{ "cells": [ { "cell_type": "markdown", "id": "cell-0", "metadata": {}, "source": [ "# Tutorial 7: Build and Visualize Hi-M Contact Matrices\n", "\n", "## Objective\n", "\n", "Convert chromatin traces into **pairwise distance matrices** and **contact probability matrices**,\n", "then visualize them as publication-quality heatmaps.\n", "\n", "This tutorial covers two scripts:\n", "\n", "1. **`trace_to_matrix`** — computes single-cell pairwise distance (PWD) matrices from a trace file\n", " and produces four plots by default (Hi-M contact matrix, PWD median, PWD KDE, N-matrix). The all-pairs distance histogram plot is optional because it can dominate runtime for large barcode sets.\n", "2. **`plot_him_matrix`** — re-plots a Hi-M matrix from the saved `.npy` data with custom options\n", " (colormap, color range, mode, triangular display, NaN threshold…).\n", "\n", "## Scientific context\n", "\n", "Contact matrices summarize pairwise interactions across all traces:\n", "- **Contact probability (Hi-M)**: fraction of traces where two barcodes are closer than a distance threshold (default 0.25 µm).\n", "- **PWD median / KDE**: ensemble pairwise distance estimated via median or kernel density peak.\n", "- **N-matrix**: number of valid (non-NaN) measurements per barcode pair — reveals data coverage.\n", "\n", "These matrices reveal chromatin folding patterns such as topologically associating domains (TADs),\n", "long-range loops, and compartments.\n", "\n", "## Input\n", "\n", "We use the Pdx1-positive trace file produced by Tutorial 6 (mask assignment + split):\n", "\n", "| File | Description |\n", "|------|-------------|\n", "| `Trace_3D_barcode_mask-mask0_ROI-16_Pdx1_Pdx1.ecsv` | Traces inside the Pdx1 mask (single ROI) |" ] }, { "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 os\n", "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "\n", "data_path = \"/home/devos/Documents/data_to_compare_pdx1/PDX1\"\n", "\n", "# Pdx1-positive traces from Tutorial 6\n", "input_trace = f\"{data_path}/merged_traces_split.ecsv\"\n", "\n", "# Base name for all matrix outputs\n", "matrix_base = f\"{data_path}/merged_traces_split_Matrix\"\n", "\n", "print(f\"Input trace: {input_trace}\")" ] }, { "cell_type": "markdown", "id": "cell-2", "metadata": {}, "source": [ "## Step 1: Build matrices with `trace_to_matrix`\n", "\n", "`trace_to_matrix` reads a trace file and computes:\n", "- A **3D single-cell PWD matrix** (shape: n_barcodes × n_barcodes × n_traces) saved as `.npy`\n", "- An **N-matrix** (count of valid measurements per barcode pair) saved as `.npy`\n", "- A **unique barcodes list** saved as `.ecsv`\n", "- **Four default plots**: Hi-M contact matrix, PWD median, PWD KDE, and N-matrix\n", "- An **optional distance histogram plot** (`*_Matrix_PWDhistograms.png`) when `--plot_histograms` is passed\n", "\n", "### Parameters\n", "\n", "| Option | Default | Description |\n", "|--------|---------|-------------|\n", "| `--input` | — | Input trace file (ECSV) |\n", "| `--distance_threshold` | `inf` | Maximum distance allowed (discard pairs beyond this) |\n", "| `-F` | `./` | Output folder (for data files) |\n", "| `--n_jobs` | `1` | Parallel workers for per-trace PWD matrix construction (`-1` uses all CPUs) |\n", "| `--plot_histograms` | disabled | Also calculate and save all-pairs PWD KDE histograms. This is skipped by default because it is often the slowest step. |" ] }, { "cell_type": "code", "execution_count": null, "id": "cell-3", "metadata": {}, "outputs": [], "source": [ "!trace_to_matrix --input {input_trace}\n", "\n", "# Optional: add --plot_histograms if you also need the all-pairs PWD KDE histogram figure.