Гомологичное моделирование комплекса белка с лигандом¶

Начало: установка Modeller в колабе

In [1]:
! cd /tmp/ ; wget https://salilab.org/modeller/10.1/modeller_10.1-1_amd64.deb 
! env KEY_MODELLER="MODELIRANJE" dpkg -i /tmp/modeller_10.1-1_amd64.deb
--2023-05-14 00:32:09--  https://salilab.org/modeller/10.1/modeller_10.1-1_amd64.deb
Resolving salilab.org (salilab.org)... 169.230.79.19
Connecting to salilab.org (salilab.org)|169.230.79.19|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 14404568 (14M) [application/vnd.debian.binary-package]
Saving to: ‘modeller_10.1-1_amd64.deb’

modeller_10.1-1_amd 100%[===================>]  13.74M  43.4MB/s    in 0.3s    

2023-05-14 00:32:10 (43.4 MB/s) - ‘modeller_10.1-1_amd64.deb’ saved [14404568/14404568]

Selecting previously unselected package modeller.
(Reading database ... 122519 files and directories currently installed.)
Preparing to unpack /tmp/modeller_10.1-1_amd64.deb ...
Unpacking modeller (10.1-1) ...
Setting up modeller (10.1-1) ...
In [ ]:
import os
os.kill(os.getpid(), 9)
In [1]:
! echo -e "install_dir = r'/usr/lib/modeller10.1'\nlicense = 'MODELIRANJE'" > /usr/lib/modeller10.1/modlib/modeller/config.py
In [2]:
! wget 	https://files.rcsb.org/download/1b8p.pdb
! wget 	https://files.rcsb.org/download/1bdm.pdb
--2023-05-14 00:32:39--  https://files.rcsb.org/download/1b8p.pdb
Resolving files.rcsb.org (files.rcsb.org)... 132.249.210.222
Connecting to files.rcsb.org (files.rcsb.org)|132.249.210.222|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: unspecified [application/octet-stream]
Saving to: ‘1b8p.pdb’

1b8p.pdb                [ <=>                ] 239.04K  --.-KB/s    in 0.1s    

2023-05-14 00:32:39 (1.88 MB/s) - ‘1b8p.pdb’ saved [244782]

--2023-05-14 00:32:39--  https://files.rcsb.org/download/1bdm.pdb
Resolving files.rcsb.org (files.rcsb.org)... 132.249.210.222
Connecting to files.rcsb.org (files.rcsb.org)|132.249.210.222|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: unspecified [application/octet-stream]
Saving to: ‘1bdm.pdb’

1bdm.pdb                [ <=>                ] 467.25K  2.95MB/s    in 0.2s    

2023-05-14 00:32:39 (2.95 MB/s) - ‘1bdm.pdb’ saved [478467]

In [3]:
import sys
sys.path.append('/usr/lib/python3.9/dist-packages')
In [4]:
from  modeller import *
In [5]:
from modeller import *

env = Environ()
aln = Alignment(env)
for (pdb, chain) in (('1b8p', 'A'), ('1bdm', 'A') ):
    m = Model(env, file=pdb, model_segment=('FIRST:'+chain, 'LAST:'+chain))
    aln.append_model(m, atom_files=pdb, align_codes=pdb+chain)
aln.malign()
aln.malign3d()
aln.compare_structures()
aln.id_table(matrix_file='family.mat')
env.dendrogram(matrix_file='family.mat', cluster_cut=-1.0)
                         MODELLER 10.1, 2021/03/12, r12156

     PROTEIN STRUCTURE MODELLING BY SATISFACTION OF SPATIAL RESTRAINTS


                     Copyright(c) 1989-2021 Andrej Sali
                            All Rights Reserved

                             Written by A. Sali
                               with help from
              B. Webb, M.S. Madhusudhan, M-Y. Shen, G.Q. Dong,
          M.A. Marti-Renom, N. Eswar, F. Alber, M. Topf, B. Oliva,
             A. Fiser, R. Sanchez, B. Yerkovich, A. Badretdinov,
                     F. Melo, J.P. Overington, E. Feyfant
                 University of California, San Francisco, USA
                    Rockefeller University, New York, USA
                      Harvard University, Cambridge, USA
                   Imperial Cancer Research Fund, London, UK
              Birkbeck College, University of London, London, UK


Kind, OS, HostName, Kernel, Processor: 4, Linux c33e3efbdda2 5.15.107+ x86_64
Date and time of compilation         : 2021/03/12 00:18:43
MODELLER executable type             : x86_64-intel8
Job starting time (YY/MM/DD HH:MM:SS): 2023/05/14 00:32:44


