{"id":2110,"date":"2022-08-28T20:20:52","date_gmt":"2022-08-28T11:20:52","guid":{"rendered":"https:\/\/www.insilico.jp\/blog\/?p=2110"},"modified":"2022-08-30T16:18:57","modified_gmt":"2022-08-30T07:18:57","slug":"chemex","status":"publish","type":"post","link":"https:\/\/www.insilico.jp\/blog\/2022\/08\/28\/chemex\/","title":{"rendered":"\u30a8\u30af\u30bb\u30eb\u5f62\u5f0f\u306e\u5316\u5408\u7269\u30ea\u30b9\u30c8\u3092\u4f5c\u6210\u3059\u308b"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u3092\u59cb\u3081\u305f\u9803\u306fPython\u306f\u3042\u307e\u308a\u5f97\u610f\u3067\u306f\u306a\u304f\u3001\u5c02\u3089C++\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u3044\u3066\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u306a\u304c\u3089\u3001Python\u3092\u4f7f\u7528\u305b\u3056\u308b\u3092\u5f97\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u3001\u79c1\u3082\u5927\u5206Python\u306b\u6163\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u79c1\u306e\u6700\u521d\u306e\u30d6\u30ed\u30b0\u3092\u898b\u8fd4\u3057\u3066\u307f\u308b\u3068\u3001\u300cPython\u306e\u52c9\u5f37\u306e\u6210\u679c\u307f\u305f\u3044\u306a\u3053\u3068\u3082\u30d6\u30ed\u30b0\u306b\u3059\u308b\u304b\u3082\u300d\u3068\u3044\u3046\u8a18\u8ff0\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u52c9\u5f37\u306e\u6210\u679c\u3068\u3057\u3066\u30a8\u30af\u30bb\u30eb\u306e\u5316\u5408\u7269\u30ea\u30b9\u30c8\u3092\u4f5c\u6210\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u3061\u306a\u307f\u306bSD\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3059\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u30cd\u30c3\u30c8\u691c\u7d22\u3059\u308c\u3070\u5e7e\u3064\u304b\u30d2\u30c3\u30c8\u3057\u307e\u3059\u3002\u672c\u683c\u7684\u306b\u904b\u7528\u3059\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u305d\u3061\u3089\u306e\u65b9\u3092\u5229\u7528\u3057\u305f\u65b9\u304c\u826f\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\">\u52d5\u4f5c\u74b0\u5883\u306e\u69cb\u7bc9<\/h2>\n\n\n\n<p>Python\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306a\u306e\u3067\u3001anaconda\u304bminiconda\u3092\u5229\u7528\u3057\u3066\u52d5\u4f5c\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002\u524d\u63d0\u3068\u3057\u3066Anaconda\u304bMiniconda\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u3068\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u5185\u5bb9\u306e\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>name: chemex\nchannels:\n  - rdkit\n  - defaults\ndependencies:\n  - python=3.7\n  - openpyxl\n  - rdkit<\/code><\/pre>\n\n\n\n<p>\u3053\u3053\u3067\u306f&#8221;environment.yml&#8221;\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u540d\u3067\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3068\u3057\u307e\u3059\u3002\u4e0a\u8a18\u306e\u5185\u5bb9\u3092\u30b3\u30d4\u30fc\uff06\u30da\u30fc\u30b9\u30c8\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3057\u3087\u3046\u3002\u305d\u3057\u3066\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>$ conda env create -f environment.yml<\/code><\/pre>\n\n\n\n<p>\u9014\u4e2d\u3067\u4f55\u304b\u805e\u304b\u308c\u305f\u3089&#8221;yes&#8221;\u3068\u7b54\u3048\u307e\u3057\u3087\u3046\u3002\u4f5c\u6210\u304c\u7d42\u4e86\u3057\u305f\u3089\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067Python\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u884c\u3059\u308b\u74b0\u5883\u3092\u7acb\u3061\u4e0a\u3052\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>$ conda activate chemex<\/code><\/pre>\n\n\n\n<p>\u3053\u308c\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u5b9f\u52b9\u3059\u308b\u6e96\u5099\u304c\u6574\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5b9f\u884c<\/h2>\n\n\n\n<p>\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u5165\u529b\u30c7\u30fc\u30bf\u306f\u3053\u3061\u3089\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-96b98096-f28f-4a4a-bca6-cef8888ebbc0\" href=\"https:\/\/www.insilico.jp\/blog\/wp-content\/uploads\/2022\/08\/ChemEx.zip\">ChemEx.zip<\/a><a