{ "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": 50, "id": "cell-1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Input trace: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_filtered_cleaned.ecsv\n" ] } ], "source": [ "import os\n", "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "\n", "data_path = \"/mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel\"\n", "\n", "# Pdx1-positive traces from Tutorial 6\n", "input_trace = f\"{data_path}/output/merged_traces_filtered_cleaned.ecsv\"\n", "\n", "# Base name for all matrix outputs\n", "matrix_base = f\"{data_path}/output/merged_traces_filtered_cleaned_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": 51, "id": "cell-3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------- Running trace_to_matrix.py --------\n", "Convert a trace file to a matrix using pyHiM core routines.\n", "\n", "\n", "$ trace file to process= ['/mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_filtered_cleaned.ecsv']\n", "> Starting load trace table...\n", "$ Importing table from pyHiM format\n", "Successfully loaded trace table: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_filtered_cleaned.ecsv\n", "$ Elapsed time for load trace table: 0.79 s\n", "> Starting build single-cell PWD matrix...\n", "$ Found 31 barcodes and 3368 traces. INFO\n", "> Processing traces... INFO\n", "Building per-trace PWD matrices: 100%|███| 3368/3368 [00:00<00:00, 3964.47it/s]\n", "$ Elapsed time for build single-cell PWD matrix: 1.50 s\n", "> Starting calculate N-matrix...\n", "$ Elapsed time for calculate N-matrix: 0.00 s\n", "> Starting plot all matrices and histograms...\n", "> Starting plot PWD matrix - KDE...\n", "Calculating ensemble PWD matrix (KDE): 100%|███| 31/31 [00:12<00:00, 2.47it/s]\n", "$ Elapsed time for plot PWD matrix - KDE: 13.48 s\n", "> Starting plot PWD matrix - median...\n", "/home/zidoum/miniforge3/envs/traceratops/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", "$ Elapsed time for plot PWD matrix - median: 0.65 s\n", "> Starting calculate contact probability matrix...\n", "$ Elapsed time for calculate contact probability matrix: 0.02 s\n", "> Starting plot Hi-M matrix...\n", "$ Elapsed time for plot Hi-M matrix: 0.68 s\n", "> Starting plot N-matrix...\n", "$ Elapsed time for plot N-matrix: 0.55 s\n", "> Skipping PWD histograms - KDE. Use --plot_histograms to enable this slow optional step.\n", "$ Elapsed time for plot all matrices and histograms: 15.37 s\n", "> Starting save matrices...