image:\n", "- **Red dots**: spots **inside** the mask (labeled `Pdx1`)\n", "- **Cyan dots**: spots **outside** the mask (unlabeled)" ] }, { "cell_type": "code", "execution_count": 3, "id": "cell-6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_file = f\"{data_path}/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_mask_plot.png\"\n", "\n", "img = mpimg.imread(plot_file)\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.imshow(img)\n", "ax.axis('off')\n", "ax.set_title(\"Mask Assignment: Pdx1\", fontsize=14)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell-7", "metadata": {}, "source": [ "**What to check:**\n", "- Do the red spots align well with the mask boundaries?\n", "- If spots appear shifted, verify that `--pixel_size` matches your microscope calibration.\n", "- If spots fall outside the image, the mask dimensions may not match the field of view." ] }, { "cell_type": "markdown", "id": "cell-8", "metadata": {}, "source": [ "## Step 3: Split traces by label with `trace_split_labels`\n", "\n", "Now that spots are labeled, use `trace_split_labels` to separate the trace file into two populations:\n", "\n", "1. **Spots with the label** (`Pdx1`) — inside the mask\n", "2. **Spots without the label** (`not:Pdx1`) — outside the mask\n", "\n", "This creates two independent ECSV files that can be analyzed separately (e.g. compute Hi-M matrices, barcode statistics, etc.)." ] }, { "cell_type": "code", "execution_count": 4, "id": "cell-9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "========== Started execution ==========\n", "\n", "$ Processing 1 trace file(s)\n", "\n", "> Processing: /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1.ecsv\n", "$ Saving output table as /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_Pdx1.ecsv ...\n", "$ Saving output table as /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_not:Pdx1.ecsv ...\n", "$ Saved: /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_Pdx1.ecsv (2802 rows)\n", "$ Saved: /home/xdevos/Repositories/pyHi-M/traceratops/data/data_to_mask/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_not:Pdx1.ecsv (4550 rows)\n", "========== Finished execution ==========\n" ] } ], "source": [ "# Split the labeled trace file\n", "labeled_trace = f\"{data_path}/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1.ecsv\"\n", "\n", "!trace_split_labels --input {labeled_trace} --label Pdx1" ] }, { "cell_type": "markdown", "id": "cell-10", "metadata": {}, "source": [ "This produces two files:\n", "\n", "| Output file | Content |\n", "|-------------|----------|\n", "| `Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_Pdx1.ecsv` | Spots **inside** the mask (label contains `Pdx1`) |\n", "| `Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_not:Pdx1.ecsv` | Spots **outside** the mask (label does not contain `Pdx1`) |\n", "\n", "Each file is a valid trace ECSV that can be used directly in downstream analysis pipelines\n", "(e.g. `trace_to_matrix`, `plot_him_matrix`, `trace_analyzer`)." ] }, { "cell_type": "markdown", "id": "cell-11", "metadata": {}, "source": [ "## Step 4: Verify the split" ] }, { "cell_type": "code", "execution_count": 5, "id": "cell-12", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Inside mask (Pdx1): 2802 spots (Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_Pdx1.ecsv)\n", "Outside mask (not:Pdx1): 4550 spots (Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_not:Pdx1.ecsv)\n" ] } ], "source": [ "import os\n", "\n", "inside_file = f\"{data_path}/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_Pdx1.ecsv\"\n", "outside_file = f\"{data_path}/Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_not:Pdx1.ecsv\"\n", "\n", "for name, path in [(\"Inside mask (Pdx1)\", inside_file), (\"Outside mask (not:Pdx1)\", outside_file)]:\n", " if os.path.exists(path):\n", " # Count data lines (skip ECSV header)\n", " with open(path) as f:\n", " lines = [l for l in f if not l.startswith('#') and l.strip()]\n", " n_data = len(lines) - 1 # subtract column header\n", " print(f\"{name}: {n_data} spots ({os.path.basename(path)})\")\n", " else:\n", " print(f\"{name}: FILE NOT FOUND\")" ] }, { "cell_type": "markdown", "id": "cell-13", "metadata": {}, "source": [ "## Summary\n", "\n", "### Workflow\n", "\n", "```\n", "trace file + 2D mask\n", " │\n", " ▼\n", "trace_assign_mask --label Pdx1 → labeled trace + diagnostic PNG\n", " │\n", " ▼\n", "trace_split_labels --label Pdx1 → inside.ecsv + outside.ecsv\n", "```\n", "\n", "### Commands reference\n", "\n", "```bash\n", "# 1. Assign mask labels\n", "trace_assign_mask --input Trace.ecsv --mask_file mask.tif --label Pdx1\n", "\n", "# 2. Split by label\n", "trace_split_labels --input Trace_Pdx1.ecsv --label Pdx1\n", "```\n", "\n", "### Notes\n", "\n", "- The mask must be **2D** (a single plane). If your mask is 3D, take a MAX projection first.\n", "- The `--pixel_size` default is `0.1` µm/pixel. Adjust this if your microscope calibration differs.\n", "- You can assign **multiple labels** by running `trace_assign_mask` several times with different masks and label names. The labels accumulate in the `label` column (comma-separated).\n", "- `trace_split_labels` uses string matching: it checks whether the label text appears anywhere in the `label` column, so it works correctly even with multiple comma-separated labels.\n", "\n", "**Next:** [Tutorial 7 — Build Contact Matrices](tutorial_07_matrix_visualization.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 }