Multiple dynamic programming alignment (MALIGN):
  Residue-residue metric  : $(LIB)/as1.sim.mat
  ALIGN_BLOCK             :            1
  Gap introduction penalty:    -900.0000
  Gap extension penalty   :     -50.0000
  Length of alignment     :          330
fndatmi_285W> Only      317 residues out of      318 contain atoms of type  CA
              (This is usually caused by non-standard residues, such
              as ligands, or by PDB files with missing atoms.)
# Sequence alignment of the structurally conserved regions
# [average distance and standard deviation are with respect
#  to the framework (i.e., average structure)]
#
#  N av ds st dv   1b8pA  1bdmA  
# ===============================
   1 0.538 0.000 * K   3  K   1  
   2 0.103 0.000   T   4  A   2  
   3 0.127 0.000 * P   5  P   3  
   4 0.090 0.000   M   6  V   4  
   5 0.074 0.000 * R   7  R   5  
   6 0.138 0.000 * V   8  V   6  
   7 0.134 0.000 * A   9  A   7  
   8 0.176 0.000 * V  10  V   8  
   9 0.125 0.000 * T  11  T   9  
  10 0.320 0.000 * G  12  G  10  
  11 0.314 0.000 * A  13  A  11  
  12 0.232 0.000 * A  14  A  12  
  13 0.184 0.000 * G  15  G  13  
  14 0.190 0.000 * Q  16  Q  14  
  15 0.137 0.000 * I  17  I  15  
  16 0.159 0.000   C  18  G  16  
  17 0.090 0.000 * Y  19  Y  17  
  18 0.025 0.000 * S  20  S  18  
  19 0.081 0.000 * L  21  L  19  
  20 0.118 0.000 * L  22  L  20  
  21 0.127 0.000 * F  23  F  21  
  22 0.160 0.000 * R  24  R  22  
  23 0.151 0.000 * I  25  I  23  
  24 0.118 0.000 * A  26  A  24  
  25 0.210 0.000   N  27  A  25  
  26 0.201 0.000 * G  28  G  26  
  27 0.234 0.000   D  29  E  27  
  28 0.208 0.000 * M  30  M  28  
  29 0.236 0.000 * L  31  L  29  
  30 0.217 0.000 * G  32  G  30  
  31 0.188 0.000 * K  33  K  31  
  32 0.146 0.000 * D  34  D  32  
  33 0.158 0.000 * Q  35  Q  33  
  34 0.114 0.000 * P  36  P  34  
  35 0.108 0.000 * V  37  V  35  
  36 0.150 0.000 * I  38  I  36  
  37 0.159 0.000 * L  39  L  37  
  38 0.162 0.000 * Q  40  Q  38  
  39 0.121 0.000 * L  41  L  39  
  40 0.131 0.000 * L  42  L  40  
  41 0.125 0.000 * E  43  E  41  
  42 0.205 0.000 * I  44  I  42  
  43 0.805 0.000 * P  45  P  43  
  44 1.024 0.000   N  46  Q  44  
# ===============================
  45 0.334 0.000 * A  49  A  45  
  46 0.220 0.000   Q  50  M  46  
  47 0.215 0.000 * K  51  K  47  
  48 0.096 0.000 * A  52  A  48  
  49 0.070 0.000 * L  53  L  49  
  50 0.100 0.000   Q  54  E  50  
  51 0.098 0.000 * G  55  G  51  
  52 0.219 0.000 * V  56  V  52  
  53 0.206 0.000   M  57  V  53  
  54 0.143 0.000 * M  58  M  54  
  55 0.203 0.000 * E  59  E  55  
  56 0.264 0.000   I  60  L  56  
  57 0.202 0.000   D  61  E  57  
  58 0.219 0.000 * D  62  D  58  
  59 0.241 0.000 * C  63  C  59  
  60 0.266 0.000 * A  64  A  60  
  61 0.217 0.000 * F  65  F  61  
  62 0.173 0.000 * P  66  P  62  
  63 0.134 0.000 * L  67  L  63  
  64 0.035 0.000 * L  68  L  64  
  65 0.087 0.000 * A  69  A  65  
  66 0.123 0.000 * G  70  G  66  
  67 0.142 0.000   M  71  L  67  
  68 0.215 0.000   T  72  E  68  
  69 0.336 0.000 * A  73  A  69  
  70 0.339 0.000   H  74  T  70  
  71 0.319 0.000   A  75  D  71  
  72 0.468 0.000 * D  76  D  72  
  73 0.276 0.000 * P  77  P  73  
  74 0.513 0.000   M  78  D  74  
  75 0.487 0.000   T  79  V  75  
  76 0.361 0.000 * A  80  A  76  
  77 0.215 0.000 * F  81  F  77  
  78 0.243 0.000 * K  82  K  78  
  79 0.204 0.000 * D  83  D  79  
  80 0.161 0.000 * A  84  A  80  
  81 0.099 0.000 * D  85  D  81  
  82 0.047 0.000   V  86  Y  82  
  83 0.022 0.000 * A  87  A  83  
  84 0.044 0.000 * L  88  L  84  
  85 0.031 0.000 * L  89  L  85  
  86 0.075 0.000 * V  90  V  86  
  87 0.071 0.000 * G  91  G  87  
  88 0.159 0.000 * A  92  A  88  
  89 0.413 0.000   R  93  A  89  
  90 1.137 0.000 * P  94  P  90  
  91 0.000 0.000 * R  95  R  91  
# ===============================
  92 0.712 0.000 * L 105  L 101  
  93 0.728 0.000   E 106  Q 102  
  94 0.540 0.000   A 107  V 103  
  95 0.342 0.000 * N 108  N 104  
  96 0.479 0.000   A 109  G 105  
  97 0.503 0.000   Q 110  K 106  
  98 0.276 0.000 * I 111  I 107  
  99 0.189 0.000 * F 112  F 108  
 100 0.315 0.000 * T 113  T 109  
 101 0.286 0.000   V 114  E 110  
 102 0.109 0.000 * Q 115  Q 111  
 103 0.124 0.000 * G 116  G 112  
 104 0.209 0.000   K 117  R 113  
 105 0.216 0.000 * A 118  A 114  
 106 0.146 0.000   I 119  L 115  
 107 0.311 0.000   D 120  A 116  
 108 0.312 0.000   A 121  E 117  
 109 0.210 0.000 * V 122  V 118  
 110 0.135 0.000 * A 123  A 119  
 111 0.113 0.000   S 124  K 120  
 112 0.221 0.000   R 125  K 121  
 113 0.182 0.000   N 126  D 122  
 114 0.091 0.000   I 127  V 123  
 115 0.097 0.000 * K 128  K 124  
 116 0.054 0.000 * V 129  V 125  
 117 0.079 0.000 * L 130  L 126  
 118 0.097 0.000 * V 131  V 127  
 119 0.222 0.000 * V 132  V 128  
 120 0.215 0.000 * G 133  G 129  
 121 0.239 0.000 * N 134  N 130  
 122 0.217 0.000 * P 135  P 131  
 123 0.280 0.000 * A 136  A 132  
 124 0.272 0.000 * N 137  N 133  
 125 0.263 0.000 * T 138  T 134  
 126 0.254 0.000 * N 139  N 135  
 127 0.304 0.000 * A 140  A 136  
 128 0.399 0.000   Y 141  L 137  
 129 0.319 0.000 * I 142  I 138  
 130 0.245 0.000 * A 143  A 139  
 131 0.306 0.000   M 144  Y 140  
 132 0.226 0.000 * K 145  K 141  
 133 0.260 0.000   S 146  N 142  
 134 0.318 0.000 * A 147  A 143  
 135 0.975 0.000 * P 148  P 144  
 136 0.114 0.000   S 149  G 145  
 137 0.186 0.000 * L 150  L 146  
 138 0.261 0.000   P 151  N 147  
 139 0.382 0.000   A 152  P 148  
 140 0.283 0.000   K 153  R 149  
 141 0.049 0.000 * N 154  N 150  
 142 0.059 0.000 * F 155  F 151  
 143 0.098 0.000 * T 156  T 152  
 144 0.127 0.000 * A 157  A 153  
 145 0.171 0.000 * M 158  M 154  
 146 0.275 0.000   L 159  T 155  
 147 0.139 0.000 * R 160  R 156  
 148 0.178 0.000 * L 161  L 157  
 149 0.246 0.000 * D 162  D 158  
 150 0.103 0.000 * H 163  H 159  
 151 0.072 0.000 * N 164  N 160  
 152 0.191 0.000 * R 165  R 161  
 153 0.175 0.000 * A 166  A 162  
 154 0.189 0.000   L 167  K 163  
 155 0.092 0.000   S 168  A 164  
 156 0.161 0.000 * Q 169  Q 165  
 157 0.124 0.000   I 170  L 166  
 158 0.159 0.000 * A 171  A 167  
 159 0.195 0.000   A 172  K 168  
 160 0.161 0.000 * K 173  K 169  
 161 0.134 0.000 * T 174  T 170  
 162 0.209 0.000 * G 175  G 171  
 163 0.098 0.000   K 176  T 172  
 164 0.136 0.000   P 177  G 173  
 165 0.212 0.000 * V 178  V 174  
 166 0.285 0.000   S 179  D 175  
 167 0.248 0.000   S 180  R 176  
 168 0.312 0.000 * I 181  I 177  
 169 0.547 0.000   E 182  R 178  
 170 0.559 0.000   K 183  R 179  
 171 0.574 0.000   L 184  M 180  
 172 0.504 0.000   F 185  T 181  
 173 0.334 0.000 * V 186  V 182  
 174 0.156 0.000 * W 187  W 183  
 175 0.137 0.000 * G 188  G 184  
 176 0.568 0.000 * N 189  N 185  
 177 0.458 0.000 * H 190  H 186  
 178 0.390 0.000 * S 191  S 187  
 179 0.565 0.000   P 192  S 188  
 180 0.393 0.000   T 193  I 189  
 181 0.268 0.000 * M 194  M 190  
 182 0.152 0.000   Y 195  F 191  
 183 0.150 0.000   A 196  P 192  
 184 0.079 0.000 * D 197  D 193  
 185 0.333 0.000   Y 198  L 194  
 186 0.313 0.000   R 199  F 195  
 187 0.482 0.000   Y 200  H 196  
 188 0.442 0.000 * A 201  A 197  
 189 0.501 0.000   Q 202  E 198  
 190 1.010 0.000   I 203  V 199  
 191 1.185 0.000 * D 204  D 200  
 192 0.793 0.000 * G 205  G 205  
 193 0.484 0.000   A 206  R 206  
 194 0.616 0.000   S 207  P 207  
 195 0.571 0.000   V 208  A 208  
 196 0.364 0.000   K 209  L 209  
 197 0.375 0.000   D 210  E 210  
 198 0.469 0.000   M 211  L 211  
 199 0.583 0.000   I 212  V 212  
# ===============================
 200 0.727 0.000 * D 214  D 214  
 201 0.300 0.000   D 215  M 215  
 202 0.480 0.000   A 216  E 216  
 203 0.351 0.000 * W 217  W 217  
 204 0.325 0.000   N 218  Y 218  
 205 0.315 0.000   R 219  E 219  
 206 0.532 0.000   D 220  K 220  
 207 0.429 0.000   T 221  V 221  
 208 0.298 0.000 * F 222  F 222  
 209 0.321 0.000   L 223  I 223  
 210 0.389 0.000 * P 224  P 224  
 211 0.411 0.000 * T 225  T 225  
 212 0.358 0.000 * V 226  V 226  
 213 0.474 0.000   G 227  A 227  
 214 0.698 0.000   K 228  Q 228  
 215 0.396 0.000 * R 229  R 229  
 216 0.352 0.000 * G 230  G 230  
 217 0.522 0.000 * A 231  A 231  
 218 0.569 0.000 * A 232  A 232  
 219 0.431 0.000 * I 233  I 233  
 220 0.425 0.000 * I 234  I 234  
 221 0.503 0.000   D 235  Q 235  
 222 0.465 0.000 * A 236  A 236  
 223 0.542 0.000 * R 237  R 237  
 224 0.562 0.000 * G 238  G 238  
 225 0.526 0.000   V 239  A 239  
 226 0.402 0.000 * S 240  S 240  
 227 0.289 0.000 * S 241  S 241  
 228 0.194 0.000 * A 242  A 242  
 229 0.195 0.000 * A 243  A 243  
 230 0.241 0.000 * S 244  S 244  
 231 0.218 0.000 * A 245  A 245  
 232 0.107 0.000 * A 246  A 246  
 233 0.118 0.000 * N 247  N 247  
 234 0.100 0.000 * A 248  A 248  
 235 0.117 0.000 * A 249  A 249  
 236 0.061 0.000 * I 250  I 250  
 237 0.120 0.000   D 251  E 251  
 238 0.076 0.000 * H 252  H 252  
 239 0.088 0.000 * I 253  I 253  
 240 0.110 0.000   H 254  R 254  
 241 0.105 0.000 * D 255  D 255  
 242 0.079 0.000 * W 256  W 256  
 243 0.106 0.000   V 257  A 257  
 244 0.114 0.000 * L 258  L 258  
 245 0.216 0.000 * G 259  G 259  
 246 0.363 0.000 * T 260  T 260  
 247 1.584 0.000   A 261  P 261  
 248 1.356 0.000   G 262  E 262  
# ===============================
 249 0.852 0.000   K 263  D 264  
 250 0.305 0.000 * W 264  W 265  
 251 0.301 0.000   T 265  V 266  
 252 0.236 0.000   T 266  S 267  
 253 0.290 0.000 * M 267  M 268  
 254 0.262 0.000   G 268  A 269  
 255 0.211 0.000   I 269  V 270  
 256 0.226 0.000 * P 270  P 271  
 257 0.328 0.000 * S 271  S 272  
 258 0.489 0.000   D 272  Q 273  
 259 0.203 0.000 * G 273  G 274  
 260 0.381 0.000   S 274  E 275  
 261 0.194 0.000 * Y 275  Y 277  
 262 0.241 0.000 * G 276  G 278  
 263 0.216 0.000 * I 277  I 279  
 264 0.443 0.000 * P 278  P 280  
 265 0.512 0.000 * E 279  E 281  
 266 0.605 0.000 * G 280  G 282  
 267 0.490 0.000   V 281  I 283  
 268 0.257 0.000   I 282  V 284  
 269 0.263 0.000   F 283  Y 285  
 270 0.255 0.000   G 284  S 286  
 271 0.078 0.000 * F 285  F 287  
 272 0.167 0.000 * P 286  P 288  
 273 0.344 0.000 * V 287  V 289  
 274 0.344 0.000 * T 288  T 290  
 275 0.244 0.000   T 289  A 291  
 276 0.319 0.000   E 290  K 292  
 277 0.912 0.000   N 291  D 293  
 278 0.400 0.000 * G 292  G 294  
 279 0.217 0.000   E 293  A 295  
 280 0.195 0.000 * Y 294  Y 296  
 281 0.406 0.000   K 295  R 297  
 282 0.353 0.000   I 296  V 298  
 283 0.361 0.000 * V 297  V 299  
 284 0.592 0.000   Q 298  E 300  
 285 0.493 0.000 * G 299  G 301  
 286 0.434 0.000 * L 300  L 302  
 287 0.569 0.000   S 301  E 303  
 288 0.578 0.000 * I 302  I 304  
 289 0.551 0.000   D 303  N 305  
 290 0.610 0.000   A 304  E 306  
 291 0.477 0.000 * F 305  F 307  
 292 0.367 0.000   S 306  A 308  
 293 0.477 0.000   Q 307  R 309  
 294 0.426 0.000   E 308  K 310  
 295 0.275 0.000 * R 309  R 311  
 296 0.357 0.000   I 310  M 312  
 297 0.608 0.000   N 311  E 313  
 298 0.623 0.000   V 312  I 314  
 299 0.460 0.000 * T 313  T 315  
 300 0.496 0.000   L 314  A 316  
 301 0.752 0.000   N 315  Q 317  
 302 0.774 0.000 * E 316  E 318  
 303 0.446 0.000 * L 317  L 319  
 304 0.728 0.000 * L 318  L 320  
 305 0.952 0.000   E 319  D 321  
 306 0.820 0.000 * E 320  E 322  
 307 0.678 0.000   Q 321  M 323  
 308 0.905 0.000   N 322  E 324  
 309 0.991 0.000   G 323  Q 325  
 310 0.799 0.000 * V 324  V 326  
 311 0.734 0.000   Q 325  K 327  
# ===============================
 312 0.874 0.000   H 326  G 330  
 313 0.909 0.000 * L 327  L 331  
 314 1.016 0.000   L 328  I 332  
# ===============================
# Sequence alignment of the structurally conserved regions
# [average distance and standard deviation are with respect
#  to the framework (i.e., average structure)]
#
#  N av ds st dv   1b8pA  1bdmA  
# ===============================
   1 0.567 0.000 * K   3  K   1  
   2 0.084 0.000   T   4  A   2  
   3 0.139 0.000 * P   5  P   3  
   4 0.094 0.000   M   6  V   4  
   5 0.050 0.000 * R   7  R   5  
   6 0.131 0.000 * V   8  V   6  
   7 0.120 0.000 * A   9  A   7  
   8 0.166 0.000 * V  10  V   8  
   9 0.111 0.000 * T  11  T   9  
  10 0.322 0.000 * G  12  G  10  
  11 0.314 0.000 * A  13  A  11  
  12 0.236 0.000 * A  14  A  12  
  13 0.189 0.000 * G  15  G  13  
  14 0.195 0.000 * Q  16  Q  14  
  15 0.129 0.000 * I  17  I  15  
  16 0.167 0.000   C  18  G  16  
  17 0.092 0.000 * Y  19  Y  17  
  18 0.027 0.000 * S  20  S  18  
  19 0.071 0.000 * L  21  L  19  
  20 0.107 0.000 * L  22  L  20  
  21 0.123 0.000 * F  23  F  21  
  22 0.143 0.000 * R  24  R  22  
  23 0.132 0.000 * I  25  I  23  
  24 0.127 0.000 * A  26  A  24  
  25 0.210 0.000   N  27  A  25  
  26 0.194 0.000 * G  28  G  26  
  27 0.218 0.000   D  29  E  27  
  28 0.187 0.000 * M  30  M  28  
  29 0.217 0.000 * L  31  L  29  
  30 0.186 0.000 * G  32  G  30  
  31 0.183 0.000 * K  33  K  31  
  32 0.162 0.000 * D  34  D  32  
  33 0.171 0.000 * Q  35  Q  33  
  34 0.101 0.000 * P  36  P  34  
  35 0.112 0.000 * V  37  V  35  
  36 0.156 0.000 * I  38  I  36  
  37 0.135 0.000 * L  39  L  37  
  38 0.151 0.000 * Q  40  Q  38  
  39 0.132 0.000 * L  41  L  39  
  40 0.143 0.000 * L  42  L  40  
  41 0.128 0.000 * E  43  E  41  
  42 0.203 0.000 * I  44  I  42  
  43 0.797 0.000 * P  45  P  43  
  44 1.026 0.000   N  46  Q  44  
# ===============================
  45 0.348 0.000 * A  49  A  45  
  46 0.233 0.000   Q  50  M  46  
  47 0.240 0.000 * K  51  K  47  
  48 0.105 0.000 * A  52  A  48  
  49 0.085 0.000 * L  53  L  49  
  50 0.120 0.000   Q  54  E  50  
  51 0.108 0.000 * G  55  G  51  
  52 0.225 0.000 * V  56  V  52  
  53 0.223 0.000   M  57  V  53  
  54 0.167 0.000 * M  58  M  54  
  55 0.222 0.000 * E  59  E  55  
  56 0.279 0.000   I  60  L  56  
  57 0.222 0.000   D  61  E  57  
  58 0.242 0.000 * D  62  D  58  
  59 0.263 0.000 * C  63  C  59  
  60 0.288 0.000 * A  64  A  60  
  61 0.223 0.000 * F  65  F  61  
  62 0.190 0.000 * P  66  P  62  
  63 0.145 0.000 * L  67  L  63  
  64 0.054 0.000 * L  68  L  64  
  65 0.107 0.000 * A  69  A  65  
  66 0.148 0.000 * G  70  G  66  
  67 0.103 0.000   M  71  L  67  
  68 0.217 0.000   T  72  E  68  
  69 0.328 0.000 * A  73  A  69  
  70 0.317 0.000   H  74  T  70  
  71 0.327 0.000   A  75  D  71  
  72 0.420 0.000 * D  76  D  72  
  73 0.231 0.000 * P  77  P  73  
  74 0.463 0.000   M  78  D  74  
  75 0.443 0.000   T  79  V  75  
  76 0.327 0.000 * A  80  A  76  
  77 0.175 0.000 * F  81  F  77  
  78 0.213 0.000 * K  82  K  78  
  79 0.162 0.000 * D  83  D  79  
  80 0.158 0.000 * A  84  A  80  
  81 0.112 0.000 * D  85  D  81  
  82 0.058 0.000   V  86  Y  82  
  83 0.050 0.000 * A  87  A  83  
  84 0.051 0.000 * L  88  L  84  
  85 0.020 0.000 * L  89  L  85  
  86 0.100 0.000 * V  90  V  86  
  87 0.100 0.000 * G  91  G  87  
  88 0.159 0.000 * A  92  A  88  
  89 0.398 0.000   R  93  A  89  
  90 1.118 0.000 * P  94  P  90  
  91 0.000 0.000 * R  95  R  91  
# ===============================
  92 0.684 0.000 * L 105  L 101  
  93 0.696 0.000   E 106  Q 102  
  94 0.503 0.000   A 107  V 103  
  95 0.318 0.000 * N 108  N 104  
  96 0.456 0.000   A 109  G 105  
  97 0.457 0.000   Q 110  K 106  
  98 0.238 0.000 * I 111  I 107  
  99 0.169 0.000 * F 112  F 108  
 100 0.269 0.000 * T 113  T 109  
 101 0.239 0.000   V 114  E 110  
 102 0.068 0.000 * Q 115  Q 111  
 103 0.097 0.000 * G 116  G 112  
 104 0.155 0.000   K 117  R 113  
 105 0.164 0.000 * A 118  A 114  
 106 0.103 0.000   I 119  L 115  
 107 0.255 0.000   D 120  A 116  
 108 0.256 0.000   A 121  E 117  
 109 0.159 0.000 * V 122  V 118  
 110 0.088 0.000 * A 123  A 119  
 111 0.138 0.000   S 124  K 120  
 112 0.260 0.000   R 125  K 121  
 113 0.170 0.000   N 126  D 122  
 114 0.080 0.000   I 127  V 123  
 115 0.094 0.000 * K 128  K 124  
 116 0.057 0.000 * V 129  V 125  
 117 0.076 0.000 * L 130  L 126  
 118 0.110 0.000 * V 131  V 127  
 119 0.237 0.000 * V 132  V 128  
 120 0.218 0.000 * G 133  G 129  
 121 0.233 0.000 * N 134  N 130  
 122 0.218 0.000 * P 135  P 131  
 123 0.278 0.000 * A 136  A 132  
 124 0.277 0.000 * N 137  N 133  
 125 0.268 0.000 * T 138  T 134  
 126 0.262 0.000 * N 139  N 135  
 127 0.314 0.000 * A 140  A 136  
 128 0.401 0.000   Y 141  L 137  
 129 0.312 0.000 * I 142  I 138  
 130 0.246 0.000 * A 143  A 139  
 131 0.286 0.000   M 144  Y 140  
 132 0.208 0.000 * K 145  K 141  
 133 0.261 0.000   S 146  N 142  
 134 0.310 0.000 * A 147  A 143  
 135 0.943 0.000 * P 148  P 144  
 136 0.057 0.000   S 149  G 145  
 137 0.179 0.000 * L 150  L 146  
 138 0.264 0.000   P 151  N 147  
 139 0.381 0.000   A 152  P 148  
 140 0.302 0.000   K 153  R 149  
 141 0.043 0.000 * N 154  N 150  
 142 0.040 0.000 * F 155  F 151  
 143 0.122 0.000 * T 156  T 152  
 144 0.138 0.000 * A 157  A 153  
 145 0.191 0.000 * M 158  M 154  
 146 0.289 0.000   L 159  T 155  
 147 0.152 0.000 * R 160  R 156  
 148 0.188 0.000 * L 161  L 157  