\n", "# This can be slow for large barcode sets.\n", "# !trace_to_matrix --input {input_trace} --plot_histograms" ] }, { "cell_type": "markdown", "id": "cell-4", "metadata": {}, "source": [ "### Output files\n", "\n", "All outputs use the pattern `_Matrix_`:\n", "\n", "| File | Format | Description |\n", "|------|--------|-------------|\n", "| `*_Matrix_PWDscMatrix.npy` | NumPy binary | 3D single-cell pairwise distance matrix |\n", "| `*_Matrix_Nmatrix.npy` | NumPy binary | 2D N-matrix (data coverage) |\n", "| `*_Matrix_uniqueBarcodes.ecsv` | Text | List of unique barcode IDs |\n", "| `*_Matrix_HiMmatrix.png` | Image | Contact probability heatmap |\n", "| `*_Matrix_PWDmatrixMedian.png` | Image | PWD matrix (median) |\n", "| `*_Matrix_PWDmatrixKDE.png` | Image | PWD matrix (KDE peak) |\n", "| `*_Matrix_Nmatrix.png` | Image | N-matrix heatmap |\n", "| `*_Matrix_PWDhistograms.png` | Image | Optional distance histograms for all barcode pairs; only produced with `--plot_histograms` |" ] }, { "cell_type": "markdown", "id": "cell-5", "metadata": {}, "source": [ "## Step 2: Hi-M contact probability matrix\n", "\n", "The **Hi-M matrix** shows the fraction of traces where each barcode pair is closer than a\n", "distance threshold (default: 0.25 µm). Higher values (warm colors) indicate more frequent contacts." ] }, { "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": [ "img = mpimg.imread(f\"{matrix_base}_HiMmatrix.png\")\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "ax.imshow(img)\n", "ax.axis('off')\n", "ax.set_title(\"Hi-M Contact Probability Matrix\", fontsize=14)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell-7", "metadata": {}, "source": [ "**How to read this matrix:**\n", "- Axes show barcode IDs (genomic loci along the chromatin fiber).\n", "- The **diagonal** is always high (a barcode is always close to itself).\n", "- **Off-diagonal warm spots** indicate frequent spatial proximity between distant genomic loci → potential loops or TAD boundaries.\n", "- **Blocks along the diagonal** suggest topologically associating domains (TADs)." ] }, { "cell_type": "markdown", "id": "cell-8", "metadata": {}, "source": [ "## Step 3: Pairwise distance matrices\n", "\n", "Two PWD representations are computed:\n", "- **Median**: robust central tendency of 3D distances per barcode pair.\n", "- **KDE**: peak of the kernel density estimate — captures the most probable distance, useful when distributions are skewed." ] }, { "cell_type": "code", "execution_count": 4, "id": "cell-9", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "for ax, suffix, title in zip(\n", " axes,\n", " [\"_PWDmatrixMedian.png\", \"_PWDmatrixKDE.png\"],\n", " [\"PWD Matrix (Median)\", \"PWD Matrix (KDE)\"]\n", "):\n", " img = mpimg.imread(f\"{matrix_base}{suffix}\")\n", " ax.imshow(img)\n", " ax.axis('off')\n", " ax.set_title(title, fontsize=14)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "cell-10", "metadata": {}, "source": [ "**Interpretation:**\n", "- Low values along the diagonal (warm colors in `terrain` colormap) = nearby genomic loci are physically close (expected).\n", "- Off-diagonal low-distance spots indicate long-range contacts.\n", "- KDE is often less noisy than median for sparse data." ] }, { "cell_type": "markdown", "id": "cell-11", "metadata": {}, "source": [ "## Step 4: N-matrix and distance histograms\n", "\n", "The **N-matrix** shows how many valid (non-NaN) pairwise measurements exist for each barcode pair.\n", "Low N values indicate poor coverage — those entries should be interpreted with caution.