\n", "$ saved: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_filtered_cleaned_Matrix_PWDscMatrix.npy\n", "$ saved: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_filtered_cleaned_Matrix_uniqueBarcodes.ecsv\n", "$ saved: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_filtered_cleaned_Matrix_Nmatrix.npy\n", "$ Elapsed time for save matrices: 2.24 s\n", "$ Total elapsed time for trace analysis: 19.91 s\n", "Processed <1> trace(s)\n", "Finished execution\n" ] } ], "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": 52, "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": 53, "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()\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": 54, "id": "cell-12", "metadata": {}, "outputs": [ { "data": { "image/png": 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8ubW24dt4Z352FI42RPuefvrpyXB3y3Pap59+2rqua8PhsF2/fn3y9Z/+9KfJGxIqKiqstdYmEgl73333Jeu9tXB0W8fN7u7f9PR0+9///jf5+owZM6zf77fGGDto0CC7ZMmS5Ht//vOf63wf7Gr7AQB+fHwCgJ2Um5ura6+9VnfeeadGjx6tkSNH1lumqqpK06dPr/NaKBRSQUFBnddGjhypE044Ifnvrl276phjjtG4ceP0pz/9SV26dEm+d9FFF+nqq6+u9wzJli1bKhQKqWfPnsnnQ25p8eLFu7yN5557rs4+++ydXr5t27Z65plndMIJJ6hv375au3at7rjjDh1zzDE79fnaZ4FkZ2fXe+/dd99VJBLR448/rrS0tOTrP//5z/X222/rlVdeqbN8Q7ZHQ5X1yiuvyHEcvfzyy2rVqlXydZ/PV6f/vPPOO/L7/RozZoxycnKSr5900kn65S9/qXvvvVfvvfeefvGLX0iq2U833HCDnnzySV1yySXJ5Z988klJNW1Ua9y4cQqFQrrwwgs1f/582ZobgyRJp556ql599VVNmDBBRx99dJ26b6sv7Grb1O7HJ554os5+vOiii/Tmm29q3LhxdZbf3frW9qFtPYsVAAAAaMratm2rNm3ayBijcDiszp0762c/+5kOP/xwSTXnpC+88II6dOiQfFbhlnblfOryyy+vc75b65hjjtEjjzySPLd57733JEkXXHCBxo0bl3x96dKlmj9/fvL8Z3sKCgpUWlqqyspKZWRkSJJc19WFF15YZ7lx48YpJydHp59+uubMmVPvPGPixImaMGGCBgwYsNPbuT2VlZWSaq4HNET9t2d39911112no446Kvnv/Px8XXDBBbr99tu1cOFCtWvXTpL06quvKjU1VS+++KKysrKSy4dCIY0aNSr574Zu4/z8fHXu3Hmr7y1atGirz9D8Ia/ta63Vu+++q8zMTD355JNKTU1NvnfuuedqwoQJ+te//qWPPvpIp556qqy1ev/995Wfn68HH3xQwWBQkmSM0XXXXafXX39dH3/88VbXta3jxsv+HT58ePLfgwYN0kEHHaSPP/5Yf//739W2bdvke1deeaVuvPHGetedGqJ/AgD2TYSjAHbJ9ddfr4ceekh33nmnLrjggnrvr1y5ss4fn5LUrl07fffdd3Ve6927d73P5ubmbvO9nJwcbdiwoc5rDz/8sK677jpJNYFVixYtkideM2fOVDQa3fkN22zQoEG7/Jljjz1Wp59+ul544QX16dNHt912205/tqKiQtLWTxiXL1+uXr16Jf8A39LgwYPrhaMN2R4NVdbSpUvVqVOnOsHo1ixfvlwdO3ZUs2bN6r13wAEHJJeplZmZqdNOO01PP/205s2bpx49eqikpEQvvPCChg4dql69eiWXXbx4saqrq3XIIYdsc/1bCxS31Rd2tW1WrFihXr16KT09vV5ZBQUF9cLR3a1vOByW9L8+BQAAAOB/Ro4cqVtvvXWb7//+97/X7bffLklq06aN8vPzk8HOp59+ukvnU9s6lzj88MPl8/nqhKNdu3ZV+/btdfTRR+tf//qX4vF4MjTdmZtun332WV199dVq166devbsqb59++rggw/WaaedlgzySkpKtH79eknSgQceuM2yGvJGy3nz5kmSWrRosd3ldqb+O7K7+65v3771XsvLy5P0v3C3pKREGzdu1IEHHrjd+uyJNj7ppJP0xBNPbPW9q666Sg899NAOy/DaviUlJSopKdGwYcPqBKO1DjjgAP3rX/9Knq9v2rRJpaWlGjp0aHIfbKmgoGCb4ei2jpvd3b+7ct0pHA4rEonUu+7UEP0TALBvIhwFsEvS09N100036cYbb9TDDz9c7/1QKKRhw4bVeW1rJ0Ou625zHdt6r/aOy1r/+te/FAgE9OGHH+rggw+u817tH7y7KiUlZZc/M2nSJL388svy+XyaM2eO3nzzTf3f//3fTn22dpTkD/8Al2racuPGjVv93NaWb8j2aKiyQqFQ8gRxR8ttbZuk/23rDwPkn//853r66af15JNP6i9/+Yuef/55lZWV1Rk1