{ "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 five plots (Hi-M contact matrix, PWD median, PWD KDE, N-matrix, distance histograms).\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 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", "- **Five plots**: Hi-M contact matrix, PWD median, PWD KDE, N-matrix, and distance histograms\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) |" ] }, { "cell_type": "code", "execution_count": 2, "id": "cell-3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "$ trace file to process= ['/home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split.ecsv']\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split.ecsv\n", "$ Found 23 barcodes and 3828 traces. INFO\n", "> Processing traces... INFO\n", "100%|██████████████████████████████████████| 3828/3828 [00:05<00:00, 685.76it/s]\n", "100%|███████████████████████████████████████████| 23/23 [00:22<00:00, 1.03it/s]\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", "100%|███████████████████████████████████████████| 23/23 [02:24<00:00, 6.30s/it]\n", "Output figure: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split_Matrix_PWDhistograms.png\n", "\n", "$ saved: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split_Matrix_PWDscMatrix.npy\n", "$ saved: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split_Matrix_uniqueBarcodes.ecsv\n", "$ saved: /home/devos/Documents/data_to_compare_pdx1/PDX1/merged_traces_split_Matrix_Nmatrix.npy\n", "Processed <1> trace(s)\n", "Finished execution\n" ] } ], "source": [ "!trace_to_matrix --input {input_trace}" ] }, { "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 | Distance histograms for all barcode pairs |" ] }, { "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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", 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" ] }, "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()" ] }, { "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 **distance histograms** show the full distribution (KDE) of 3D distances for every barcode pair." ] }, { "cell_type": "code", "execution_count": 5, "id": "cell-12", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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", " [\"_Nmatrix.png\", \"_PWDhistograms.png\"],\n", " [\"N-matrix (data coverage)\", \"Pairwise Distance Histograms\"]\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()" ] }, { "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 → 5 plots + 3 data files\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` | Full distance distributions (all pairs) |\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 }