{ "cells": [ { "cell_type": "markdown", "id": "cell-0", "metadata": {}, "source": [ "# Tutorial 5: Split Oversized Traces\n", "\n", "## The Problem\n", "\n", "Some traces in the dataset are abnormally large.\n", "This happens when the tracing algorithm incorrectly groups **multiple chromatin fibers** into a single trace.\n", "These oversized traces distort downstream distance and contact analyses.\n", "\n", "## How `trace_splitter` Works\n", "\n", "`trace_splitter` uses a two-step approach:\n", "\n", "1. **Measure trace size** — Compute the **radius of gyration (Rg)** of each trace.\n", " Rg is the average distance of all barcode positions from the trace’s center of mass:\n", "\n", " `Rg = sqrt( mean( |position - center_of_mass|² ) )`\n", "\n", " A larger Rg means the trace is more spread out in 3D space.\n", "\n", "2. **Split large traces** — Traces with Rg above a threshold (`mean + std_threshold × std`)\n", " are split into sub-traces using **K-means clustering** on their 3D coordinates.\n", " Each resulting cluster gets a new Trace_ID.\n", "\n", "## Input\n", "\n", "The duplicate-cleaned trace file from Tutorial 4: `merged_traces_cleaned_intensity.ecsv`" ] }, { "cell_type": "code", "execution_count": 1, "id": "cell-1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Input: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces.ecsv\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "\n", "data_path = \"/mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel\"\n", "dest_path = f\"{data_path}/output\"\n", "\n", "input_trace = f\"{dest_path}/merged_traces.ecsv\"\n", "\n", "print(f\"Input: {input_trace}\")" ] }, { "cell_type": "markdown", "id": "cell-2", "metadata": {}, "source": [ "## Step 1: Run QC Before Splitting\n", "\n", "First, let’s run `trace_analyzer` on the input to have a reference for comparison." ] }, { "cell_type": "code", "execution_count": 2, "id": "cell-3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------- Running trace_analyzer.py --------\n", "Analyze chromatin trace files.\n", "\n", "\n", "1 trace files to process= /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces.ecsv\n", "> Analyzing traces for /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces.ecsv\n", "$ Number of spots in trace file: 83031\n", "$ Calculating overall barcode detection across 16777 traces...\n", "$ Exporting barcode detection plot to: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_barcode_detection.png\n", "$ Saved neighbor distances plot: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_first_neighbor_distances.png\n", "$ Mean distances between neighboring barcodes: X=-0.001, Y=0.000, Z=-0.039\n", "$ Calculating barcode stats...\n", "$ Exporting relative barcode frequencies figure to: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_relative_barcode_frequencies.png\n", "$ Saved KDE projection plot: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_kde_projections.png\n", "Finished execution\n" ] } ], "source": [ "!trace_analyzer --input {input_trace}" ] }, { "cell_type": "code", "execution_count": 3, "id": "cell-4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display reference plots\n", "before_stats = f\"{dest_path}/merged_traces_trace_statistics.png\"\n", "before_detect = f\"{dest_path}/merged_traces_barcode_detection.png\"\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(20, 6))\n", "for ax, f, title in zip(axes, [before_stats, before_detect],\n", " [\"Trace Statistics (before split)\", \"Barcode Detection (before split)\"]):\n", " ax.imshow(mpimg.imread(f))\n", " ax.set_title(title, fontsize=14)\n", " ax.axis('off')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell-5", "metadata": {}, "source": [ "## Step 2: Split Oversized Traces\n", "\n", "Run `trace_splitter` with default parameters:\n", "- `--std_threshold 1.0` — split traces with Rg > mean + 1×std\n", "- `--num_clusters 2` — split each oversized trace into 2 sub-traces" ] }, { "cell_type": "code", "execution_count": 4, "id": "cell-6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------- Running trace_splitter.py --------\n", "Split chromatin traces using K-means clustering when radius of gyration exceeds a threshold.\n", "\n", "\n", "1 trace files to process= /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces.ecsv\n", "Applying K-means clustering with 2 clusters on traces with Rg > mean + 1.0 * std_dev...\n", "$ Mean Rg: 0.324, Std Rg: 0.354, Threshold: 0.678\n", "$ Number of traces split: 2242/16777\n", "$ Saving output table as /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_split.ecsv ...