Wvs5n8+33btzO3XqVO+1bfWFXW2bXd2Pu1vf2jtod7fvAwAAAE3Zv/71L2VkZGjixIl1/havqqqqMwPMztjWuURGRoaGDBmiDz/8UNFoVB9++KHOPPNMSTVB6H333acZM2bo/fffl+M4OuKII3a4rg4dOujNN9/Upk2bNGPGDM2ePVujR4/Wr371K7311lsaNmxYMkjKyMjYamBUa8uRdF7MnTtXn3/+uQKBQL1ZpHan/juyu/tue9claq8/BINBGWN2eF7b2G28s7y2b+127ez5eu3yu3IOXGt75+ANvX939rpTQ/RPAMC+iXAUwC676qqr9Le//U1/+MMfdM4559R5r3nz5iosLGyUehQVFalVq1b1AqrXXntN69evr3dXo89X85VXewdoQ1izZo3OOOMMZWVl6b333tPJJ5+sCy64QDNnzlSHDh12+PnaE6OtTYfTt29fTZ48WR9//LEOPfTQ5Ovl5eV68cUX6y3fkO2xq2VtS0FBgSZMmKAxY8bUG2kcj8dVXV2tcDisvn37atKkSXrjjTfqBMvWWo0ePVpS/bt6Dz30UHXp0kVjxozRH/7wBz355JNKSUlJXlyoNWjQIE2aNEljx47d6j6JRqOqrq7eqe2Rdr1t+vTpoylTpuiTTz6pM6q6srKy3qhRL/VdtWqVpMY/2QYAAAD2B0VFRerWrVu9mxSffvrp3ZqVaFuOPvpoTZ48WY899pjWrl2bHB16yCGHKBQK6Z133tGHH36ogoKCHY5Mi0ajqqqqUmpqqtLT03XEEUfoiCOO0NVXX63U1FTdfvvt+uCDDxQIBNSnTx99//33evnll5OjI7fUUOfJy5cv19lnny1rrc4999zkDDde6i/t+Px1T+272rb74osv9NZbb+nEE0+s8351dbWstQoGg43WxjurIdo3GAyqW7dumjdvniZPnqyDDjqoTvljx46V9L/z9VAopC5dumj27Nn68ssv1adPn+TyxcXFevPNN3d5Oxrr2PyhXWk/AMCPD+EogF0WDod122236fLLL9e///3vvVaPHj166O2339ZFF12kM844Q/F4XB9//LEeeugh+f3+esu3bNlSkvTcc8+pV69eysrKkuu6253yZnvi8bjOPvtsrVq1Su+++6769++vF198UYcccohOP/10TZ48eavTyGypT58+Sk9P14wZM+q9d/HFF2vy5Mk6+eSTdfPNN2vgwIFatWqV/vrXv2rZsmV7tD12taxtGTVqlCZMmKARI0bok08+0VFHHaWMjAx99dVXevTRR/XUU0/pgAMO0MiRIzVp0iSdddZZ+tWvfqUDDzxQRUVFevzxx1VYWKj27dtvdUqpESNG6Oabb9Yf//hHffrpp7rkkkvq3Tl6ww03aOLEicn1FBQUKD09XcuXL9cXX3yhsWPH6qWXXqoXdm7LrrbNRRddpClTpujkk0/WTTfdpAEDBmj16tX6+9//riVLlkiqef6K1/rWPuv3h9NaAwAAANixHj16aNq0abr66qt14oknqrKyUh988IEef/zx7Y5A21XHHHOM7rjjDt15553y+/3JZ56GQiENHz5cDz/8sNatW6dLL710h2WtX79eXbt21dlnn60DDjhAbdu2VWlpqV555RVVVVXVCbpuuOEGXXDBBRo0aJBGjhypfv36KTU1VcuWLdPMmTP19NNPa9KkSerevftObcfq1auTN0ZXVlZq5cqVKiws1HPPPaeSkhK1bt1ad999d4PVv/b8dfTo0WrZsqXS09MVCoVUUFCwx/fdqFGjdMkll+i0007TL37xCx1yyCGKRCL64osv9M9//lMffPCBOnfu3OBt7FVDte/IkSP1q1/9SieccIJuuukmDRw4UGvWrNGDDz6oOXPmqF+/fhoyZEiyrIsuuki33HKLjjrqKP36179Wz549tWzZMv3lL39Jzni05TnwjjTWsflDu9J+AIAfIQsA2zBr1iwryZ577rn13quurradOnWykqwk+8Ybb+xUmS+++KKVZB9//PF671166aVWkl28eHG999q1a2e7detW57WpU6dav9+frEPtz+WXX267detm27VrV2f5RCJhe/bsWWfZlJSUHdbLWmsnTpxoJdk///nPydduvvlmK8nedddddZb9xz/+YSXZkSNH7kyT2J/85Cc2GAzasrKyevU99dRT621fs2bN7PXXX28l2fHjx++R9tjVsrbnzjvvtMaYemW5rmtnz56dXO6SSy6pt4wkm5OTY6dNm7bVsletWmV9Pp91HMdKspMnT97qcn/729+sz+fbavmBQMDOmjUrueyO+sKutk08Hrcnn3xyveXz8vLs1VdfbSXZiRMn7nZ9a5100kk2EonU60cAAABAU/b4449v9bzth8aPH588r9jy57bbbrM5OTl20KBBdZavPW8YPXp08rVHHnnESrKvvPLKNtcTi8VsRkaGlWQPPfTQOu/de++9yfV+9NFH9T77w3WuX7/epqambvW8IRgM2rfffrvO52+//fatnptJsuFw2H733XfbbSNrrX3//fe3+vktf4488sitntd7qX9VVZVt3bp1nWVqz712dd9tbz/VvvfDaxyjRo3a5vnZ0qVL90gbjxgxYpvLXHnllfXquafaNxaL2VNOOWWr5bRs2dJ+9dVXdepWVVVlDz300HrLtmvXzo4YMcJKsl9++eVO7Q9rG3b/nnbaaVaSLSkpqfdeSkqKHTZsWPLfu3p8AQB+XBg5CmCbUlNTNWzYMHXr1q3ee36/X/fee6/++te/SpKys7N3qszc3FwNGzZMzZs3r/de586dNWzYsHrPlpSkwYMHKxAI1Hlt6NChmjVrlh588EF9++23ysnJ0U9/+lOdeeaZOvfcc+tNPWqM0fvvv6/7779fX3zxhcrLy5NT/GyvXlLNc0OGDRum1q1bS5LmzZunSZM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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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": 