{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Anomalous Differences in Real Space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous examples we used $CC_{anom}$ to validate that there are well-measured anomalous differences in a sulfur SAD experiment and confirmed that the anomalous difference map showed localized, positive density at each of the sulfur atoms in HEWL. Both of these analyses used reciprocal space measurements to infer something about real space electron density. In this example, we will show how one can directly work in real space by using [NumPy](https://numpy.org/) for both discrete Fourier transforms and representing real-space, voxelized electron density. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Plotting\n", "import matplotlib.pyplot as plt\n", "from celluloid import Camera\n", "from IPython.display import HTML, Image\n", "import seaborn as sns\n", "sns.set_context(\"notebook\", font_scale=1.3)\n", "\n", "# Analysis\n", "import pandas as pd\n", "import numpy as np\n", "import gemmi" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import reciprocalspaceship as rs" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9.3\n" ] } ], "source": [ "print(rs.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "### Generate reciprocal grid \n", "\n", "In `reciprocalspaceship` we typically represent reflection data as a 2-dimensional table indexed by Miller indices. This representation is convenient for representing multiple data or metadata fields associated with reflections. However, these Miller indices also correspond to indices into a 3-dimensional, reciprocal space grid. If we format complex structure factors -- structure factor amplitudes and phases -- as the corresponding 3D array, we can directly Fourier transform the data to obtain a real space map. \n", "\n", "The construction of a reciprocal grid from a `DataSet` object is facilitated by the built-in method `DataSet.to_reciprocalgrid()`. Here, we will load the anomalous difference amplitudes and phases, convert them to complex structure factors, and construct the corresponding reciprocal grid. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "anom = rs.read_mtz(\"data/anomdiff.mtz\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "anom[\"sf_anom\"] = anom.to_structurefactor(\"ANOM\", \"PHANOM\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "reciprocalgrid = anom.to_reciprocalgrid(\"sf_anom\", gridsize=(128, 128, 64))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This reciprocal grid has the low resolution data in the \"corners\", and is directly compatible with [numpy.fft.fftn()](https://numpy.org/doc/stable/reference/generated/numpy.fft.fftn.html). This can be visualized in a more intuitive manner using the [numpy.fft.fftshift()](https://numpy.org/doc/stable/reference/generated/numpy.fft.fftshift.html#numpy.fft.fftshift) function to shift the low resolution structure factors to the center of the array." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n", "axes[0].imshow(np.abs(reciprocalgrid[:, :, 1]))\n", "axes[0].set_title(\"Reciprocal Grid\")\n", "axes[0].set_xticks([])\n", "axes[0].set_yticks([])\n", "axes[1].imshow(np.abs(np.fft.fftshift(reciprocalgrid[:, :, 1])))\n", "axes[1].set_title(\"Shifted Reciprocal Grid\")\n", "axes[1].set_xticks([])\n", "axes[1].set_yticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this grid, we can see information about the symmetry of the spacegroup. We can also see that the original data was edge-limited. This is evident from the anisotropy of the populated sections of the grid (rotated square-like appearance)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "### Compute real space map \n", "\n", "We can now generate our real space map of the anomalous differences. This anomalous difference map contains localized peaks corresponding to the locations of sulfur atoms in the unit cell. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "realmap = np.real(np.fft.fftn(reciprocalgrid))\n", "\n", "# Standardize voxel range\n", "realmap = (realmap - realmap.mean())/realmap.std()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualize this real space map, we will make a movie corresponding to successive slices of the unit cell density along the c-axis. The contour map at each slice will be on the same scale such that they can be directly compared." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig = plt.figure(figsize=(6, 6))\n", "camera = Camera(fig)\n", "for i in range(int(realmap.shape[-1])):\n", " plt.gca().text(0.11, 1.02, f\"Anomalous Difference Map (c={i})\", \n", " transform=plt.gca().transAxes)\n", " plt.contour(realmap[:, :, i], levels=10, cmap=\"gray_r\", vmin=3, vmax=15)\n", " plt.xlabel(\"b\")\n", " plt.ylabel(\"a\")\n", " camera.snap()\n", "plt.close()\n", "animation = camera.animate(interval=50, blit=True)\n", "HTML(animation.to_jshtml(fps=10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to inspect a map in a molecular visualization program, it is also possible to write the real-space density to a CCP4 format for representing volumetric data. This can be done using `rs.io.write_ccp4_map()`:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "rs.io.write_ccp4_map(realmap, \"data/anomdiff.map\", anom.cell, anom.spacegroup)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "### Find Sulfur Sites in Anomalous Difference Map\n", "\n", "Using the real-space map of the anomalous differences in each voxel of the unit cell, it is now possible to identify the locations of the sulfur atoms responsible for the anomalous signal. This can be accomplished using peak-finding algorithms, which are available in many image processing libraries. For this example, we will use [peak_local_max()](https://scikit-image.org/docs/dev/api/skimage.feature.html?highlight=peak_local_max#skimage.feature.peak_local_max) which is available in [scikit-image](https://scikit-image.org/)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def find_sites(realmap, threshold, cell):\n", " \"\"\"\n", " Find local peaks in map.\n", " \n", " Parameters\n", " ----------\n", " realmap : np.ndarray\n", " 3D array with voxelized electron density\n", " threshold : float\n", " Minimum voxelized density to consider for peaks\n", " cell : gemmi.UnitCell\n", " Cell parameters for crystal\n", " \n", " Returns\n", " -------\n", " pd.DataFrame\n", " DataFrame with coordinates and peak height for each site\n", " \"\"\"\n", " from skimage import feature\n", " peaks = feature.peak_local_max(realmap, threshold_abs=threshold, exclude_border=False)\n", " data = []\n", " for p in peaks:\n", " pf = p/np.array(realmap.shape)\n", " pos = cell.orthogonalize(gemmi.Fractional(*pf))\n", " d = {\"x\": pos.x, \"y\": pos.y, \"z\": pos.z}\n", " d[\"height\"] = realmap[p[0], p[1], p[2]]\n", " data.append(d)\n", " return pd.DataFrame(data)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "sites = find_sites(realmap, 13.2, anom.cell)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xyzheight
00.61987449.58993813.58793320.650582
169.42591340.2918244.13545820.650582
249.5899380.61987424.22196720.650582
340.29182469.42591333.67444220.650582
439.0520769.91798814.76949220.650582
...............
7557.0284289.29811333.67444213.382862
7648.97006361.9874225.31701713.382862
7761.98742248.97006332.49288313.382862
7817.35647830.37383713.58793313.382862
7930.37383717.35647824.22196713.382862
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80 rows × 4 columns

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" ], "text/plain": [ " x y z height\n", "0 0.619874 49.589938 13.587933 20.650582\n", "1 69.425913 40.291824 4.135458 20.650582\n", "2 49.589938 0.619874 24.221967 20.650582\n", "3 40.291824 69.425913 33.674442 20.650582\n", "4 39.052076 9.917988 14.769492 20.650582\n", ".. ... ... ... ...\n", "75 57.028428 9.298113 33.674442 13.382862\n", "76 48.970063 61.987422 5.317017 13.382862\n", "77 61.987422 48.970063 32.492883 13.382862\n", "78 17.356478 30.373837 13.587933 13.382862\n", "79 30.373837 17.356478 24.221967 13.382862\n", "\n", "[80 rows x 4 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sites" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These 80 sites correspond to the 10 sulfur atoms per HEWL copy and the 8 copies of the protein per unit cell. To visualize these sites, we can write them out to a PDB using the following function:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def write_pdb(sites, cell):\n", " s = gemmi.Structure()\n", " s.cell = cell\n", " m = gemmi.Model(\"substructure\")\n", " c = gemmi.Chain(\"A\")\n", " for i, site in sites.iterrows():\n", " a = gemmi.Atom()\n", " a.element = gemmi.Element(\"S\")\n", " a.name = \"S\"\n", " a.pos = gemmi.Position(*site[[\"x\", \"y\", \"z\"]].values)\n", " r = gemmi.Residue()\n", " r.name = \"S\"\n", " r.seqid = gemmi.SeqId(str(i+1))\n", " r.add_atom(a)\n", " c.append_residues([r])\n", " m.add_chain(c)\n", " s.add_model(m)\n", " s.assign_label_seq_id(force=True)\n", " s.write_minimal_pdb(\"data/sites.pdb\")\n", " return" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "write_pdb(sites, anom.cell)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { 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\n", "text/plain": [ "" ] }, "execution_count": 16, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "Image(\"data/sites.png\", width=400)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above image shows the extent of the HEWL unit cell (green) with the anomalous difference map contoured at $10\\sigma$ (purple). The 80 sites identified using `find_sites()` are shown as slightly transparent yellow spheres, and the asymmetric unit of HEWL is shown in gray to emphasize that the sites overlay with the 10 sulfur atoms in the protein. " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 2 }