 149 0.260 0.000 * D 162  D 158  
 150 0.116 0.000 * H 163  H 159  
 151 0.080 0.000 * N 164  N 160  
 152 0.203 0.000 * R 165  R 161  
 153 0.192 0.000 * A 166  A 162  
 154 0.197 0.000   L 167  K 163  
 155 0.098 0.000   S 168  A 164  
 156 0.180 0.000 * Q 169  Q 165  
 157 0.136 0.000   I 170  L 166  
 158 0.162 0.000 * A 171  A 167  
 159 0.213 0.000   A 172  K 168  
 160 0.186 0.000 * K 173  K 169  
 161 0.137 0.000 * T 174  T 170  
 162 0.212 0.000 * G 175  G 171  
 163 0.108 0.000   K 176  T 172  
 164 0.135 0.000   P 177  G 173  
 165 0.221 0.000 * V 178  V 174  
 166 0.286 0.000   S 179  D 175  
 167 0.243 0.000   S 180  R 176  
 168 0.313 0.000 * I 181  I 177  
 169 0.546 0.000   E 182  R 178  
 170 0.555 0.000   K 183  R 179  
 171 0.568 0.000   L 184  M 180  
 172 0.509 0.000   F 185  T 181  
 173 0.342 0.000 * V 186  V 182  
 174 0.169 0.000 * W 187  W 183  
 175 0.156 0.000 * G 188  G 184  
 176 0.558 0.000 * N 189  N 185  
 177 0.482 0.000 * H 190  H 186  
 178 0.412 0.000 * S 191  S 187  
 179 0.575 0.000   P 192  S 188  
 180 0.425 0.000   T 193  I 189  
 181 0.286 0.000 * M 194  M 190  
 182 0.172 0.000   Y 195  F 191  
 183 0.166 0.000   A 196  P 192  
 184 0.098 0.000 * D 197  D 193  
 185 0.342 0.000   Y 198  L 194  
 186 0.292 0.000   R 199  F 195  
 187 0.468 0.000   Y 200  H 196  
 188 0.430 0.000 * A 201  A 197  
 189 0.494 0.000   Q 202  E 198  
 190 1.004 0.000   I 203  V 199  
 191 1.182 0.000 * D 204  D 200  
 192 0.794 0.000 * G 205  G 205  
 193 0.473 0.000   A 206  R 206  
 194 0.597 0.000   S 207  P 207  
 195 0.550 0.000   V 208  A 208  
 196 0.370 0.000   K 209  L 209  
 197 0.398 0.000   D 210  E 210  
 198 0.468 0.000   M 211  L 211  
 199 0.556 0.000   I 212  V 212  
# ===============================
 200 0.726 0.000 * D 214  D 214  
 201 0.308 0.000   D 215  M 215  
 202 0.507 0.000   A 216  E 216  
 203 0.384 0.000 * W 217  W 217  
 204 0.357 0.000   N 218  Y 218  
 205 0.346 0.000   R 219  E 219  
 206 0.565 0.000   D 220  K 220  
 207 0.460 0.000   T 221  V 221  
 208 0.327 0.000 * F 222  F 222  
 209 0.352 0.000   L 223  I 223  
 210 0.423 0.000 * P 224  P 224  
 211 0.438 0.000 * T 225  T 225  
 212 0.381 0.000 * V 226  V 226  
 213 0.499 0.000   G 227  A 227  
 214 0.726 0.000   K 228  Q 228  
 215 0.417 0.000 * R 229  R 229  
 216 0.371 0.000 * G 230  G 230  
 217 0.546 0.000 * A 231  A 231  
 218 0.592 0.000 * A 232  A 232  
 219 0.447 0.000 * I 233  I 233  
 220 0.442 0.000 * I 234  I 234  
 221 0.525 0.000   D 235  Q 235  
 222 0.485 0.000 * A 236  A 236  
 223 0.556 0.000 * R 237  R 237  
 224 0.576 0.000 * G 238  G 238  
 225 0.534 0.000   V 239  A 239  
 226 0.413 0.000 * S 240  S 240  
 227 0.295 0.000 * S 241  S 241  
 228 0.194 0.000 * A 242  A 242  
 229 0.191 0.000 * A 243  A 243  
 230 0.240 0.000 * S 244  S 244  
 231 0.218 0.000 * A 245  A 245  
 232 0.098 0.000 * A 246  A 246  
 233 0.110 0.000 * N 247  N 247  
 234 0.100 0.000 * A 248  A 248  
 235 0.124 0.000 * A 249  A 249  
 236 0.067 0.000 * I 250  I 250  
 237 0.116 0.000   D 251  E 251  
 238 0.094 0.000 * H 252  H 252  
 239 0.111 0.000 * I 253  I 253  
 240 0.129 0.000   H 254  R 254  
 241 0.125 0.000 * D 255  D 255  
 242 0.097 0.000 * W 256  W 256  
 243 0.115 0.000   V 257  A 257  
 244 0.138 0.000 * L 258  L 258  
 245 0.233 0.000 * G 259  G 259  
 246 0.379 0.000 * T 260  T 260  
 247 1.583 0.000   A 261  P 261  
 248 1.345 0.000   G 262  E 262  
# ===============================
 249 0.864 0.000   K 263  D 264  
 250 0.298 0.000 * W 264  W 265  
 251 0.298 0.000   T 265  V 266  
 252 0.249 0.000   T 266  S 267  
 253 0.308 0.000 * M 267  M 268  
 254 0.280 0.000   G 268  A 269  
 255 0.219 0.000   I 269  V 270  
 256 0.234 0.000 * P 270  P 271  
 257 0.333 0.000 * S 271  S 272  
 258 0.509 0.000   D 272  Q 273  
 259 0.238 0.000 * G 273  G 274  
 260 0.372 0.000   S 274  E 275  
 261 0.162 0.000 * Y 275  Y 277  
 262 0.225 0.000 * G 276  G 278  
 263 0.258 0.000 * I 277  I 279  
 264 0.495 0.000 * P 278  P 280  
 265 0.561 0.000 * E 279  E 281  
 266 0.642 0.000 * G 280  G 282  
 267 0.498 0.000   V 281  I 283  
 268 0.266 0.000   I 282  V 284  
 269 0.257 0.000   F 283  Y 285  
 270 0.238 0.000   G 284  S 286  
 271 0.092 0.000 * F 285  F 287  
 272 0.154 0.000 * P 286  P 288  
 273 0.336 0.000 * V 287  V 289  
 274 0.341 0.000 * T 288  T 290  
 275 0.248 0.000   T 289  A 291  
 276 0.311 0.000   E 290  K 292  
 277 0.901 0.000   N 291  D 293  
 278 0.413 0.000 * G 292  G 294  
 279 0.208 0.000   E 293  A 295  
 280 0.176 0.000 * Y 294  Y 296  
 281 0.405 0.000   K 295  R 297  
 282 0.347 0.000   I 296  V 298  
 283 0.351 0.000 * V 297  V 299  
 284 0.585 0.000   Q 298  E 300  
 285 0.466 0.000 * G 299  G 301  
 286 0.410 0.000 * L 300  L 302  
 287 0.557 0.000   S 301  E 303  
 288 0.568 0.000 * I 302  I 304  
 289 0.542 0.000   D 303  N 305  
 290 0.597 0.000   A 304  E 306  
 291 0.485 0.000 * F 305  F 307  
 292 0.376 0.000   S 306  A 308  
 293 0.466 0.000   Q 307  R 309  
 294 0.399 0.000   E 308  K 310  
 295 0.239 0.000 * R 309  R 311  
 296 0.338 0.000   I 310  M 312  
 297 0.583 0.000   N 311  E 313  
 298 0.595 0.000   V 312  I 314  
 299 0.437 0.000 * T 313  T 315  
 300 0.470 0.000   L 314  A 316  
 301 0.727 0.000   N 315  Q 317  
 302 0.758 0.000 * E 316  E 318  
 303 0.437 0.000 * L 317  L 319  
 304 0.705 0.000 * L 318  L 320  
 305 0.929 0.000   E 319  D 321  
 306 0.808 0.000 * E 320  E 322  
 307 0.664 0.000   Q 321  M 323  
 308 0.885 0.000   N 322  E 324  
 309 0.993 0.000   G 323  Q 325  
 310 0.812 0.000 * V 324  V 326  
 311 0.747 0.000   Q 325  K 327  
# ===============================
 312 0.814 0.000   H 326  G 330  
 313 0.899 0.000 * L 327  L 331  
 314 1.027 0.000   L 328  I 332  
# ===============================
# Sequence alignment of the structurally conserved regions
# [average distance and standard deviation are with respect
#  to the framework (i.e., average structure)]
#
#  N av ds st dv   1b8pA  1bdmA  
# ===============================
   1 0.567 0.000 * K   3  K   1  
   2 0.084 0.000   T   4  A   2  
   3 0.139 0.000 * P   5  P   3  
   4 0.094 0.000   M   6  V   4  
   5 0.050 0.000 * R   7  R   5  
   6 0.131 0.000 * V   8  V   6  
   7 0.120 0.000 * A   9  A   7  
   8 0.166 0.000 * V  10  V   8  
   9 0.111 0.000 * T  11  T   9  
  10 0.322 0.000 * G  12  G  10  
  11 0.314 0.000 * A  13  A  11  
  12 0.236 0.000 * A  14  A  12  
  13 0.189 0.000 * G  15  G  13  
  14 0.195 0.000 * Q  16  Q  14  
  15 0.129 0.000 * I  17  I  15  
  16 0.167 0.000   C  18  G  16  
  17 0.092 0.000 * Y  19  Y  17  
  18 0.027 0.000 * S  20  S  18  
  19 0.071 0.000 * L  21  L  19  
  20 0.107 0.000 * L  22  L  20  
  21 0.123 0.000 * F  23  F  21  
  22 0.143 0.000 * R  24  R  22  
  23 0.132 0.000 * I  25  I  23  
  24 0.127 0.000 * A  26  A  24  
  25 0.210 0.000   N  27  A  25  
  26 0.194 0.000 * G  28  G  26  
  27 0.218 0.000   D  29  E  27  
  28 0.187 0.000 * M  30  M  28  
  29 0.217 0.000 * L  31  L  29  
  30 0.186 0.000 * G  32  G  30  
  31 0.183 0.000 * K  33  K  31  
  32 0.162 0.000 * D  34  D  32  
  33 0.171 0.000 * Q  35  Q  33  
  34 0.101 0.000 * P  36  P  34  
  35 0.112 0.000 * V  37  V  35  
  36 0.156 0.000 * I  38  I  36  
  37 0.135 0.000 * L  39  L  37  
  38 0.151 0.000 * Q  40  Q  38  
  39 0.132 0.000 * L  41  L  39  
  40 0.143 0.000 * L  42  L  40  
  41 0.128 0.000 * E  43  E  41  
  42 0.203 0.000 * I  44  I  42  
  43 0.797 0.000 * P  45  P  43  
  44 1.026 0.000   N  46  Q  44  
# ===============================
  45 0.348 0.000 * A  49  A  45  
  46 0.233 0.000   Q  50  M  46  
  47 0.240 0.000 * K  51  K  47  
  48 0.105 0.000 * A  52  A  48  
  49 0.085 0.000 * L  53  L  49  
  50 0.120 0.000   Q  54  E  50  
  51 0.108 0.000 * G  55  G  51  
  52 0.225 0.000 * V  56  V  52  
  53 0.223 0.000   M  57  V  53  
  54 0.167 0.000 * M  58  M  54  
  55 0.222 0.000 * E  59  E  55  
  56 0.279 0.000   I  60  L  56  
  57 0.222 0.000   D  61  E  57  
  58 0.242 0.000 * D  62  D  58  
  59 0.263 0.000 * C  63  C  59  
  60 0.288 0.000 * A  64  A  60  
  61 0.223 0.000 * F  65  F  61  
  62 0.190 0.000 * P  66  P  62  
  63 0.145 0.000 * L  67  L  63  
  64 0.054 0.000 * L  68  L  64  
  65 0.107 0.000 * A  69  A  65  
  66 0.148 0.000 * G  70  G  66  
  67 0.103 0.000   M  71  L  67  
  68 0.217 0.000   T  72  E  68  
  69 0.328 0.000 * A  73  A  69  
  70 0.317 0.000   H  74  T  70  
  71 0.327 0.000   A  75  D  71  
  72 0.420 0.000 * D  76  D  72  
  73 0.231 0.000 * P  77  P  73  
  74 0.463 0.000   M  78  D  74  
  75 0.443 0.000   T  79  V  75  
  76 0.327 0.000 * A  80  A  76  
  77 0.175 0.000 * F  81  F  77  
  78 0.213 0.000 * K  82  K  78  
  79 0.162 0.000 * D  83  D  79  
  80 0.158 0.000 * A  84  A  80  
  81 0.112 0.000 * D  85  D  81  
  82 0.058 0.000   V  86  Y  82  
  83 0.050 0.000 * A  87  A  83  
  84 0.051 0.000 * L  88  L  84  
  85 0.020 0.000 * L  89  L  85  
  86 0.100 0.000 * V  90  V  86  
  87 0.100 0.000 * G  91  G  87  
  88 0.159 0.000 * A  92  A  88  
  89 0.398 0.000   R  93  A  89  
  90 1.118 0.000 * P  94  P  90  
  91 0.000 0.000 * R  95  R  91  
# ===============================
  92 0.684 0.000 * L 105  L 101  
  93 0.696 0.000   E 106  Q 102  
  94 0.503 0.000   A 107  V 103  
  95 0.318 0.000 * N 108  N 104  
  96 0.456 0.000   A 109  G 105  
  97 0.457 0.000   Q 110  K 106  
  98 0.238 0.000 * I 111  I 107  
  99 0.169 0.000 * F 112  F 108  
 100 0.269 0.000 * T 113  T 109  
 101 0.239 0.000   V 114  E 110  
 102 0.068 0.000 * Q 115  Q 111  
 103 0.097 0.000 * G 116  G 112  
 104 0.155 0.000   K 117  R 113  
 105 0.164 0.000 * A 118  A 114  
 106 0.103 0.000   I 119  L 115  
 107 0.255 0.000   D 120  A 116  
 108 0.256 0.000   A 121  E 117  
 109 0.159 0.000 * V 122  V 118  
 110 0.088 0.000 * A 123  A 119  
 111 0.138 0.000   S 124  K 120  
 112 0.260 0.000   R 125  K 121  
 113 0.170 0.000   N 126  D 122  
 114 0.080 0.000   I 127  V 123  
 115 0.094 0.000 * K 128  K 124  
 116 0.057 0.000 * V 129  V 125  
 117 0.076 0.000 * L 130  L 126  
 118 0.110 0.000 * V 131  V 127  
 119 0.237 0.000 * V 132  V 128  
 120 0.218 0.000 * G 133  G 129  
 121 0.233 0.000 * N 134  N 130  
 122 0.218 0.000 * P 135  P 131  
 123 0.278 0.000 * A 136  A 132  
 124 0.277 0.000 * N 137  N 133  
 125 0.268 0.000 * T 138  T 134  
 126 0.262 0.000 * N 139  N 135  
 127 0.314 0.000 * A 140  A 136  
 128 0.401 0.000   Y 141  L 137  
 129 0.312 0.000 * I 142  I 138  
 130 0.246 0.000 * A 143  A 139  
 131 0.286 0.000   M 144  Y 140  
 132 0.208 0.000 * K 145  K 141  
 133 0.261 0.000   S 146  N 142  
 134 0.310 0.000 * A 147  A 143  
 135 0.943 0.000 * P 148  P 144  
 136 0.057 0.000   S 149  G 145  
 137 0.179 0.000 * L 150  L 146  
 138 0.264 0.000   P 151  N 147  
 139 0.381 0.000   A 152  P 148  
 140 0.302 0.000   K 153  R 149  
 141 0.043 0.000 * N 154  N 150  
 142 0.040 0.000 * F 155  F 151  
 143 0.122 0.000 * T 156  T 152  
 144 0.138 0.000 * A 157  A 153  
 145 0.191 0.000 * M 158  M 154  
 146 0.289 0.000   L 159  T 155  
 147 0.152 0.000 * R 160  R 156  
 148 0.188 0.000 * L 161  L 157  
 149 0.260 0.000 * D 162  D 158  
 150 0.116 0.000 * H 163  H 159  
 151 0.080 0.000 * N 164  N 160  
 152 0.203 0.000 * R 165  R 161  
 153 0.192 0.000 * A 166  A 162  
 154 0.197 0.000   L 167  K 163  
 155 0.098 0.000   S 168  A 164  
 156 0.180 0.000 * Q 169  Q 165  
 157 0.136 0.000   I 170  L 166  
 158 0.162 0.000 * A 171  A 167  
 159 0.213 0.000   A 172  K 168  
 160 0.186 0.000 * K 173  K 169  
 161 0.137 0.000 * T 174  T 170  
 162 0.212 0.000 * G 175  G 171  
 163 0.108 0.000   K 176  T 172  
 164 0.135 0.000   P 177  G 173  
 165 0.221 0.000 * V 178  V 174  
 166 0.286 0.000   S 179  D 175  
 167 0.243 0.000   S 180  R 176  
 168 0.313 0.000 * I 181  I 177  
 169 0.546 0.000   E 182  R 178  
 170 0.555 0.000   K 183  R 179  
 171 0.568 0.000   L 184  M 180  
 172 0.509 0.000   F 185  T 181  
 173 0.342 0.000 * V 186  V 182  
 174 0.169 0.000 * W 187  W 183  
 175 0.156 0.000 * G 188  G 184  
 176 0.558 0.000 * N 189  N 185  
 177 0.482 0.000 * H 190  H 186  
 178 0.412 0.000 * S 191  S 187  
 179 0.575 0.000   P 192  S 188  
 180 0.425 0.000   T 193  I 189  
 181 0.286 0.000 * M 194  M 190  
 182 0.172 0.000   Y 195  F 191  
 183 0.166 0.000   A 196  P 192  
 184 0.098 0.000 * D 197  D 193  
 185 0.342 0.000   Y 198  L 194  
 186 0.292 0.000   R 199  F 195  
 187 0.468 0.000   Y 200  H 196  
 188 0.430 0.000 * A 201  A 197  
 189 0.494 0.000   Q 202  E 198  
 190 1.004 0.000   I 203  V 199  
 191 1.182 0.000 * D 204  D 200  
 192 0.794 0.000 * G 205  G 205  
 193 0.473 0.000   A 206  R 206  
 194 0.597 0.000   S 207  P 207  
 195 0.550 0.000   V 208  A 208  
 196 0.370 0.000   K 209  L 209  
 197 0.398 0.000   D 210  E 210  
 198 0.468 0.000   M 211  L 211  
 199 0.556 0.000   I 212  V 212  
# ===============================
 200 0.726 0.000 * D 214  D 214  
 201 0.308 0.000   D 215  M 215  
 202 0.507 0.000   A 216  E 216  
 203 0.384 0.000 * W 217  W 217  
 204 0.357 0.000   N 218  Y 218  
 205 0.346 0.000   R 219  E 219  
 206 0.565 0.000   D 220  K 220  
 207 0.460 0.000   T 221  V 221  
 208 0.327 0.000 * F 222  F 222  
 209 0.352 0.000   L 223  I 223  
 210 0.423 0.000 * P 224  P 224  
 211 0.438 0.000 * T 225  T 225  
 212 0.381 0.000 * V 226  V 226  
 213 0.499 0.000   G 227  A 227  
 214 0.726 0.000   K 228  Q 228  
 215 0.417 0.000 * R 229  R 229  
 216 0.371 0.000 * G 230  G 230  
 217 0.546 0.000 * A 231  A 231  
 218 0.592 0.000 * A 232  A 232  
 219 0.447 0.000 * I 233  I 233  
 220 0.442 0.000 * I 234  I 234  
 221 0.525 0.000   D 235  Q 235  
 222 0.485 0.000 * A 236  A 236  
 223 0.556 0.000 * R 237  R 237  
 224 0.576 0.000 * G 238  G 238  
 225 0.534 0.000   V 239  A 239  
 226 0.413 0.000 * S 240  S 240  
 227 0.295 0.000 * S 241  S 241  
 228 0.194 0.000 * A 242  A 242  
 229 0.191 0.000 * A 243  A 243  
 230 0.240 0.000 * S 244  S 244  
 231 0.218 0.000 * A 245  A 245  
 232 0.098 0.000 * A 246  A 246  
 233 0.110 0.000 * N 247  N 247  
 234 0.100 0.000 * A 248  A 248  
 235 0.124 0.000 * A 249  A 249  
 236 0.067 0.000 * I 250  I 250  
 237 0.116 0.000   D 251  E 251  
 238 0.094 0.000 * H 252  H 252  
 239 0.111 0.000 * I 253  I 253  
 240 0.129 0.000   H 254  R 254  
 241 0.125 0.000 * D 255  D 255  
 242 0.097 0.000 * W 256  W 256  
 243 0.115 0.000   V 257  A 257  
 244 0.138 0.000 * L 258  L 258  
 245 0.233 0.000 * G 259  G 259  
 246 0.379 0.000 * T 260  T 260  
 247 1.583 0.000   A 261  P 261  
 248 1.345 0.000   G 262  E 262  
# ===============================
 249 0.864 0.000   K 263  D 264  
 250 0.298 0.000 * W 264  W 265  
 251 0.298 0.000   T 265  V 266  
 252 0.249 0.000   T 266  S 267  
 253 0.308 0.000 * M 267  M 268  
 254 0.280 0.000   G 268  A 269  
 255 0.219 0.000   I 269  V 270  
 256 0.234 0.000 * P 270  P 271  
 257 0.333 0.000 * S 271  S 272  
 258 0.509 0.000   D 272  Q 273  
 259 0.238 0.000 * G 273  G 274  
 260 0.372 0.000   S 274  E 275  
 261 0.162 0.000 * Y 275  Y 277  
 262 0.225 0.000 * G 276  G 278  
 263 0.258 0.000 * I 277  I 279  
 264 0.495 0.000 * P 278  P 280  
 265 0.561 0.000 * E 279  E 281  
 266 0.642 0.000 * G 280  G 282  
 267 0.498 0.000   V 281  I 283  
 268 0.266 0.000   I 282  V 284  
 269 0.257 0.000   F 283  Y 285  
 270 0.238 0.000   G 284  S 286  
 271 0.092 0.000 * F 285  F 287  
 272 0.154 0.000 * P 286  P 288  
 273 0.336 0.000 * V 287  V 289  
 274 0.341 0.000 * T 288  T 290  
 275 0.248 0.000   T 289  A 291  
 276 0.311 0.000   E 290  K 292  
 277 0.901 0.000   N 291  D 293  
 278 0.413 0.000 * G 292  G 294  
 279 0.208 0.000   E 293  A 295  
 280 0.176 0.000 * Y 294  Y 296  
 281 0.405 0.000   K 295  R 297  
 282 0.347 0.000   I 296  V 298  
 283 0.351 0.000 * V 297  V 299  
 284 0.585 0.000   Q 298  E 300  
 285 0.466 0.000 * G 299  G 301  
 286 0.410 0.000 * L 300  L 302  
 287 0.557 0.000   S 301  E 303  
 288 0.568 0.000 * I 302  I 304  
 289 0.542 0.000   D 303  N 305  
 290 0.597 0.000   A 304  E 306  
 291 0.485 0.000 * F 305  F 307  
 292 0.376 0.000   S 306  A 308  
 293 0.466 0.000   Q 307  R 309  
 294 0.399 0.000   E 308  K 310  
 295 0.239 0.000 * R 309  R 311  
 296 0.338 0.000   I 310  M 312  
 297 0.583 0.000   N 311  E 313  
 298 0.595 0.000   V 312  I 314  
 299 0.437 0.000 * T 313  T 315  
 300 0.470 0.000   L 314  A 316  
 301 0.727 0.000   N 315  Q 317  
 302 0.758 0.000 * E 316  E 318  
 303 0.437 0.000 * L 317  L 319  
 304 0.705 0.000 * L 318  L 320  
 305 0.929 0.000   E 319  D 321  
 306 0.808 0.000 * E 320  E 322  
 307 0.664 0.000   Q 321  M 323  
 308 0.885 0.000   N 322  E 324  
 309 0.993 0.000   G 323  Q 325  
 310 0.812 0.000 * V 324  V 326  
 311 0.747 0.000   Q 325  K 327  
# ===============================
 312 0.814 0.000   H 326  G 330  
 313 0.899 0.000 * L 327  L 331  
 314 1.027 0.000   L 328  I 332  
# ===============================