55, "id": "cell-15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------- Running plot_him_matrix.py --------\n", "Calculate and plot PWD and proximity matrices.\n", "\n", "Output path: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/plots\n", "$ Matrix loaded: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_filtered_cleaned_Matrix_PWDscMatrix.npy\n", "$ Unique barcodes loaded: [71, 72, 73, 74, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 97, 98, 99, 100, 101, 102, 103, 104, 105]\n", "$ averaging method: proximity\n", "$ calculating contact probability matrix\n", "Output data: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/plots/Fig_merged_traces_filtered_cleaned_Matrix_PWDscMatrix_proximity_norm_T0.3_0.07-1.00.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": 56, "id": "8ey7psy4ntw", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Plot: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/plots/Fig_merged_traces_filtered_cleaned_Matrix_PWDscMatrix_proximity_norm_T0.3_0.07-1.00.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": 48, "id": "cell-17", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------- Running plot_him_matrix.py --------\n", "Calculate and plot PWD and proximity matrices.\n", "\n", "Output path: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/plots\n", "$ Matrix loaded: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/output/merged_traces_filtered_cleaned_intensity_Matrix_PWDscMatrix.npy\n", "$ Unique barcodes loaded: [71, 72, 73, 74, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 97, 98, 99, 100, 101, 102, 103, 104, 105]\n", "$ averaging method: median\n", "/home/zidoum/miniforge3/envs/traceratops/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: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/plots/Fig_merged_traces_filtered_cleaned_intensity_Matrix_PWDscMatrix_median_norm_0.11-1.62.npy\n" ] } ], "source": [ "!plot_him_matrix -M {sc_matrix} -B {barcodes} --mode median -O {data_path}/plots" ] }, { "cell_type": "code", "execution_count": 57, "id": "gqxn3rjimqe", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Plot: /mnt/grey/DATA/users/zidoum/traceraptops/jupyterlab_amel/plots/Fig_merged_traces_filtered_cleaned_intensity_Matrix_PWDscMatrix_median_norm_0.11-1.62.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 }