{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Chemical Structure Alignment\n",
    "\n",
    "Molecular alignment is a fundamental problem in cheminformatics and can be used for  structure  determination,  similarity  based  searching, and ligand-based drug design. This problem can be formulated as an orthogonal Procrustes problem where the two matrices represent three-dimensional Cartesian coordinates of molecules.\n",
    "\n",
    "> **Orthogonal Procrustes**\n",
    ">\n",
    "> Given matrix $\\mathbf{A}_{m \\times n}$ and a reference $\\mathbf{B}_{m \\times n}$, find the find the orthogonal transformation matrix $\\mathbf{Q}_{n \\times n}$ that makes $\\mathbf{A}$ as close as possible to $\\mathbf{B}$, i.e.,\n",
    ">\n",
    "\\begin{equation}\n",
    "       \\underbrace{\\min}_{\\left\\{\\mathbf{Q} | \\mathbf{Q}^{-1} = {\\mathbf{Q}}^\\dagger \\right\\}}\n",
    "                          \\|\\mathbf{A}\\mathbf{Q} - \\mathbf{B}\\|_{F}^2\n",
    "\\end{equation}\n",
    "\n",
    "\n",
    "In the code block below, we use the `procrustes` library for protein structure alignment. We use the 2HHB, which has cyclic-$C_2$ global symmetry, and load its PDB file using [IOData library](https://github.com/theochem/iodata) to obtain the 3D-Cartesian coordinates atoms. In 2HHB, the A and C (or B and D) are hemoglobin deoxy-alpha (beta) chains shown in **Fig. (i)**, and their $C_{\\alpha}$ atoms in **Fig. (ii)** are aligned in **Fig. (iii)** to show that they are homologous. The results in **Fig. (iii)** are obtained with orthogonal Procrustes which implements the *Kabsch* algorithm. The root-mean-square deviation (RMSD) is used to assess the discrepancy between structures before and after the translation-rotation transformation.\n",
    "\n",
    "\n",
    "![Fig. 1. protein structure alignment with rotational Procrustes.](notebook_data/chemical_strcuture_alignment/protein_alignment.png \"Fig. 1. protein structure alignment with rotational Procrustes.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSD of initial coordinates: 39.46851987559469\n",
      "RMSD of transformed coordinates: 0.23003870483785005\n"
     ]
    }
   ],
   "source": [
    "# chemical structure alignment with orthogonal Procrustes\n",
    "\n",
    "import numpy as np\n",
    "    \n",
    "from iodata import load_one\n",
    "from iodata.utils import angstrom\n",
    "from procrustes import rotational\n",
    "\n",
    "# load PDB\n",
    "pdb = load_one(\"notebook_data/chemical_strcuture_alignment/2hhb.pdb\")\n",
    "\n",
    "# get coordinates of C_alpha atoms in chains A & C (in angstrom)\n",
    "chainid = pdb.extra['chainids']\n",
    "attypes = pdb.atffparams['attypes']\n",
    "# alpha carbon atom coordinates in chain A\n",
    "ca_a = pdb.atcoords[(chainid == 'A') & (attypes == 'CA')] / angstrom\n",
    "# alpha carbon atom coordinates in chain A\n",
    "ca_c = pdb.atcoords[(chainid == 'C') & (attypes == 'CA')] / angstrom\n",
    "\n",
    "# compute root-mean-square deviation of original chains A and C \n",
    "rmsd_before = np.sqrt(np.mean(np.sum((ca_a - ca_c)**2, axis=1)))\n",
    "print(\"RMSD of initial coordinates:\", rmsd_before)\n",
    "\n",
    "# rotational Procrustes analysis\n",
    "result = rotational(ca_a, ca_c, translate=True)\n",
    "\n",
    "# compute transformed (translated & rotated) coordinates of chain A\n",
    "ca_at = np.dot(result.new_a, result.t)\n",
    "\n",
    "# compute root-mean-square deviation of trainsformed chains A and C \n",
    "rmsd_after = np.sqrt(np.mean(np.sum((ca_at - result.new_b)**2, axis=1)))\n",
    "print(\"RMSD of transformed coordinates:\", rmsd_after)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot Procrustes Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot outputs of Procrustes\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig = plt.figure(figsize=(12, 10))\n",
    "\n",
    "# =============\n",
    "# First subplot\n",
    "# =============\n",
    "# set up the axes for the first plot\n",
    "ax = fig.add_subplot(1, 2, 1, projection='3d')\n",
    "\n",
    "# coordinates of chains A & C (before alignment)\n",
    "coords1, coords2 = ca_a, ca_c\n",
    "title = \"Original Chains: RMSD={:0.2f} $\\AA$\".format(rmsd_before)\n",
    "\n",
    "ax.scatter(xs=coords1[:, 0], ys=coords1[:, 1], zs=coords1[:, 2],\n",
    "           marker=\"o\", color=\"blue\", s=55, label=\"Chain A\")\n",
    "ax.scatter(xs=coords2[:, 0], ys=coords2[:, 1], zs=coords2[:, 2],\n",
    "           marker=\"o\", color=\"red\", s=55, label=\"Chain C\")\n",
    "\n",
    "ax.set_xlabel(\"X\", fontsize=14)\n",
    "ax.set_ylabel(\"Y\", fontsize=14)\n",
    "ax.set_zlabel(\"Z\", fontsize=14)\n",
    "ax.legend(fontsize=12, loc=\"best\")\n",
    "plt.title(title, fontsize=14)\n",
    "\n",
    "\n",
    "# ==============\n",
    "# Second subplot\n",
    "# ==============\n",
    "# set up the axes for the second plot\n",
    "ax = fig.add_subplot(1, 2, 2, projection='3d')\n",
    "\n",
    "# coordinates of chains A & C after translation and rotation\n",
    "coords1, coords2 = ca_at, result.new_b\n",
    "title=\"Aligned Chains: RMSD={:0.2f} $\\AA$\".format(rmsd_after)\n",
    "\n",
    "ax.scatter(xs=coords1[:, 0], ys=coords1[:, 1], zs=coords1[:, 2],\n",
    "           marker=\"o\", color=\"blue\", s=55, label=\"Chain A\")\n",
    "ax.scatter(xs=coords2[:, 0], ys=coords2[:, 1], zs=coords2[:, 2],\n",
    "           marker=\"o\", color=\"red\", s=55, label=\"Chain C\")\n",
    "\n",
    "ax.set_xlabel(\"X\", fontsize=14)\n",
    "ax.set_ylabel(\"Y\", fontsize=14)\n",
    "ax.set_zlabel(\"Z\", fontsize=14)\n",
    "ax.legend(fontsize=12, loc=\"best\")\n",
    "plt.title(title, fontsize=14)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  },
  "toc": {
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