Least-squares dynamic programming alignment:
     FIT_ATOMS atoms for alignment     : CA
     Max dist from frw for equivalence :    3.5000
     Gap introduction penalty          :    0.0000
     Gap extension penalty             :    1.7500
     Numb of residues in framework     :       314
fndatmi_285W> Only      317 residues out of      318 contain atoms of type  CA
              (This is usually caused by non-standard residues, such
              as ligands, or by PDB files with missing atoms.)




COMPARISON OF SEVERAL 3D STRUCTURES:


  #  ALGNMT CODE      ATOM FILE                          

  1  1b8pA
  2  1bdmA



Variability at a given position is calculated as: 
VAR = 1/Nij * sum_ij (feat_i - feat_j)
sum runs over all pairs of proteins with residues present.



>> Least-squares superposition (FIT)           :       T

   Atom types for superposition/RMS (FIT_ATOMS): CA
   Atom type for position average/variability (VARATOM): CA


   Position comparison (FIT_ATOMS): 

       Cutoff for RMS calculation:     3.5000

       Upper = RMS, Lower = numb equiv positions

        1b8pA   1bdmA   
1b8pA      0.000   0.804
1bdmA        313   0.000



   Distance comparison (FIT_ATOMS): 

       Cutoff for rms calculation:     3.5000

       Upper = Distance RMS, Lower = numb equiv distances

        1b8pA   1bdmA   
1b8pA      0.000   0.625
1bdmA      48824   0.000

>> Sequence comparison: 

       Diag=numb res, Upper=numb equiv res, Lower = % seq ID


            1b8pA   1bdmA
1b8pA         327     194
1bdmA          61     318


>> Dihedral angle comparison: Alph


       Cutoff for rms comparison:    60.0000

       Upper = RMS Alph, Lower = numb of equiv angles

        1b8pA   1bdmA   
1b8pA      0.000  13.112
1bdmA        303   0.000


>> Dihedral angle comparison: Phi 


       Cutoff for rms comparison:    60.0000

       Upper = RMS Phi , Lower = numb of equiv angles

        1b8pA   1bdmA   
1b8pA      0.000  11.722
1bdmA        304   0.000


>> Dihedral angle comparison: Psi 


       Cutoff for rms comparison:    15.0000

       Upper = RMS Psi , Lower = numb of equiv angles

        1b8pA   1bdmA   
1b8pA      0.000   6.797
1bdmA        267   0.000


>> Dihedral angle comparison: Omeg


       Cutoff for rms comparison:    60.0000

       Upper = RMS Omeg, Lower = numb of equiv angles

        1b8pA   1bdmA   
1b8pA      0.000   3.968
1bdmA        311   0.000


>> Dihedral angle comparison: chi1


       Cutoff for rms comparison:    60.0000

       Upper = RMS chi1, Lower = numb of equiv angles

        1b8pA   1bdmA   
1b8pA      0.000  16.420
1bdmA        177   0.000


>> Dihedral angle comparison: chi2


       Cutoff for rms comparison:    60.0000

       Upper = RMS chi2, Lower = numb of equiv angles

        1b8pA   1bdmA   
1b8pA      0.000  18.853
1bdmA        116   0.000


>> Dihedral angle comparison: chi3


       Cutoff for rms comparison:    60.0000

       Upper = RMS chi3, Lower = numb of equiv angles

        1b8pA   1bdmA   
1b8pA      0.000  27.273
1bdmA         37   0.000


>> Dihedral angle comparison: chi4


       Cutoff for rms comparison:    60.0000

       Upper = RMS chi4, Lower = numb of equiv angles

        1b8pA   1bdmA   
1b8pA      0.000  27.741
1bdmA         10   0.000


>> Dihedral angle comparison: chi5


       Cutoff for rms comparison:    60.0000

       Upper = RMS chi5, Lower = numb of equiv angles

        1b8pA   1bdmA   
1b8pA      0.000   0.000
1bdmA          0   0.000



>> Ramachandran mainchain class substitution
   prot 1 --> prot 2; class on vert --> class on horiz

              A      P      B      L      E      U
      A     172      2      1      2      0      2
      P       1     34      7      0      0      0
      B       0      6     64      0      0      1
      L       0      2      0     16      0      0
      E       0      0      1      0      2      0
      U       0      1      0      0      0      0


   Summary (% does not count undefined):

   CODE   # ID # NID # TOT   % ID  % NID  % TOT
      A    172     7   179   55.0    2.2   57.2
      P     34     8    42   10.9    2.6   13.4
      B     64     7    71   20.4    2.2   22.7
      L     16     2    18    5.1    0.6    5.8
      E      2     1     3    0.6    0.3    1.0
   --------------------------------------------
   SUMS    288    25   313   92.0    8.0  100.0
   --------------------------------------------
      U      0     1     1    0.0    0.3    0.3



>> Dihedral class substitution: Alph
   prot 1 --> prot 2; class on vert --> class on horiz

              1      2      3      4
      1      12      1      4      0
      2       2    170      1      2
      3       6      5    106      3
      4       0      0      1      1


   Summary (% does not count undefined):

   CODE   # ID # NID # TOT   % ID  % NID  % TOT
      1     12     5    17    3.8    1.6    5.4
      2    170     5   175   54.5    1.6   56.1
      3    106    14   120   34.0    4.5   38.5
   --------------------------------------------
   SUMS    288    24   312   92.3    7.7  100.0
   --------------------------------------------
      4      1     1     2    0.3    0.3    0.6



>> Dihedral class substitution: Phi 
   prot 1 --> prot 2; class on vert --> class on horiz

              1      2      3      4
      1     181      2     14      2
      2       2     18      1      0
      3       5      0     88      0
      4       1      0      0      0


   Summary (% does not count undefined):