href=\"https:\/\/www.insilico.jp\/blog\/wp-content\/uploads\/2022\/08\/ChemEx.zip\" class=\"wp-block-file__button\" download aria-describedby=\"wp-block-file--media-96b98096-f28f-4a4a-bca6-cef8888ebbc0\">\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a><\/div>\n\n\n\n<p>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305fzip\u30d5\u30a1\u30a4\u30eb\u3092\u89e3\u51cd\u3059\u308b\u3068Python\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u5316\u5408\u7269\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u304c\u73fe\u308c\u307e\u3059\u3002\u5316\u5408\u7269\u30c7\u30fc\u30bf\u306fSDF\u3068SMILES\u306e2\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002\u4e0a\u3067\u8aac\u660e\u3057\u305f\u901a\u308a\u3001conda\u30b3\u30de\u30f3\u30c9\u3067\u4eee\u60f3\u74b0\u5883\u3092\u7acb\u3061\u4e0a\u3052\u3066\u304b\u3089\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>$ python ChemEx.py sample1.sdf out.xlsx<\/code><\/pre>\n\n\n\n<p>\u3053\u306e\u30b3\u30de\u30f3\u30c9\u306fSDF\u3092\u5165\u529b\u3059\u308b\u5834\u5408\u3067\u3059\u304c\u3001SMILES\u3067\u3082\u540c\u3058\u3067\u3059\u3002\u30b3\u30de\u30f3\u30c9\u304c\u6b63\u5e38\u52d5\u4f5c\u3057\u305f\u5834\u5408&#8221;out.xlsx&#8221;\u3068\u3044\u3046\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u30a8\u30af\u30bb\u30eb\u3067\u958b\u304f\u3068\u4e0b\u56f3\u306e\u3088\u3046\u306a\u5316\u5408\u7269\u30ea\u30b9\u30c8\u304c\u898b\u3089\u308c\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"625\" src=\"https:\/\/www.insilico.jp\/blog\/wp-content\/uploads\/2022\/08\/excel1-1024x625.png\" alt=\"\" class=\"wp-image-2113\" srcset=\"https:\/\/www.insilico.jp\/blog\/wp-content\/uploads\/2022\/08\/excel1-1024x625.png 1024w, https:\/\/www.insilico.jp\/blog\/wp-content\/uploads\/2022\/08\/excel1-300x183.png 300w, https:\/\/www.insilico.jp\/blog\/wp-content\/uploads\/2022\/08\/excel1-768x469.png 768w, https:\/\/www.insilico.jp\/blog\/wp-content\/uploads\/2022\/08\/excel1-850x519.png 850w, https:\/\/www.insilico.jp\/blog\/wp-content\/uploads\/2022\/08\/excel1.png 1332w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u4f5c\u6210\u3055\u308c\u305f\u5316\u5408\u7269\u30ea\u30b9\u30c8\u306e\u30a8\u30af\u30bb\u30eb\u30b7\u30fc\u30c8<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u3053\u3093\u306a\u611f\u3058\u3067\u30a8\u30af\u30bb\u30eb\u3067\u5316\u5408\u7269\u306e\u69cb\u9020\u5f0f\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002SDF\u4e2d\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u8aad\u307f\u53d6\u3063\u3066\u30ea\u30b9\u30c8\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d7\u30ed\u30b0\u30e9\u30e0\u89e3\u8aac<\/h2>\n\n\n\n<p>\u4eca\u56de\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>1  #!\/usr\/bin\/env python3\n2  # coding: UTF-8\n3  import sys\n4  import os\n5  import argparse\n6  from rdkit import Chem\n7  from rdkit.Chem import AllChem\n8  from rdkit.Chem import Draw\n9  import openpyxl\n10 from openpyxl.styles.alignment import Alignment\n11 \n12 \n13 # \u30d5\u30a1\u30a4\u30eb\u304b\u3089\u5206\u5b50\u3092\u8aad\u307f\u8fbc\u307f\u305f\u3081\u306e\u51e6\u7406\u3092\u3057\u3066\u30a4\u30c6\u30ec\u30fc\u30bf\u3092\u8fd4\u3059\u3002\n14 def ChemSupplier(filename):\n15     # \u5165\u529b\u30d5\u30a1\u30a4\u30eb\u306e\u5b58\u5728\u30c1\u30a7\u30c3\u30af\n16     if os.path.exists(filename) == False:\n17         print(\"\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3057\u307e\u305b\u3093\")\n18         quit()\n19 \n20     # \u62e1\u5f35\u5b50\u3092\u53d6\u5f97\u3059\u308b\n21     root, ext = os.path.splitext(filename)\n22     ext = ext.lower()\n23 \n24     # SDF or SMILES\u306e\u8aad\u307f\u8fbc\u307f\u8a2d\u5b9a\n25     if ext == \".smi\":\n26         suppl = Chem.SmilesMolSupplier(filename, delimiter=\"\\t\", titleLine=True)\n27     elif ext == \".sdf\":\n28         suppl = Chem.SDMolSupplier(filename)\n29     else:\n30         print(\"\u4e0d\u660e\u306a\u62e1\u5f35\u5b50\u3067\u3059\")\n31         sys.exit()\n32 \n33     return suppl\n34 \n35 \n36 # \u5206\u5b50\u306b\u4ed8\u5c5e\u3059\u308b\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u30ea\u30b9\u30c8\u3092\u53d6\u5f97\u3059\u308b\u3002\n37 def Propaties(suppl):\n38     mol = next(suppl)\n39     propnames = mol.GetPropNames()\n40     suppl.reset()  # suppl\u3092\u5148\u982d\u306b\u623b\u3059\n41 \n42     return propnames\n43 \n44 \n45 if __name__ == \"__main__\":\n46     p = argparse.ArgumentParser(description=\"sdf\u307e\u305f\u306fsmi\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30a8\u30af\u30bb\u30eb(xlsx)\u3092\u4f5c\u6210\u3057\u307e\u3059\")\n47     p.add_argument(\"input\", help=\"input (sdf or smi)\")\n48     p.add_argument(\"output\", help=\"output (xlsx)\")\n49     p.add_argument(\"-n\", action=\"store_false\", help=\"\u5206\u5b50\u540d\u306e\u307f\u51fa\u529b\u3057\u3001\u4ed6\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306f\u51fa\u529b\u3057\u306a\u3044\")\n50     args = p.parse_args()\n51 \n52     suppl = ChemSupplier(args.input)\n53     propnames = Propaties(suppl)\n54 \n55     # excel\u30d5\u30a1\u30a4\u30eb\u4f5c\u6210\u306e\u305f\u3081\u306e\u30ef\u30fc\u30af\u30d6\u30c3\u30af\u751f\u6210\n56     wb = openpyxl.Workbook()\n57     ws = wb.worksheets&#91;0]\n58 \n59     # \u30d8\u30c3\u30c0\u30fc\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002\n60     ws.cell(row=1, column=1).value = \"structure\"  # \u7b2c1\u5217\u306f\u69cb\u9020\u5f0f\u3068\u3057\u307e\u3059\u3002\n61     ws.column_dimensions&#91;\"A\"].width = 40  # \u30bb\u30eb\u306e\u5e45\u309240\u306b\u3057\u307e\u3059\u3002\n62     ws.cell(row=1, column=2).value = \"id\"  # \u7b2c2\u5217\u306f\u5316\u5408\u7269ID\u3068\u3057\u307e\u3059\u3002\n63     # \u7b2c3\u5217\u4ee5\u964d\u306bSD\u30d5\u30a1\u30a4\u30eb\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u5165\u308c\u307e\u3059\u3002\n64     for i, p in enumerate(propnames):\n65         ws.cell(row=1, column=3 + i).value = p\n66 \n67     for i, mol in enumerate(suppl):\n68         # \u69cb\u9020\u5f0f\u3092\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u3092\u751f\u6210\u3057\u307e\u3059\u3002\n69         mol = Chem.RemoveHs(mol)\n70         AllChem.Compute2DCoords(mol)\n71         img = Draw.MolToImage(mol, size=(320, 130))\n72         # \u30bb\u30eb\u306b\u753b\u50cf\u3092\u633f\u5165\u3057\u307e\u3059\u3002\n73         img = openpyxl.drawing.image.Image(img)\n74         ws.row_dimensions&#91;i + 2].height = 100\n75         ws.add_image(img, ws.cell(row=i + 2, column=1).coordinate)\n76 \n77         # \u5206\u5b50\u306eID\u3092\u633f\u5165\u3057\u307e\u3059\u3002\n78         molname = mol.GetProp(\"_Name\")\n79         ws.cell(row=i + 2, column=2).value = molname\n80         ws.cell(row=i + 2, column=2).alignment = Alignment(vertical=\"center\")\n81 \n82         # \u5206\u5b50\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u5024\u3092\u30bb\u30eb\u306b\u633f\u5165\u3057\u307e\u3059\u3002\n83         for j, p in enumerate(propnames):\n84             val = mol.GetProp(p)\n85             ws.cell(row=i + 2, column=3 + j).value = val\n86             ws.cell(row=i + 2, column=3 + j).alignment = Alignment(vertical=\"center\")\n87 \n88     wb.save(args.output)  # 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