\n" ] } ], "source": [ "!trace_splitter --input {input_trace}" ] }, { "cell_type": "markdown", "id": "cell-7", "metadata": {}, "source": [ "The output reports:\n", "- The computed **Mean Rg**, **Std Rg**, and **Threshold**\n", "- Each trace that was split, with its Rg value\n", "- Total number of traces split vs total\n", "\n", "The output file is saved as `_split.ecsv` alongside the input." ] }, { "cell_type": "markdown", "id": "cell-8", "metadata": {}, "source": [ "## Step 3: Compare Before vs After\n", "\n", "Run `trace_analyzer` on the split output and compare the trace statistics." ] }, { "cell_type": "code", "execution_count": 5, "id": "cell-9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------- Running trace_analyzer.py --------\n", "Analyze chromatin trace files.\n", "\n", "\n", "1 trace files to process= /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_split.ecsv\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_split.ecsv\n", "> Analyzing traces for /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_split.ecsv\n", "$ Number of spots in trace file: 83031\n", "$ Calculating overall barcode detection across 19019 traces...\n", "$ Exporting barcode detection plot to: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_split_barcode_detection.png\n", "$ Saved neighbor distances plot: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_split_first_neighbor_distances.png\n", "$ Mean distances between neighboring barcodes: X=-0.001, Y=-0.000, Z=-0.006\n", "$ Calculating barcode stats...\n", "$ Exporting relative barcode frequencies figure to: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_split_relative_barcode_frequencies.png\n", "$ Saved KDE projection plot: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_split_kde_projections.png\n", "Finished execution\n" ] } ], "source": [ "split_trace = f\"{dest_path}/merged_traces_split.ecsv\"\n", "!trace_analyzer --input {split_trace}" ] }, { "cell_type": "code", "execution_count": 6, "id": "cell-10", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compare: Trace Statistics before vs after\n", "after_stats = f\"{dest_path}/merged_traces_split_trace_statistics.png\"\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(20, 6))\n", "for ax, f, title in zip(axes, [before_stats, after_stats],\n", " [\"Before (oversized traces present)\",\n", " \"After (large traces split into 2)\"]):\n", " ax.imshow(mpimg.imread(f))\n", " ax.set_title(title, fontsize=14)\n", " ax.axis('off')\n", "fig.suptitle(\"Trace Statistics — Before vs After Splitting\", fontsize=16)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "cell-11", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compare: Barcode Detection before vs after\n", "after_detect = f\"{dest_path}/merged_traces_split_barcode_detection.png\"\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(20, 6))\n", "for ax, f, title in zip(axes, [before_detect, after_detect],\n", " [\"Before\", \"After splitting\"]):\n", " ax.imshow(mpimg.imread(f))\n", " ax.set_title(title, fontsize=14)\n", " ax.axis('off')\n", "fig.suptitle(\"Barcode Detection — Before vs After Splitting\", fontsize=16)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell-12", "metadata": {}, "source": [ "**What to check:**\n", "- **N_barcodes** (left panel) shifts left: split traces have fewer barcodes each\n", "- **Total trace count** increases: each split creates one extra trace\n", "- **Barcode detection** may change slightly as trace composition is modified" ] }, { "cell_type": "markdown", "id": "cell-13", "metadata": {}, "source": [ "## About the Parameters\n", "\n", "`trace_splitter` accepts two parameters with sensible defaults:\n", "\n", "| Parameter | Default | Effect |\n", "|-----------|---------|--------|\n", "| `--std_threshold` | 1.0 | Traces with Rg > mean + N×std are split. Lower = more aggressive. |\n", "| `--num_clusters` | 2 | Number of sub-traces after splitting. |\n", "\n", "**The defaults are recommended for most datasets.** Changing them requires a good reason:\n", "\n", "- Lowering `--std_threshold` (e.g. 0.5) splits more traces, risking splitting\n", " legitimate extended conformations\n", "- Raising `--std_threshold` (e.g. 2.0) only splits extreme outliers\n", "- `--num_clusters 3` would only make sense if you suspect\n", " three distinct fibers were merged into a single trace, which is rare\n", "\n", "When in doubt, keep the defaults and inspect the results." ] }, { "cell_type": "markdown", "id": "cell-14", "metadata": {}, "source": [ "## Summary\n", "\n", "| What | How |\n", "|------|-----|\n", "| Detect oversized traces | Radius of gyration (Rg) > mean + std |\n", "| Split them | K-means clustering on 3D coordinates |\n", "| Default behavior | Split into 2, threshold at mean + 1×std |\n", "\n", "`trace_splitter` only modifies traces above the Rg threshold.\n", "All other traces pass through unchanged.\n", "\n", "**Next:** [Tutorial 6 — Assign Masks & Split by Labels](tutorial_06_assign_masks_split_labels.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 }