   CODE   # ID # NID # TOT   % ID  % NID  % TOT
      1    181    18   199   57.8    5.8   63.6
      2     18     3    21    5.8    1.0    6.7
      3     88     5    93   28.1    1.6   29.7
   --------------------------------------------
   SUMS    287    26   313   91.7    8.3  100.0
   --------------------------------------------
      4      0     1     1    0.0    0.3    0.3



>> Dihedral class substitution: Psi 
   prot 1 --> prot 2; class on vert --> class on horiz

              1      2      3      4
      1     152      9      1      0
      2       2     39      4      1
      3       1      2    102      1
      4       0      0      0      0


   Summary (% does not count undefined):

   CODE   # ID # NID # TOT   % ID  % NID  % TOT
      1    152    10   162   48.4    3.2   51.6
      2     39     7    46   12.4    2.2   14.6
      3    102     4   106   32.5    1.3   33.8
   --------------------------------------------
   SUMS    293    21   314   93.3    6.7  100.0
   --------------------------------------------
      4      0     0     0    0.0    0.0    0.0



>> Dihedral class substitution: Omeg
   prot 1 --> prot 2; class on vert --> class on horiz

              1      2      3      4
      1     310      0      0      3
      2       0      1      0      0
      3       0      0      0      0
      4       0      0      0      0


   Summary (% does not count undefined):

   CODE   # ID # NID # TOT   % ID  % NID  % TOT
      1    310     3   313   98.7    1.0   99.7
      2      1     0     1    0.3    0.0    0.3
      3      0     0     0    0.0    0.0    0.0
   --------------------------------------------
   SUMS    311     3   314   99.0    1.0  100.0
   --------------------------------------------
      4      0     0     0    0.0    0.0    0.0



>> Dihedral class substitution: chi1
   prot 1 --> prot 2; class on vert --> class on horiz

              1      2      3      4
      1     109     14      8      6
      2      18     57      5      9
      3       9      1      8      2
      4       2      7      4     55


   Summary (% does not count undefined):

   CODE   # ID # NID # TOT   % ID  % NID  % TOT
      1    109    28   137   44.3   11.4   55.7
      2     57    32    89   23.2   13.0   36.2
      3      8    12    20    3.3    4.9    8.1
   --------------------------------------------
   SUMS    174    72   246   70.7   29.3  100.0
   --------------------------------------------
      4     55    13    68   17.5    4.1   21.7



>> Dihedral class substitution: chi2
   prot 1 --> prot 2; class on vert --> class on horiz

              1      2      3      4
      1      84     14      3     11
      2      16     32      6      8
      3       6      1      6      2
      4      16      7      1    101


   Summary (% does not count undefined):

   CODE   # ID # NID # TOT   % ID  % NID  % TOT
      1     84    28   112   44.4   14.8   59.3
      2     32    30    62   16.9   15.9   32.8
      3      6     9    15    3.2    4.8    7.9
   --------------------------------------------
   SUMS    122    67   189   64.6   35.4  100.0
   --------------------------------------------
      4    101    24   125   32.2    7.6   39.8



>> Dihedral class substitution: chi3
   prot 1 --> prot 2; class on vert --> class on horiz

              1      2      3      4
      1      26      6      6      9
      2       6     10      1      7
      3       2      1      2      1
      4      18     11      4    204


   Summary (% does not count undefined):

   CODE   # ID # NID # TOT   % ID  % NID  % TOT
      1     26    21    47   33.8   27.3   61.0
      2     10    14    24   13.0   18.2   31.2
      3      2     4     6    2.6    5.2    7.8
   --------------------------------------------
   SUMS     38    39    77   49.4   50.6  100.0
   --------------------------------------------
      4    204    33   237   65.0   10.5   75.5



>> Dihedral class substitution: chi4
   prot 1 --> prot 2; class on vert --> class on horiz

              1      2      3      4
      1       7      1      6      2
      2       1      1      0      1
      3       1      2      0      5
      4       9      0      4    274


   Summary (% does not count undefined):

   CODE   # ID # NID # TOT   % ID  % NID  % TOT
      1      7     9    16   25.9   33.3   59.3
      2      1     2     3    3.7    7.4   11.1
      3      0     8     8    0.0   29.6   29.6
   --------------------------------------------
   SUMS      8    19    27   29.6   70.4  100.0
   --------------------------------------------
      4    274    13   287   87.3    4.1   91.4



>> Dihedral class substitution: chi5
   prot 1 --> prot 2; class on vert --> class on horiz

              1      2      3      4
      1       0      0      0      0
      2       0      0      0      0
      3       0      0      0      0
      4       0      0      0    314


   Summary (% does not count undefined):

   CODE   # ID # NID # TOT   % ID  % NID  % TOT
      1      0     0     0    0.0    0.0    0.0
      2      0     0     0    0.0    0.0    0.0
      3      0     0     0    0.0    0.0    0.0
   --------------------------------------------
   SUMS      0     0     0    0.0    0.0    0.0
   --------------------------------------------
      4    314     0   314  100.0    0.0  100.0



>> Detailed comparison:


       Structure :  1
       Structure :  2
       ALN      ... alignment position
       RESID... ... residue numbers 1/2/3
       AAA      ... amino acid types 1/2/3
       MNC      ... mainchain classes 1/2/3
       ALP...   ... dihedral angle classes (alpha,phi,psi,...)

