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drug_features.ipynb 294KB

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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "code",
  5. "execution_count": 34,
  6. "metadata": {},
  7. "outputs": [],
  8. "source": [
  9. "import numpy as np\n",
  10. "from rdkit import Chem\n",
  11. "from rdkit.Chem import AllChem\n",
  12. "from rdkit.Chem import Draw"
  13. ]
  14. },
  15. {
  16. "cell_type": "code",
  17. "execution_count": 19,
  18. "metadata": {},
  19. "outputs": [
  20. {
  21. "data": {
  22. "image/png": 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",
  23. "text/plain": [
  24. "<Figure size 360x360 with 1 Axes>"
  25. ]
  26. },
  27. "execution_count": 19,
  28. "metadata": {},
  29. "output_type": "execute_result"
  30. },
  31. {
  32. "data": {
  33. "image/png": 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",
  34. "text/plain": [
  35. "<Figure size 360x360 with 1 Axes>"
  36. ]
  37. },
  38. "metadata": {
  39. "needs_background": "light"
  40. },
  41. "output_type": "display_data"
  42. }
  43. ],
  44. "source": [
  45. "lepirudin = \"CCC(C)C1C(=O)NC(C(=O)NCC(=O)NC(C(=O)NC(C(=O)NCC(=O)NC(C(=O)NC(C(=O)NC(C(=O)NC(C(=O)NC(CSSCC2C(=O)NCC(=O)NC(C(=O)NCC(=O)NC(C(=O)NC(C(=O)NC(CSSCC(C(=O)NC(C(=O)NCC(=O)NC(C(=O)NC(C(=O)NC(C(=O)N2)C(C)C)CC(=O)N)CO)CCC(=O)O)NC(=O)C(CC(C)C)NC(=O)C3CSSCC(C(=O)NC(C(=O)NC(C(=O)NC(C(=O)NCC(=O)NC(C(=O)NC(C(=O)NC(C(=O)N3)CC(C)C)CC(=O)N)CCC(=O)N)CO)CCC(=O)O)C(C)O)NC(=O)C(CC(=O)O)NC(=O)C(C(C)O)NC(=O)C(CC4=CC=C(C=C4)O)NC(=O)C(C(C)O)NC(=O)C(CC(C)C)N)C(=O)N1)CCCCN)CC(=O)N)CCC(=O)N)C(=O)NC(C(C)C)C(=O)NC(C(C)O)C(=O)NCC(=O)NC(CCC(=O)O)C(=O)NCC(=O)NC(C(C)O)C(=O)N5CCCC5C(=O)NC(CCCCN)C(=O)N6CCCC6C(=O)NC(CCC(=O)N)C(=O)NC(CO)C(=O)NC(CC7=CNC=N7)C(=O)NC(CC(=O)N)C(=O)NC(CC(=O)O)C(=O)NCC(=O)NC(CC(=O)O)C(=O)NC(CC8=CC=CC=C8)C(=O)NC(CCC(=O)O)C(=O)NC(CCC(=O)O)C(=O)NC(C(C)CC)C(=O)N9CCCC9C(=O)NC(CCC(=O)O)C(=O)NC(CCC(=O)O)C(=O)NC(CC1=CC=C(C=C1)O)C(=O)NC(CC(C)C)C(=O)NC(CCC(=O)N)C(=O)O)CCC(=O)N)CC(=O)N)CCCCN)CCC(=O)O)CC(=O)O)CO)CC(C)C\"\n",
  46. "\n",
  47. "# Draw 2d\n",
  48. "size = (500, 500)\n",
  49. "m = Chem.MolFromSmiles(lepirudin)\n",
  50. "Draw.MolToMPL(m, size=size)"
  51. ]
  52. },
  53. {
  54. "cell_type": "code",
  55. "execution_count": 41,
  56. "metadata": {},
  57. "outputs": [
  58. {
  59. "data": {
  60. "text/plain": [
  61. "<rdkit.DataStructs.cDataStructs.ExplicitBitVect at 0x1f318603820>"
  62. ]
  63. },
  64. "execution_count": 41,
  65. "metadata": {},
  66. "output_type": "execute_result"
  67. }
  68. ],
  69. "source": [
  70. "m = Chem.MolFromSmiles(lepirudin)\n",
  71. "fp = AllChem.GetMorganFingerprintAsBitVect(m,2,nBits=256)\n",
  72. "fp"
  73. ]
  74. },
  75. {
  76. "cell_type": "code",
  77. "execution_count": 44,
  78. "metadata": {},
  79. "outputs": [
  80. {
  81. "data": {
  82. "text/plain": [
  83. "array([0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0,\n",
  84. " 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0,\n",
  85. " 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1,\n",
  86. " 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1,\n",
  87. " 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1,\n",
  88. " 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1,\n",
  89. " 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1,\n",
  90. " 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 1,\n",
  91. " 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1,\n",
  92. " 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0,\n",
  93. " 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0,\n",
  94. " 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1])"
  95. ]
  96. },
  97. "execution_count": 44,
  98. "metadata": {},
  99. "output_type": "execute_result"
  100. }
  101. ],
  102. "source": [
  103. "vector = np.array(fp)\n",
  104. "vector"
  105. ]
  106. },
  107. {
  108. "cell_type": "code",
  109. "execution_count": 46,
  110. "metadata": {},
  111. "outputs": [
  112. {
  113. "data": {
  114. "text/plain": [
  115. 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  116. ]
  117. },
  118. "execution_count": 46,
  119. "metadata": {},
  120. "output_type": "execute_result"
  121. }
  122. ],
  123. "source": [
  124. "s = vector.tobytes()\n",
  125. "s"
  126. ]
  127. },
  128. {
  129. "cell_type": "code",
  130. "execution_count": null,
  131. "metadata": {},
  132. "outputs": [],
  133. "source": []
  134. }
  135. ],
  136. "metadata": {
  137. "kernelspec": {
  138. "display_name": "base",
  139. "language": "python",
  140. "name": "python3"
  141. },
  142. "language_info": {
  143. "codemirror_mode": {
  144. "name": "ipython",
  145. "version": 3
  146. },
  147. "file_extension": ".py",
  148. "mimetype": "text/x-python",
  149. "name": "python",
  150. "nbconvert_exporter": "python",
  151. "pygments_lexer": "ipython3",
  152. "version": "3.9.7"
  153. },
  154. "orig_nbformat": 4
  155. },
  156. "nbformat": 4,
  157. "nbformat_minor": 2
  158. }