\n", "\n", "The optional **distance histograms** show the full distribution (KDE) of 3D distances for every barcode pair. Because this figure can be much slower than the matrix outputs, it is not produced by default. Re-run Step 1 with `--plot_histograms` if you need it before executing the display cell below." ] }, { "cell_type": "code", "execution_count": null, "id": "cell-12", "metadata": {}, "outputs": [], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "plot_specs = [\n", " (\"_Nmatrix.png\", \"N-matrix (data coverage)\", True),\n", " (\"_PWDhistograms.png\", \"Pairwise Distance Histograms\", False),\n", "]\n", "\n", "for ax, (suffix, title, produced_by_default) in zip(axes, plot_specs):\n", " file_name = f\"{matrix_base}{suffix}\"\n", " if produced_by_default or os.path.exists(file_name):\n", " img = mpimg.imread(file_name)\n", " ax.imshow(img)\n", " else:\n", " ax.text(\n", " 0.5,\n", " 0.5,\n", " \"Optional histogram output not found.\\nRe-run Step 1 with --plot_histograms to create it.\",\n", " ha=\"center\",\n", " va=\"center\",\n", " fontsize=12,\n", " )\n", " ax.axis('off')\n", " ax.set_title(title, fontsize=14)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "cell-13", "metadata": {}, "source": [ "## Step 5: Re-plot with `plot_him_matrix`\n", "\n", "`plot_him_matrix` lets you **re-visualize** a previously computed matrix with custom display options,\n", "without re-running the full computation.\n", "\n", "It reads:\n", "- The 3D single-cell PWD matrix (`*_PWDscMatrix.npy`)\n", "- The unique barcodes list (`*_uniqueBarcodes.ecsv`)\n", "\n", "### Key parameters\n", "\n", "| Option | Default | Description |\n", "|--------|---------|-------------|\n", "| `-M` / `--matrix` | — | Single-cell PWD matrix (`.npy`) |\n", "| `-B` / `--barcodes` | — | Unique barcodes file |\n", "| `--mode` | `proximity` | `proximity` (contact frequency), `median`, or `KDE` |\n", "| `-T` / `--threshold` | `0.25` | Contact distance threshold in µm (for `proximity` mode) |\n", "| `--c_min` / `--c_max` | auto | Colormap range |\n", "| `--c_map` | `coolwarm` | Matplotlib colormap name |\n", "| `--nan_threshold` | `None` | Mask bins where NaN percentage exceeds this value (0–1) |\n", "| `--triangular` | off | Show only upper or lower triangle |\n", "| `--triangular_mode` | `upper` | `upper` or `lower` triangle |\n", "| `-O` / `--output` | `plots` | Output folder for the plot |\n", "| `--plot_format` | `png` | `png`, `pdf`, or `svg` |" ] }, { "cell_type": "markdown", "id": "cell-14", "metadata": {}, "source": [ "### Example: proximity matrix with custom threshold\n", "\n", "Recompute the contact probability using a different distance threshold (e.g. 0.30 µm instead of the default 0.25 µm):" ] }, { "cell_type": "code", "execution_count": 6, "id": "cell-15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Output path: /home/devos/Documents/data_to_compare_pdx1/PDX1/plots\n", "$ Matrix loaded: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split_Matrix_PWDscMatrix.npy\n", "$ Unique barcodes loaded: [1, 2, 3, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 26, 27, 28]\n", "$ averaging method: proximity\n", "$ calculating contact probability matrix\n", "Output data: /home/devos/Documents/data_to_compare_pdx1/PDX1/plots/Fig_merged_traces_split_Matrix_PWDscMatrix_proximity_norm_T0.3_0.31-0.75.npy\n" ] } ], "source": [ "sc_matrix = f\"{matrix_base}_PWDscMatrix.npy\"\n", "barcodes = f\"{matrix_base}_uniqueBarcodes.ecsv\"\n", "\n", "!plot_him_matrix -M {sc_matrix} -B {barcodes} --mode proximity -T 0.30 -O {data_path}/plots" ] }, { "cell_type": "code", "execution_count": 7, "id": "8ey7psy4ntw", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Plot: /home/devos/Documents/data_to_compare_pdx1/PDX1/plots/Fig_merged_traces_split_Matrix_PWDscMatrix_proximity_norm_T0.3_0.31-0.75.png\n" ] } ], "source": [ "import glob\n", "plots_path = f\"{data_path}/plots\"\n", "\n", "matches = sorted(glob.glob(f\"{plots_path}/Fig_*_proximity_norm_T0.3_*.png\"))\n", "if matches:\n", " img = mpimg.imread(matches[0])\n", " fig, ax = plt.subplots(figsize=(10, 8))\n", " ax.imshow(img)\n", " ax.axis('off')\n", " ax.set_title(\"Proximity matrix (T = 0.30 µm)\", fontsize=14)\n", " plt.tight_layout()\n", " plt.show()\n", " print(f\"Plot: {matches[0]}\")" ] }, { "cell_type": "markdown", "id": "cell-16", "metadata": {}, "source": [ "### Example: median PWD matrix" ] }, { "cell_type": "code", "execution_count": 8, "id": "cell-17", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Output path: /home/devos/Documents/data_to_compare_pdx1/PDX1/plots\n", "$ Matrix loaded: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split_Matrix_PWDscMatrix.npy\n", "$ Unique barcodes loaded: [1, 2, 3, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 26, 27, 28]\n", "$ averaging method: median\n", "/home/devos/Repo/traceratops/.venv/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1215: RuntimeWarning: All-NaN slice encountered\n", " return fnb._ureduce(a, func=_nanmedian, keepdims=keepdims,\n", "Output data: /home/devos/Documents/data_to_compare_pdx1/PDX1/plots/Fig_merged_traces_split_Matrix_PWDscMatrix_median_norm_0.20-0.40.npy\n" ] } ], "source": [ "!plot_him_matrix -M {sc_matrix} -B {barcodes} --mode median -O {data_path}/plots" ] }, { "cell_type": "code", "execution_count": 9, "id": "gqxn3rjimqe", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Plot: /home/devos/Documents/data_to_compare_pdx1/PDX1/plots/Fig_merged_traces_split_Matrix_PWDscMatrix_median_norm_0.20-0.40.png\n" ] } ], "source": [ "matches = sorted(glob.glob(f\"{plots_path}/Fig_*_median_norm_*.png\"))\n", "if matches:\n", " img = mpimg.imread(matches[0])\n", " fig, ax = plt.subplots(figsize=(10, 8))\n", " ax.imshow(img)\n", " ax.axis('off')\n", " ax.set_title(\"PWD Median matrix\", fontsize=14)\n", " plt.tight_layout()\n", " plt.show()\n", " print(f\"Plot: {matches[0]}\")" ] }, { "cell_type": "markdown", "id": "cell-20", "metadata": {}, "source": [ "## Summary\n", "\n", "### Workflow\n", "\n", "```\n", "trace file (.ecsv)\n", " │\n", " ▼\n", "trace_to_matrix → 4 default plots + 3 data files\n", " → optional PWD histograms with --plot_histograms\n", " │\n", " ▼\n", "plot_him_matrix (optional) → re-plot with custom options\n", "```\n", "\n", "### Produced by `trace_to_matrix`\n", "\n", "| Plot | What it shows |\n", "|------|---------------|\n", "| `*_HiMmatrix.png` | Contact probability (proximity frequency) |\n", "| `*_PWDmatrixMedian.png` | Pairwise distance — median |\n", "| `*_PWDmatrixKDE.png` | Pairwise distance — KDE peak |\n", "| `*_Nmatrix.png` | Data coverage (N measurements per pair) |\n", "| `*_PWDhistograms.png` | Optional full distance distributions (all pairs; produced with `--plot_histograms`) |\n", "\n", "### Customization with `plot_him_matrix`\n", "\n", "| Use case | Command |\n", "|----------|----------|\n", "| Change distance threshold | `--mode proximity -T 0.30` |\n", "| Median distance matrix | `--mode median` |\n", "| KDE distance matrix | `--mode KDE` |\n", "| Custom colormap | `--c_map viridis --c_min 0.0 --c_max 0.5` |\n", "| Mask sparse bins | `--nan_threshold 0.8` |\n", "| Triangular plot | `--triangular --triangular_mode upper` |\n", "| PDF for publication | `--plot_format pdf` |\n", "\n", "**Next:** [Tutorial 8 — Multiway Colocalization](tutorial_08_multiway_coloc.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 }