ALN RESIDUE_NUMBERS AAA MNC ALP PHI PSI OMG CH1 CH2 CH3 CH4 CH5 
---------------------------------------------------------------
  1       ----0      -M  -U  -4  -4  -3  -1  -1  -2  -3  -4  -4
  2      3    1      KK  UP  43  41  33  11  31  11  11  11  44
  3      4    2      TA  PP  33  11  33  11  34  44  44  44  44
  4      5    3      PP  PP  33  11  22  11  21  12  21  44  44
  5      6    4      MV  BB  33  33  33  11  12  14  24  44  44
  6      7    5      RR  BB  33  33  33  11  11  11  31  32  44
  7      8    6      VV  BB  33  33  33  11  11  44  44  44  44
  8      9    7      AA  BB  33  33  33  11  44  44  44  44  44
  9      10   8      VV  BB  33  33  33  11  11  44  44  44  44
 10      11   9      TT  PP  22  33  33  11  22  44  44  44  44
 11      12   10     GG  LL  33  22  22  11  44  44  44  44  44
 12      13   11     AA  AA  22  11  11  11  44  44  44  44  44
 13      14   12     AA  AA  22  33  22  11  44  44  44  44  44
 14      15   13     GG  PP  31  11  33  11  44  44  44  44  44
 15      16   14     QQ  AA  22  11  11  11  21  31  11  44  44
 16      17   15     II  AA  22  11  11  11  11  11  44  44  44
 17      18   16     CG  AA  22  11  11  11  14  44  44  44  44
 18      19   17     YY  AA  22  11  11  11  22  22  44  44  44
 19      20   18     SS  AA  22  33  11  11  22  44  44  44  44
 20      21   19     LL  AA  22  13  11  11  22  22  44  44  44
 21      22   20     LL  AA  22  11  11  11  11  11  44  44  44
 22      23   21     FF  AA  22  11  11  11  11  22  44  44  44
 23      24   22     RR  AA  22  11  11  11  11  11  33  11  44
 24      25   23     II  AA  22  11  11  11  11  11  44  44  44
 25      26   24     AA  AA  22  11  11  11  44  44  44  44  44
 26      27   25     NA  AA  33  11  11  11  24  24  44  44  44
 27      28   26     GG  LL  33  22  22  11  44  44  44  44  44
 28      29   27     DE  AA  22  11  11  11  11  11  41  44  44
 29      30   28     MM  AA  22  13  11  11  22  11  22  44  44
 30      31   29     LL  AA  11  33  22  11  11  11  44  44  44
 31      32   30     GG  EE  31  22  33  11  44  44  44  44  44
 32      33   31     KK  AA  22  11  11  11  11  23  11  11  44
 33      34   32     DD  AA  22  33  22  11  33  11  44  44  44
 34      35   33     QQ  BB  33  33  33  11  22  33  11  44  44
 35      36   34     PP  PP  33  11  22  11  13  22  11  44  44
 36      37   35     VV  BB  33  33  33  11  22  44  44  44  44
 37      38   36     II  BB  33  33  33  11  11  11  44  44  44
 38      39   37     LL  BB  33  33  33  11  11  11  44  44  44
 39      40   38     QQ  BB  33  33  33  11  11  11  22  44  44
 40      41   39     LL  BB  33  33  33  11  11  11  44  44  44
 41      42   40     LL  BB  33  33  33  11  22  22  44  44  44
 42      43   41     EE  BB  13  33  33  11  11  22  11  44  44
 43      44   42     II  PP  33  11  33  11  22  11  44  44  44
 44      45   43     PP  AA  32  11  11  11  21  12  21  44  44
 45      46   44     NQ  PA  32  11  31  11  11  12  42  44  44
 46      47    ----  E-  A-  2-  1-  1-  1-  2-  1-  1-  4-  4-
 47      48    ----  K-  A-  2-  1-  1-  1-  2-  1-  1-  3-  4-
 48      49   45     AA  AA  22  13  12  11  44  44  44  44  44
 49      50   46     QM  AA  22  11  11  11  11  22  11  44  44
 50      51   47     KK  AA  22  11  11  11  22  11  13  13  44
 51      52   48     AA  AA  22  11  11  11  44  44  44  44  44
 52      53   49     LL  AA  22  11  11  11  22  22  44  44  44
 53      54   50     QE  AA  22  11  11  11  21  32  11  44  44
 54      55   51     GG  AA  22  11  11  11  44  44  44  44  44
 55      56   52     VV  AA  22  11  11  11  11  44  44  44  44
 56      57   53     MV  AA  22  11  11  11  11  14  24  44  44
 57      58   54     MM  AA  22  11  11  11  11  11  11  44  44
 58      59   55     EE  AA  22  11  11  11  11  11  11  44  44
 59      60   56     IL  AA  22  11  11  11  11  11  44  44  44
 60      61   57     DE  AA  22  11  11  11  11  11  41  44  44
 61      62   58     DD  AA  22  11  22  11  11  11  44  44  44
 62      63   59     CC  AA  33  33  11  11  11  44  44  44  44
 63      64   60     AA  LL  33  22  22  11  44  44  44  44  44
 64      65   61     FF  BB  33  11  33  11  11  11  44  44  44
 65      66   62     PP  AA  22  11  11  11  23  11  22  44  44
 66      67   63     LL  AA  22  13  12  11  11  11  44  44  44
 67      68   64     LL  BB  33  11  33  11  22  22  44  44  44
 68      69   65     AA  AA  11  11  11  11  44  44  44  44  44
 69      70   66     GG  BB  33  33  33  11  44  44  44  44  44
 70      71   67     ML  BB  33  33  33  11  22  11  24  44  44
 71      72   68     TE  BB  33  33  33  11  22  41  41  44  44
 72      73   69     AA  BB  33  33  33  11  44  44  44  44  44
 73      74   70     HT  BB  33  33  33  11  13  24  44  44  44
 74      75   71     AD  AA  22  33  22  11  43  41  44  44  44
 75      76   72     DD  BB  33  33  33  11  22  11  44  44  44
 76      77   73     PP  AA  22  11  11  11  21  12  21  44  44
 77      78   74     MD  AA  22  11  11  11  21  31  24  44  44
 78      79   75     TV  AA  22  31  11  11  21  44  44  44  44
 79      80   76     AA  AA  22  11  11  11  44  44  44  44  44
 80      81   77     FF  AA  33  13  22  11  11  11  44  44  44
 81      82   78     KK  PP  11  11  33  11  22  21  11  13  44
 82      83   79     DD  LL  33  22  22  11  11  11  44  44  44
 83      84   80     AA  PP  33  11  33  11  44  44  44  44  44
 84      85   81     DD  AA  22  33  11  11  11  11  44  44  44
 85      86   82     VY  BB  33  33  33  11  11  42  44  44  44
 86      87   83     AA  BB  33  33  33  11  44  44  44  44  44
 87      88   84     LL  BB  33  33  33  11  11  22  44  44  44
 88      89   85     LL  BB  33  33  33  11  11  21  44  44  44
 89      90   86     VV  AA  22  33  11  11  11  44  44  44  44
 90      91   87     GG  PP  33  11  33  11  44  44  44  44  44
 91      92   88     AA  BB  11  33  33  11  44  44  44  44  44
 92      93   89     RA  BP  34  31  33  11  24  34  14  34  44
 93      94   90     PP  PP  34  11  22  14  22  11  21  44  44
 94      95   91     RR  BU  34  14  34  14  24  14  14  34  44
 95      96    ----  G-  P-  1-  1-  3-  1-  4-  4-  4-  4-  4-
 96      97    ----  P-  P-  2-  1-  2-  1-  1-  2-  1-  4-  4-
 97      98    ----  G-  L-  3-  2-  2-  1-  4-  4-  4-  4-  4-
 98      99    ----  M-  P-  3-  1-  3-  1-  1-  1-  2-  4-  4-
 99      100   ----  E-  P-  3-  3-  3-  1-  1-  1-  1-  4-  4-
100      101   ----  R-  A-  2-  1-  1-  1-  2-  1-  1-  1-  4-
101      102   ----  K-  A-  2-  1-  1-  1-  3-  1-  1-  1-  4-
102      103   ----  D-  A-  2-  1-  1-  1-  1-  1-  4-  4-  4-
103      104   ----  L-  A-  2-  1-  1-  1-  2-  2-  4-  4-  4-
104      105  101    LL  AU  24  14  11  11  11  22  44  44  44
105      106  102    EQ  AA  22  11  11  11  11  12  11  44  44
106      107  103    AV  AA  22  11  11  11  43  44  44  44  44
107      108  104    NN  AA  22  11  11  11  11  22  44  44  44
108      109  105    AG  AA  22  11  11  11  44  44  44  44  44
109      110  106    QK  AA  22  11  11  11  11  22  22  43  44
110      111  107    II  AA  22  11  11  11  11  11  44  44  44
111      112  108    FF  AA  22  11  11  11  11  22  44  44  44
112      113  109    TT  AA  22  11  11  11  22  44  44  44  44
113      114  110    VE  AA  22  11  11  11  12  41  41  44  44
114      115  111    QQ  AA  22  11  11  11  11  11  12  44  44
115      116  112    GG  AA  22  11  11  11  44  44  44  44  44
116      117  113    KR  AA  22  11  11  11  11  11  12  13  44
117      118  114    AA  AA  22  11  11  11  44  44  44  44  44
118      119  115    IL  AA  22  11  11  11  11  11  44  44  44
119      120  116    DA  AA  22  11  11  11  24  14  44  44  44
120      121  117    AE  AA  22  11  11  11  42  41  41  44  44
121      122  118    VV  AA  22  33  11  11  22  44  44  44  44
122      123  119    AA  PP  11  13  33  11  44  44  44  44  44
123      124  120    SK  PP  33  11  33  11  31  42  41  43  44
124      125  121    RK  AA  22  11  11  11  11  23  32  11  44
125      126  122    ND  AA  33  33  22  11  12  11  44  44  44
126      127  123    IV  PP  33  11  33  11  33  14  44  44  44
127      128  124    KK  BB  33  33  33  11  11  12  11  32  44
128      129  125    VV  BB  33  33  33  11  11  44  44  44  44
129      130  126    LL  BB  33  33  33  11  22  22  44  44  44
130      131  127    VV  BB  33  33  33  11  11  44  44  44  44
131      132  128    VV  AA  22  33  11  11  11  44  44  44  44
132      133  129    GG  PP  11  11  33  11  44  44  44  44  44
133      134  130    NN  PP  22  11  33  22  11  21  44  44  44
134      135  131    PP  PP  33  11  22  11  22  11  22  44  44
135      136  132    AA  AA  22  11  11  11  44  44  44  44  44
136      137  133    NN  AA  22  11  11  11  11  21  44  44  44
137      138  134    TT  AA  22  11  11  11  11  44  44  44  44
138      139  135    NN  AA  22  11  11  11  11  11  44  44  44
139      140  136    AA  AA  22  11  11  11  44  44  44  44  44
140      141  137    YL  AA  22  11  11  11  22  22  44  44  44
141      142  138    II  AA  22  11  11  11  11  11  44  44  44
142      143  139    AA  AA  22  11  11  11  44  44  44  44  44
143      144  140    MY  AA  22  11  11  11  23  12  24  44  44
144      145  141    KK  AA  22  11  11  11  11  23  11  13  44
145      146  142    SN  AA  22  13  22  11  21  41  44  44  44
146      147  143    AA  BB  33  33  22  11  44  44  44  44  44
147      148  144    PP  AP  22  11  12  11  22  11  22  44  44
148      149  145    SG  AL  22  12  12  11  14  44  44  44  44
149      150  146    LL  BB  33  33  33  11  11  11  44  44  44
150      151  147    PN  PP  33  11  23  11  12  21  14  44  44
151      152  148    AP  AA  22  11  11  11  42  41  42  44  44
152      153  149    KR  AA  22  11  11  11  31  12  12  11  44
153      154  150    NN  AA  22  11  22  11  11  11  44  44  44
154      155  151    FF  BB  33  33  33  11  11  22  44  44  44
155      156  152    TT  BB  33  33  33  11  22  44  44  44  44
156      157  153    AA  BB  33  33  33  11  44  44  44  44  44
157      158  154    MM  BB  33  13  33  11  22  11  22  44  44
158      159  155    LT  AA  22  33  22  11  12  34  44  44  44
159      160  156    RR  AA  22  11  11  11  22  33  11  22  44
160      161  157    LL  AA  22  11  11  11  22  22  44  44  44
161      162  158    DD  AA  22  11  11  11  11  11  44  44  44
162      163  159    HH  AA  22  11  11  11  22  22  44  44  44
163      164  160    NN  AA  22  11  11  11  11  11  44  44  44
164      165  161    RR  AA  22  11  11  11  11  11  11  11  44
165      166  162    AA  AA  22  11  11  11  44  44  44  44  44
166      167  163    LK  AA  22  11  11  11  21  21  43  41  44
167      168  164    SA  AA  22  11  11  11  14  44  44  44  44
168      169  165    QQ  AA  22  11  11  11  11  22  22  44  44
169      170  166    IL  AA  22  11  11  11  12  22  44  44  44
170      171  167    AA  AA  22  11  11  11  44  44  44  44  44
171      172  168    AK  AA  22  11  11  11  42  41  42  41  44
172      173  169    KK  AA  22  11  11  11  22  33  11  12  44
173      174  170    TT  AA  33  11  12  11  22  44  44  44  44
174      175  171    GG  LL  33  22  22  11  44  44  44  44  44
175      176  172    KT  BP  13  33  33  11  12  24  14  34  44
176      177  173    PG  PP  33  11  23  11  24  14  24  44  44
177      178  174    VV  AA  22  11  11  11  33  44  44  44  44
178      179  175    SD  AA  22  11  11  11  13  41  44  44  44
179      180  176    SR  AA  22  33  12  11  11  42  43  41  44
180      181  177    II  PP  33  13  33  11  11  12  44  44  44
181      182  178    ER  BB  22  33  33  11  13  11  12  41  44
182      183  179    KR  LL  33  22  22  11  11  11  11  31  44
183      184  180    LM  BP  33  31  33  11  22  23  42  44  44
184      185  181    FT  BB  33  33  33  11  31  24  44  44  44
185      186  182    VV  BB  33  33  33  11  11  44  44  44  44
186      187  183    WW  BB  12  33  33  11  11  11  44  44  44
187      188  184    GG  EE  21  22  33  11  44  44  44  44  44
188      189  185    NN  PB  31  13  33  11  23  21  44  44  44
189      190  186    HH  BB  22  11  33  11  22  22  44  44  44
190      191  187    SS  BB  13  33  33  11  11  44  44  44  44
191      192  188    PS  AA  22  11  11  11  21  14  24  44  44
192      193  189    TI  AA  33  33  22  11  22  41  44  44  44
193      194  190    MM  PP  33  11  33  11  33  33  13  44  44
194      195  191    YF  BB  33  33  33  11  22  22  44  44  44
195      196  192    AP  PB  33  11  32  11  42  41  42  44  44
196      197  193    DD  BB  33  33  33  11  22  11  44  44  44
197      198  194    YL  AA  22  33  22  11  31  12  44  44  44
198      199  195    RF  AA  22  11  11  11  11  11  34  14  44
199      200  196    YH  AA  32  33  12  11  11  21  44  44  44
200      201  197    AA  PP  33  11  33  11  44  44  44  44  44
201      202  198    QE  BB  33  33  33  11  11  11  21  44  44
202      203  199    IV  BB  11  33  33  11  11  14  44  44  44
203      204  200    DD  LL  11  22  22  11  12  11  44  44  44
204      205  205    GG  LL  22  22  22  11  44  44  44  44  44
205      206  206    AR  BP  33  33  33  11  41  42  42  41  44
206      207  207    SP  PP  33  11  32  11  31  42  42  44  44
207      208  208    VA  AA  22  11  11  11  14  44  44  44  44
208      209  209    KL  AA  22  11  12  11  21  12  14  34  44
209      210  210    DE  AA  22  11  11  11  11  11  41  44  44
210      211  211    ML  AA  22  13  11  11  21  11  14  44  44
211      212  212    IV  AB  33  13  13  11  13  14  44  44  44
212      213   ----  N-  L-  2-  2-  2-  1-  2-  2-  4-  4-  4-
213      214  214    DD  BP  33  33  33  11  23  11  44  44  44
214      215  215    DM  AA  22  11  11  11  22  13  43  44  44
215      216  216    AE  AA  22  11  11  11  42  41  41  44  44
216      217  217    WW  AA  22  11  11  11  22  11  44  44  44
217      218  218    NY  AA  22  11  11  11  22  12  44  44  44
218      219  219    RE  AA  22  11  11  11  12  11  11  24  44
219      220  220    DK  AA  22  33  11  11  31  11  41  41  44
220      221  221    TV  AA  22  33  11  11  11  44  44  44  44
221      222  222    FF  AA  22  11  11  11  22  22  44  44  44
222      223  223    LI  AA  22  11  11  11  11  21  44  44  44
223      224  224    PP  AA  22  11  11  11  13  22  11  44  44
224      225  225    TT  AA  22  11  11  11  11  44  44  44  44
225      226  226    VV  AA  22  11  11  11  11  44  44  44  44
226      227  227    GA  AA  22  11  11  11  44  44  44  44  44
227      228  228    KQ  AA  22  33  22  11  12  12  31  34  44
228      229  229    RR  AA  22  11  11  11  22  33  11  11  44
229      230  230    GG  AA  22  11  11  11  44  44  44  44  44
230      231  231    AA  AA  22  11  11  11  44  44  44  44  44
231      232  232    AA  AA  22  11  11  11  44  44  44  44  44
232      233  233    II  AA  22  11  11  11  11  11  44  44  44
233      234  234    II  AA  22  11  11  11  11  11  44  44  44
234      235  235    DQ  AA  22  11  11  11  21  21  41  44  44
235      236  236    AA  AA  22  11  11  11  44  44  44  44  44
236      237  237    RR  AA  33  33  11  11  11  11  33  21  44
237      238  238    GG  LL  22  22  22  11  44  44  44  44  44
238      239  239    VA  BB  13  33  33  11  24  44  44  44  44
239      240  240    SS  PP  31  11  33  11  21  44  44  44  44
240      241  241    SS  BB  33  11  22  11  11  44  44  44  44
241      242  242    AA  AA  22  11  11  11  44  44  44  44  44
242      243  243    AA  AA  22  11  11  11  44  44  44  44  44
243      244  244    SS  AA  22  11  11  11  11  44  44  44  44
244      245  245    AA  AA  22  11  11  11  44  44  44  44  44
245      246  246    AA  AA  22  11  11  11  44  44  44  44  44
246      247  247    NN  AA  22  11  11  11  22  22  44  44  44
247      248  248    AA  AA  22  11  11  11  44  44  44  44  44
248      249  249    AA  AA  22  11  11  11  44  44  44  44  44
249      250  250    II  AA  22  11  11  11  11  11  44  44  44
250      251  251    DE  AA  22  11  11  11  11  11  41  44  44
251      252  252    HH  AA  22  11  11  11  22  11  44  44  44
252      253  253    II  AA  22  11  11  11  11  22  44  44  44
253      254  254    HR  AA  22  11  11  11  22  11  43  41  44
254      255  255    DD  AA  22  11  11  11  11  11  44  44  44
255      256  256    WW  AA  22  11  11  11  22  33  44  44  44
256      257  257    VA  AA  22  11  11  11  14  44  44  44  44
257      258  258    LL  AA  33  33  11  11  11  11  44  44  44
258      259  259    GG  EB  31  23  33  11  44  44  44  44  44
259      260  260    TT  AP  33  31  23  11  22  44  44  44  44
260      261  261    AP  LP  11  21  22  11  43  42  41  44  44
261      262  262    GE  LP  32  21  23  11  41  42  41  44  44
262       ----263    -G  -L  -2  -2  -2  -1  -4  -4  -4  -4  -4
263      263  264    KD  PB  33  13  33  11  22  21  14  14  44
264      264  265    WW  PB  33  33  33  11  13  31  44  44  44
265      265  266    TV  BB  33  33  33  11  32  44  44  44  44
266      266  267    TS  BB  33  33  33  11  12  44  44  44  44
267      267  268    MM  BB  33  33  33  11  11  11  22  44  44
268      268  269    GA  BB  33  13  33  11  44  44  44  44  44
269      269  270    IV  BB  11  33  33  11  22  14  44  44  44
270      270  271    PP  PP  33  11  22  11  11  22  11  44  44
271      271  272    SS  PP  33  11  33  11  33  44  44  44  44
272      272  273    DQ  AA  31  33  22  11  31  11  42  44  44
273      273  274    GG  LL  33  22  22  11  44  44  44  44  44
274      274  275    SE  PP  22  11  33  11  21  43  41  44  44
275      275  277    YY  LL  11  22  22  11  11  11  44  44  44
276      276  278    GG  LL  33  22  22  11  44  44  44  44  44
277      277  279    II  PP  33  33  33  11  11  23  44  44  44
278      278  280    PP  PP  33  11  22  11  13  21  12  44  44
279      279  281    EE  PP  22  11  33  11  11  11  11  44  44
280      280  282    GG  LL  32  22  21  11  44  44  44  44  44
281      281  283    VI  PP  33  11  33  11  12  41  44  44  44
282      282  284    IV  BB  33  11  33  11  11  24  44  44  44
283      283  285    FY  BB  33  33  33  11  22  22  44  44  44
284      284  286    GS  PB  33  11  33  11  43  44  44  44  44
285      285  287    FF  BB  33  33  33  11  11  11  44  44  44
286      286  288    PP  PP  33  11  22  11  22  11  22  44  44
287      287  289    VV  BB  33  33  33  11  22  44  44  44  44
288      288  290    TT  BB  33  33  33  11  22  44  44  44  44
289      289  291    TA  BB  33  33  33  11  24  44  44  44  44
290      290  292    EK  BB  21  33  33  11  22  11  13  43  44
291      291  293    ND  LL  11  22  22  11  11  21  44  44  44
292      292  294    GG  LL  22  22  22  11  44  44  44  44  44
293      293  295    EA  BB  33  33  33  11  14  24  14  44  44
294      294  296    YY  PB  33  33  33  11  33  22  44  44  44
295      295  297    KR  BB  33  33  33  11  22  13  13  13  44
296      296  298    IV  PP  33  11  33  11  11  14  44  44  44
297      297  299    VV  PB  33  11  33  11  11  44  44  44  44
298      298  300    QE  BP  22  33  33  11  11  21  21  44  44
299      299  301    GG  LL  33  22  22  11  44  44  44  44  44
300      300  302    LL  PP  33  11  33  11  11  11  44  44  44
301      301  303    SE  BB  33  11  33  11  31  41  41  44  44
302      302  304    II  BB  33  33  33  11  11  22  44  44  44
303      303  305    DN  PP  33  11  33  11  33  11  44  44  44
304      304  306    AE  AA  22  11  11  11  42  41  41  44  44
305      305  307    FF  AA  22  11  11  11  22  21  44  44  44
306      306  308    SA  AA  22  11  11  11  24  44  44  44  44
307      307  309    QR  AA  22  11  11  11  23  31  13  41  44
308      308  310    EK  AA  22  11  11  11  12  23  12  43  44
309      309  311    RR  AA  22  11  11  11  11  21  23  13  44
310      310  312    IM  AA  22  11  11  11  11  11  42  44  44
311      311  313    NE  AA  22  11  11  11  11  22  41  44  44
312      312  314    VI  AA  22  11  11  11  11  41  44  44  44
313      313  315    TT  AA  22  11  11  11  33  44  44  44  44
314      314  316    LA  AA  22  11  11  11  24  24  44  44  44
315      315  317    NQ  AA  22  11  11  11  21  12  42  44  44
316      316  318    EE  AA  22  11  11  11  22  13  11  44  44
317      317  319    LL  AA  22  11  11  11  11  11  44  44  44
318      318  320    LL  AA  22  11  11  11  11  11  44  44  44
319      319  321    ED  AA  22  11  11  11  11  11  14  44  44
320      320  322    EE  AA  22  11  11  11  11  11  11  44  44
321      321  323    QM  AA  22  11  11  11  22  11  13  44  44
322      322  324    NE  AA  22  11  11  11  22  11  41  44  44
323      323  325    GQ  AA  22  11  21  11  42  41  42  44  44
324      324  326    VV  AA  22  31  11  11  21  44  44  44  44
325      325  327    QK  AA  22  11  11  11  21  31  11  41  44
326       ----328    -A  -A  -2  -1  -1  -1  -4  -4  -4  -4  -4
327       ----329    -L  -A  -3  -1  -2  -1  -1  -1  -4  -4  -4
328      326  330    HG  AL  23  12  12  11  34  24  44  44  44
329      327  331    LL  AA  24  33  11  11  11  31  44  44  44
330      328  332    LI  AU  44  33  24  14  12  11  44  44  44
331      329   ----  G-  U-  4-  1-  4-  4-  4-  4-  4-  4-  4-

Sequence identity comparison (ID_TABLE):

   Diagonal       ... number of residues;
   Upper triangle ... number of identical residues;
   Lower triangle ... % sequence identity, id/min(length).

         1b8pA @11bdmA @1
1b8pA @1      327     194
1bdmA @1       61     318


Weighted pair-group average clustering based on a distance matrix:


In [6]:
! cat /usr/lib/modeller10.1/modlib/modeller/config.py
install_dir = r'/usr/lib/modeller10.1'
license = 'MODELIRANJE'
In [7]:
! find  /usr/ -name "modeller*"
/usr/include/modeller
/usr/include/modeller/modeller.h
/usr/lib/python3.0/dist-packages/modeller
/usr/lib/python3.7/dist-packages/modeller
/usr/lib/python3.8/dist-packages/modeller
/usr/lib/python3.5/dist-packages/modeller
/usr/lib/modeller10.1
/usr/lib/modeller10.1/src/swig/modeller.i
/usr/lib/modeller10.1/modlib/modeller
/usr/lib/python3.2/dist-packages/modeller
/usr/lib/python2.7/dist-packages/modeller
/usr/lib/python2.5/dist-packages/modeller
/usr/lib/python2.6/dist-packages/modeller
/usr/lib/python3.4/dist-packages/modeller
/usr/lib/python2.4/dist-packages/modeller
/usr/lib/python3.1/dist-packages/modeller
/usr/lib/python2.3/dist-packages/modeller
/usr/lib/python3.3/dist-packages/modeller
/usr/lib/python3.9/dist-packages/modeller
/usr/lib/python3.6/dist-packages/modeller
/usr/lib/pkgconfig/modeller.pc
/usr/share/doc/modeller-10.1
/usr/share/doc/modeller
In [8]:
! python --version
Python 3.10.11

Отсюда начинается собственно практикум¶

В данном практикуме мы попытаемся построить модель комплекса лизоцима (а конкретно, был выбран LYS_MERLU) с лигандом.

In [10]:
import sys 
import modeller 
import _modeller
import modeller.automodel
In [21]:
from IPython.display import Image

Зададим некоторые параметры

In [11]:
env=modeller.environ()
env.io.hetatm=True
environ____W> The class 'environ' is deprecated; use 'Environ' instead

Скачаем белок-заготовку (известную структуру лизоцима форели - как образец)

In [14]:
! wget http://www.pdb.org/pdb/files/1lmp.pdb
--2023-05-14 00:47:45--  http://www.pdb.org/pdb/files/1lmp.pdb
Resolving www.pdb.org (www.pdb.org)... 132.249.210.232
Connecting to www.pdb.org (www.pdb.org)|132.249.210.232|:80... ^C

Что-то как-то у него не очень получилось скачать. Ну и ладно, скачаю сама...

И можно еще на него посмотреть

In [25]:
Image('pr10_1.png', width = 800)
Out[25]:
In [13]:
! wget http://www.uniprot.org/uniprot/P86383.fasta
--2023-05-14 00:47:35--  http://www.uniprot.org/uniprot/P86383.fasta
Resolving www.uniprot.org (www.uniprot.org)... 193.62.193.81
Connecting to www.uniprot.org (www.uniprot.org)|193.62.193.81|:80... connected.
HTTP request sent, awaiting response... 301 Moved Permanently
Location: https://www.uniprot.org/uniprot/P86383.fasta [following]
--2023-05-14 00:47:35--  https://www.uniprot.org/uniprot/P86383.fasta
Connecting to www.uniprot.org (www.uniprot.org)|193.62.193.81|:443... connected.
HTTP request sent, awaiting response... 301 Moved Permanently
Location: https://rest.uniprot.org/uniprot/P86383.fasta [following]
--2023-05-14 00:47:36--  https://rest.uniprot.org/uniprot/P86383.fasta
Resolving rest.uniprot.org (rest.uniprot.org)... 193.62.193.81
Connecting to rest.uniprot.org (rest.uniprot.org)|193.62.193.81|:443... connected.
HTTP request sent, awaiting response... 301 Moved Permanently
Location: https://rest.uniprot.org/uniprotkb/P86383.fasta [following]
--2023-05-14 00:47:37--  https://rest.uniprot.org/uniprotkb/P86383.fasta
Reusing existing connection to rest.uniprot.org:443.
HTTP request sent, awaiting response... 200 OK
Length: 194 [text/plain]
Saving to: ‘P86383.fasta’

P86383.fasta        100%[===================>]     194  --.-KB/s    in 0s      

2023-05-14 00:47:38 (28.4 MB/s) - ‘P86383.fasta’ saved [194/194]

А вот последовательность LYS_MERLU (P86383) - лизоцима из японского моллюска Meretrix lusoria - скачалась нормально.

Сделаем выравнивание:

In [15]:
# создадим объект выравнивания
alignm=modeller.alignment(env)
alignment__W> The class 'alignment' is deprecated; use 'Alignment' instead
In [16]:
# загрузим целевой белок
alignm.append(file='P86383.fasta', align_codes='all',alignment_format='FASTA')
# создадим модель
mdl = modeller.model(env, file='1lmp.pdb', model_segment=('FIRST:'+'A', 'LAST:'+'A'))
# и добавим в выравнивание
alignm.append_model(mdl, atom_files='1lmp.pdb', align_codes='1lmp')
# поправим идентификаторы
alignm[0].code = 'merlu'
alignm[1].code = '1lmp'
model______W> The class 'model' is deprecated; use 'Model' instead
In [17]:
# делаем выравнивание
alignm.salign()
alignm.write(file='all_in_one.ali', alignment_format='PIR')
SALIGN_____> adding the next group to the alignment; iteration    1
In [18]:
! cat all_in_one.ali
>P1;merlu
sequence::: :: :::-1.00:-1.00
FAGGIVSQRCLSCICKMESGCRNVGCKMDMGSLSCGYFQIKEAYWIDCGRPGSSWKSCAASSYCASLCVQNYMKR
YAKWAGCPLRCE-------GFAREHNGGPRGCKKGSTIGYWNRLQKISGCHGVQ*

>P1;1lmp
structureX:1lmp.pdb:1:A:+129:A:MOL_ID  1; MOLECULE  LYSOZYME; CHAIN  A; SYNONYM  MUCOPEPTIDE N-ACETYLMURAMYLHYDROLASE; EC  3.2.1.17:MOL_ID  1; ORGANISM_SCIENTIFIC  ONCORHYNCHUS MYKISS; ORGANISM_COMMON  RAINBOW TROUT; ORGANISM_TAXID  8022; ORGAN  KIDNEY: 2.00: 0.16
KVYDRCELARALKASGMDGYAGNSLPNWVCLSKWESSYNTQATNRNTDGSTDYGIFQINSRYWCDDGRTPGAKNV
CGIRCSQLLTDDLTVAIRCAKRVVLDPNGIGAWVAWRLHCQNQDLRSYVAGCGV*

Ну, если так смотреть, то последовательности не кажутся особо-то похожими.

Построим модель.

In [20]:
# Выбираем объект для моделирования 
s = alignm[0]
pdb = alignm[1]

print(s.code, pdb.code)

# Создаем объект automodel
a = modeller.automodel.automodel(env, alnfile='all_in_one.ali', knowns= pdb.code , sequence = s.code )

a.name='mod' + s.code
a.starting_model = 1
a.ending_model = 2
a.make()
merlu 1lmp
automodel__W> The class 'automodel' is deprecated; use 'AutoModel' instead

check_ali___> Checking the sequence-structure alignment. 

Implied intrachain target CA(i)-CA(i+1) distances longer than  8.0 angstroms:

ALN_POS  TMPL  RID1  RID2  NAM1  NAM2     DIST
----------------------------------------------
     87     1   87    95      E     G   13.907
END OF TABLE
read_to_681_> topology.submodel read from topology file:        3
mdtrsr__446W> A potential that relies on one protein is used, yet you have at
              least one known structure available. MDT, not library, potential is used.
0 atoms in HETATM/BLK residues constrained
to protein atoms within 2.30 angstroms
and protein CA atoms within 10.00 angstroms
0 atoms in residues without defined topology
constrained to be rigid bodies
condens_443_> Restraints marked for deletion were removed.
              Total number of restraints before, now:     9691     8860
iupac_m_397W> Atoms were not swapped because of the uncertainty of how to handle the H atom.
iupac_m_397W> Atoms were not swapped because of the uncertainty of how to handle the H atom.
iupac_m_397W> Atoms were not swapped because of the uncertainty of how to handle the H atom.


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      122
Number of all, selected real atoms                :      926     926
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :     8860    8860
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     1762
Dynamic pairs routine                             : 2, NATM x NATM cell sorting
Atomic shift for contacts update (UPDATE_DYNAMIC) :    0.390
LENNARD_JONES_SWITCH                              :    6.500   7.500
COULOMB_JONES_SWITCH                              :    6.500   7.500
RESIDUE_SPAN_RANGE                                :        0   99999
NLOGN_USE                                         :       15
CONTACT_SHELL                                     :    4.000
DYNAMIC_PAIRS,_SPHERE,_COULOMB,_LENNARD,_MODELLER :        T       T       F       F       F
SPHERE_STDV                                       :    0.050
RADII_FACTOR                                      :    0.820
Current energy                                    :         945.9302





Summary of the restraint violations: 

   NUM     ... number of restraints.
   NUMVI   ... number of restraints with RVIOL > VIOL_REPORT_CUT[i].
   RVIOL   ... relative difference from the best value.
   NUMVP   ... number of restraints with -Ln(pdf) > VIOL_REPORT_CUT2[i].
   RMS_1   ... RMS(feature, minimally_violated_basis_restraint, NUMB).
   RMS_2   ... RMS(feature, best_value, NUMB).
   MOL.PDF ... scaled contribution to -Ln(Molecular pdf).

 #                     RESTRAINT_GROUP      NUM   NUMVI  NUMVP   RMS_1   RMS_2         MOL.PDF     S_i
------------------------------------------------------------------------------------------------------
 1 Bond length potential              :     947       0      0   0.006   0.006      9.3302       1.000
 2 Bond angle potential               :    1266       0      3   2.094   2.094      110.01       1.000
 3 Stereochemical cosine torsion poten:     589       0     37  51.606  51.606      231.60       1.000
 4 Stereochemical improper torsion pot:     381       0      0   1.127   1.127      10.783       1.000
 5 Soft-sphere overlap restraints     :    1762       0      0   0.003   0.003      1.4776       1.000
 6 Lennard-Jones 6-12 potential       :       0       0      0   0.000   0.000      0.0000       1.000
 7 Coulomb point-point electrostatic p:       0       0      0   0.000   0.000      0.0000       1.000
 8 H-bonding potential                :       0       0      0   0.000   0.000      0.0000       1.000
 9 Distance restraints 1 (CA-CA)      :    2101       0      2   0.481   0.481      106.38       1.000
10 Distance restraints 2 (N-O)        :    2294       0     17   0.636   0.636      234.28       1.000
11 Mainchain Phi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
12 Mainchain Psi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
13 Mainchain Omega dihedral restraints:     121       0      1   4.228   4.228      25.511       1.000
14 Sidechain Chi_1 dihedral restraints:      97       0      0  81.984  81.984      27.070       1.000
15 Sidechain Chi_2 dihedral restraints:      65       0      0  84.344  84.344      23.521       1.000
16 Sidechain Chi_3 dihedral restraints:      33       0      0  79.078  79.078      23.839       1.000
17 Sidechain Chi_4 dihedral restraints:      17       0      0  84.196  84.196      12.974       1.000
18 Disulfide distance restraints      :       0       0      0   0.000   0.000      0.0000       1.000
19 Disulfide angle restraints         :       0       0      0   0.000   0.000      0.0000       1.000
20 Disulfide dihedral angle restraints:       0       0      0   0.000   0.000      0.0000       1.000
21 Lower bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
22 Upper bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
23 Distance restraints 3 (SDCH-MNCH)  :     756       0      0   0.443   0.443      12.533       1.000
24 Sidechain Chi_5 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
25 Phi/Psi pair of dihedral restraints:     120      32     24  38.884  89.746      113.17       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      73       0      0   1.218   1.218      3.4555       1.000
27 Distance restraints 5 (X-Y)        :       0       0      0   0.000   0.000      0.0000       1.000
28 NMR distance restraints 6 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
29 NMR distance restraints 7 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
30 Minimal distance restraints        :       0       0      0   0.000   0.000      0.0000       1.000
31 Non-bonded restraints              :       0       0      0   0.000   0.000      0.0000       1.000
32 Atomic accessibility restraints    :       0       0      0   0.000   0.000      0.0000       1.000
33 Atomic density restraints          :       0       0      0   0.000   0.000      0.0000       1.000
34 Absolute position restraints       :       0       0      0   0.000   0.000      0.0000       1.000
35 Dihedral angle difference restraint:       0       0      0   0.000   0.000      0.0000       1.000
36 GBSA implicit solvent potential    :       0       0      0   0.000   0.000      0.0000       1.000
37 EM density fitting potential       :       0       0      0   0.000   0.000      0.0000       1.000
38 SAXS restraints                    :       0       0      0   0.000   0.000      0.0000       1.000
39 Symmetry restraints                :       0       0      0   0.000   0.000      0.0000       1.000



# Heavy relative violation of each residue is written to: merlu.V99990001
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   15889.6963



List of the violated restraints:
   A restraint is violated when the relative difference
   from the best value (RVIOL) is larger than CUTOFF.

   ICSR   ... index of a restraint in the current set.
   RESNO  ... residue numbers of the first two atoms.
   ATM    ... IUPAC atom names of the first two atoms.
   FEAT   ... the value of the feature in the model.
   restr  ... the mean of the basis restraint with the smallest
              difference from the model (local minimum).
   viol   ... difference from the local minimum.
   rviol  ... relative difference from the local minimum.
   RESTR  ... the best value (global minimum).
   VIOL   ... difference from the best value.
   RVIOL  ... relative difference from the best value.


-------------------------------------------------------------------------------------------------

Feature 25                           : Phi/Psi pair of dihedral restraints     
List of the RVIOL violations larger than   :       6.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3186   3G   4G C   N      19   21  -79.93  -80.20   11.88    0.45   82.20 -136.58    7.20
    1          4G   4G N   CA     21   22  162.22  174.10                    8.50
    2   3192   9R  10C C   N      64   66  -60.15  -63.00   10.90    1.17 -117.90  176.97    7.66
    2         10C  10C N   CA     66   67  -51.62  -41.10                  141.10
    3   3198  15C  16K C   N     104  106   57.04   56.60    8.53    0.58  -62.90  139.32   24.32
    3         16K  16K N   CA    106  107   30.09   38.60                  -40.80
    4   3201  18E  19S C   N     130  132  147.90   56.90  136.55    7.53  -64.10  151.09   20.09
    4         19S  19S N   CA    132  133  -65.40   36.40                  -35.00
    5   3202  19S  20G C   N     136  138   45.05   78.70   36.81    1.37  -80.20  129.97    9.43
    5         20G  20G N   CA    138  139 -151.19 -166.10                  174.10
    6   3213  30M  31G C   N     215  217  -63.31  -62.40    2.82    0.39   82.20  152.93   11.58
    6         31G  31G N   CA    217  218  -38.53  -41.20                    8.50
    7   3217  34S  35C C   N     239  241 -114.78 -117.90   65.62    2.54  -63.00  127.63   13.25
    7         35C  35C N   CA    241  242   75.56  141.10                  -41.10
    8   3218  35C  36G C   N     245  247  134.30   82.20   60.28    2.58  -62.40  164.44   28.52
    8         36G  36G N   CA    247  248  -21.82    8.50                  -41.20
    9   3219  36G  37Y C   N     249  251   56.35   55.90    1.95    0.17  -63.50  146.81   27.81
    9         37Y  37Y N   CA    251  252   41.40   39.50                  -43.40
   10   3220  37Y  38F C   N     261  263   61.68   58.10    4.93    0.35  -63.20  145.06   26.13
   10         38F  38F N   CA    263  264   29.51   32.90                  -44.30
   11   3223  40I  41K C   N     289  291 -109.60 -118.00   87.19    4.11  -62.90  104.17   11.97
   11         41K  41K N   CA    291  292   52.32  139.10                  -40.80
   12   3225  42E  43A C   N     307  309  -71.68  -62.50   10.58    2.15 -134.00  178.10   10.96
   12         43A  43A N   CA    309  310  -46.16  -40.90                  147.00
   13   3226  43A  44Y C   N     312  314   24.06  -98.40  122.82    4.95 -124.30  149.26   10.68
   13         44Y  44Y N   CA    314  315  118.97  128.40                  135.40
   14   3236  53S  54S C   N     392  394   92.23 -136.60  134.87    4.60  -64.10 -148.52   17.81
   14         54S  54S N   CA    394  395 -177.43  151.20                  -35.00
   15   3239  56K  57S C   N     421  423   55.74   56.90   19.39    1.14  -64.10  150.33   19.31
   15         57S  57S N   CA    423  424   55.76   36.40                  -35.00
   16   3249  66S  67L C   N     484  486   82.02   60.20   54.71    1.89  -63.50  146.98   26.19
   16         67L  67L N   CA    486  487  -20.57   29.60                  -41.20
   17   3258  75R  76Y C   N     562  564 -106.26  -98.40   48.42    5.05  -63.50  131.19   18.85
   17         76Y  76Y N   CA    564  565   80.62  128.40                  -43.40
   18   3259  76Y  77A C   N     574  576  -42.33  -68.20   41.19    2.59  -62.50  155.46   26.51
   18         77A  77A N   CA    576  577  113.25  145.30                  -40.90
   19   3268  85R  86C C   N     643  645  -95.81 -117.90   25.21    0.69  -63.00  173.20   19.15
   19         86C  86C N   CA    645  646  128.97  141.10                  -41.10
   20   3277  94N  95G C   N     716  718   61.45   82.20   48.03    1.40  -62.40  154.89   29.13
   20         95G  95G N   CA    718  719   51.82    8.50                  -41.20
   21   3278  95G  96G C   N     720  722   69.88   82.20   53.11    1.96  -62.40  166.65   31.32
   21         96G  96G N   CA    722  723   60.16    8.50                  -41.20
   22   3279  96G  97P C   N     724  726  -41.42  -58.70   41.53    2.43  -64.50  146.37   12.17
   22         97P  97P N   CA    726  727  -68.27  -30.50                  147.20
   23   3281  98R  99G C   N     742  744  -59.77  -62.40   16.34    2.58   82.20  145.88   10.81
   23         99G  99G N   CA    744  745  -25.07  -41.20                    8.50
   24   3283 100C 101K C   N     752  754  -62.73  -62.90    5.89    0.77 -118.00 -177.42    7.96
   24        101K 101K N   CA    754  755  -34.91  -40.80                  139.10
   25   3284 101K 102K C   N     761  763   76.37  -62.90  141.94   21.90  -62.90  141.94   21.90
   25        102K 102K N   CA    763  764  -68.23  -40.80                  -40.80
   26   3285 102K 103G C   N     770  772  -59.06  -62.40    3.97    0.75   82.20  149.05   11.32
   26        103G 103G N   CA    772  773  -39.05  -41.20                    8.50
   27   3288 105T 106I C   N     787  789 -106.10  -97.30   29.43    2.90  -63.40  148.97   23.13
   27        106I 106I N   CA    789  790   99.12  127.20                  -43.60
   28   3289 106I 107G C   N     795  797  132.40   82.20   83.35    2.32  -62.40  166.06   30.29
   28        107G 107G N   CA    797  798  -58.04    8.50                  -41.20
   29   3295 112L 113Q C   N     852  854 -108.59 -121.10   82.61    3.71  -63.80  108.06   14.04
   29        113Q 113Q N   CA    854  855   58.04  139.70                  -40.30
   30   3298 115I 116S C   N     878  880  -74.86  -72.40   40.00    2.44  -64.10  147.87   10.12
   30        116S 116S N   CA    880  881  112.48  152.40                  -35.00
   31   3301 118C 119H C   N     894  896   59.81   56.30    9.14    0.66  -63.20  143.89   24.71
   31        119H 119H N   CA    896  897   32.36   40.80                  -42.30
   32   3302 119H 120G C   N     904  906 -137.78 -167.20   87.59    2.93   82.20  163.07   12.73
   32        120G 120G N   CA    906  907   92.09  174.60                    8.50


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    0    8   19   45   60   78   94  116  130  125  139


<< end of ENERGY.
iupac_m_397W> Atoms were not swapped because of the uncertainty of how to handle the H atom.
iupac_m_397W> Atoms were not swapped because of the uncertainty of how to handle the H atom.
iupac_m_397W> Atoms were not swapped because of the uncertainty of how to handle the H atom.


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      122
Number of all, selected real atoms                :      926     926
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :     8860    8860
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     1866
Dynamic pairs routine                             : 2, NATM x NATM cell sorting
Atomic shift for contacts update (UPDATE_DYNAMIC) :    0.390
LENNARD_JONES_SWITCH                              :    6.500   7.500
COULOMB_JONES_SWITCH                              :    6.500   7.500
RESIDUE_SPAN_RANGE                                :        0   99999
NLOGN_USE                                         :       15
CONTACT_SHELL                                     :    4.000
DYNAMIC_PAIRS,_SPHERE,_COULOMB,_LENNARD,_MODELLER :        T       T       F       F       F
SPHERE_STDV                                       :    0.050
RADII_FACTOR                                      :    0.820
Current energy                                    :         855.6618





Summary of the restraint violations: 

   NUM     ... number of restraints.
   NUMVI   ... number of restraints with RVIOL > VIOL_REPORT_CUT[i].
   RVIOL   ... relative difference from the best value.
   NUMVP   ... number of restraints with -Ln(pdf) > VIOL_REPORT_CUT2[i].
   RMS_1   ... RMS(feature, minimally_violated_basis_restraint, NUMB).
   RMS_2   ... RMS(feature, best_value, NUMB).
   MOL.PDF ... scaled contribution to -Ln(Molecular pdf).

 #                     RESTRAINT_GROUP      NUM   NUMVI  NUMVP   RMS_1   RMS_2         MOL.PDF     S_i
------------------------------------------------------------------------------------------------------
 1 Bond length potential              :     947       0      0   0.005   0.005      7.0398       1.000
 2 Bond angle potential               :    1266       0      6   2.066   2.066      104.94       1.000
 3 Stereochemical cosine torsion poten:     589       0     35  51.153  51.153      229.89       1.000
 4 Stereochemical improper torsion pot:     381       0      0   0.966   0.966      8.3198       1.000
 5 Soft-sphere overlap restraints     :    1866       0      0   0.003   0.003      1.4736       1.000
 6 Lennard-Jones 6-12 potential       :       0       0      0   0.000   0.000      0.0000       1.000
 7 Coulomb point-point electrostatic p:       0       0      0   0.000   0.000      0.0000       1.000
 8 H-bonding potential                :       0       0      0   0.000   0.000      0.0000       1.000
 9 Distance restraints 1 (CA-CA)      :    2101       1      5   0.503   0.503      111.94       1.000
10 Distance restraints 2 (N-O)        :    2294       0      9   0.567   0.567      166.44       1.000
11 Mainchain Phi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
12 Mainchain Psi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
13 Mainchain Omega dihedral restraints:     121       1      3   5.086   5.086      36.911       1.000
14 Sidechain Chi_1 dihedral restraints:      97       0      0  82.363  82.363      32.903       1.000
15 Sidechain Chi_2 dihedral restraints:      65       0      0  92.227  92.227      27.612       1.000
16 Sidechain Chi_3 dihedral restraints:      33       0      0  87.526  87.526      23.673       1.000
17 Sidechain Chi_4 dihedral restraints:      17       0      0  94.850  94.850      11.222       1.000
18 Disulfide distance restraints      :       0       0      0   0.000   0.000      0.0000       1.000
19 Disulfide angle restraints         :       0       0      0   0.000   0.000      0.0000       1.000
20 Disulfide dihedral angle restraints:       0       0      0   0.000   0.000      0.0000       1.000
21 Lower bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
22 Upper bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
23 Distance restraints 3 (SDCH-MNCH)  :     756       0      0   0.534   0.534      18.744       1.000
24 Sidechain Chi_5 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
25 Phi/Psi pair of dihedral restraints:     120      29     19  31.043  88.386      68.681       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      73       0      0   1.757   1.757      5.8811       1.000
27 Distance restraints 5 (X-Y)        :       0       0      0   0.000   0.000      0.0000       1.000
28 NMR distance restraints 6 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
29 NMR distance restraints 7 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
30 Minimal distance restraints        :       0       0      0   0.000   0.000      0.0000       1.000
31 Non-bonded restraints              :       0       0      0   0.000   0.000      0.0000       1.000
32 Atomic accessibility restraints    :       0       0      0   0.000   0.000      0.0000       1.000
33 Atomic density restraints          :       0       0      0   0.000   0.000      0.0000       1.000
34 Absolute position restraints       :       0       0      0   0.000   0.000      0.0000       1.000
35 Dihedral angle difference restraint:       0       0      0   0.000   0.000      0.0000       1.000
36 GBSA implicit solvent potential    :       0       0      0   0.000   0.000      0.0000       1.000
37 EM density fitting potential       :       0       0      0   0.000   0.000      0.0000       1.000
38 SAXS restraints                    :       0       0      0   0.000   0.000      0.0000       1.000
39 Symmetry restraints                :       0       0      0   0.000   0.000      0.0000       1.000



# Heavy relative violation of each residue is written to: merlu.V99990002
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   15362.3076



List of the violated restraints:
   A restraint is violated when the relative difference
   from the best value (RVIOL) is larger than CUTOFF.

   ICSR   ... index of a restraint in the current set.
   RESNO  ... residue numbers of the first two atoms.
   ATM    ... IUPAC atom names of the first two atoms.
   FEAT   ... the value of the feature in the model.
   restr  ... the mean of the basis restraint with the smallest
              difference from the model (local minimum).
   viol   ... difference from the local minimum.
   rviol  ... relative difference from the local minimum.
   RESTR  ... the best value (global minimum).
   VIOL   ... difference from the best value.
   RVIOL  ... relative difference from the best value.


-------------------------------------------------------------------------------------------------

Feature 13                           : Mainchain Omega dihedral restraints     
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3399  96G  96G CA  C     723  724 -154.43 -180.00   25.57    5.11 -180.00   25.57    5.11

-------------------------------------------------------------------------------------------------

Feature 25                           : Phi/Psi pair of dihedral restraints     
List of the RVIOL violations larger than   :       6.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3186   3G   4G C   N      19   21  -80.28  -80.20   13.68    0.54   82.20 -137.56    7.23
    1          4G   4G N   CA     21   22  160.42  174.10                    8.50
    2   3192   9R  10C C   N      64   66  -59.05  -63.00    7.65    0.80 -117.90 -178.91    7.84
    2         10C  10C N   CA     66   67  -47.64  -41.10                  141.10
    3   3195  12S  13C C   N      84   86  -61.76  -63.00    2.54    0.26 -117.90 -175.66    7.95
    3         13C  13C N   CA     86   87  -43.32  -41.10                  141.10
    4   3196  13C  14I C   N      90   92  -93.96 -120.60   71.09    3.13  -63.40  112.24   17.47
    4         14I  14I N   CA     92   93   64.40  130.30                  -43.60
    5   3198  15C  16K C   N     104  106   61.98   56.60   11.82    0.60  -62.90  142.62   24.91
    5         16K  16K N   CA    106  107   28.08   38.60                  -40.80
    6   3201  18E  19S C   N     130  132   65.90   56.90   20.22    0.83  -64.10  140.50   18.77
    6         19S  19S N   CA    132  133   18.29   36.40                  -35.00
    7   3213  30M  31G C   N     215  217  -63.71  -62.40    1.51    0.23   82.20  153.91   11.68
    7         31G  31G N   CA    217  218  -40.45  -41.20                    8.50
    8   3219  36G  37Y C   N     249  251   65.43   55.90   12.18    0.82  -63.50  149.32   28.20
    8         37Y  37Y N   CA    251  252   31.91   39.50                  -43.40
    9   3220  37Y  38F C   N     261  263   64.59   58.10    9.17    0.62  -63.20  146.05   26.27
    9         38F  38F N   CA    263  264   26.42   32.90                  -44.30
   10   3236  53S  54S C   N     392  394   97.02 -136.60  131.82    4.36  -64.10 -148.93   18.33
   10         54S  54S N   CA    394  395 -171.34  151.20                  -35.00
   11   3239  56K  57S C   N     421  423   56.92   56.90   16.38    1.04  -64.10  149.51   19.30
   11         57S  57S N   CA    423  424   52.78   36.40                  -35.00
   12   3248  65A  66S C   N     478  480 -114.66 -136.60   34.05    1.92  -64.10  156.17   14.86
   12         66S  66S N   CA    480  481  177.24  151.20                  -35.00
   13   3250  67L  68C C   N     492  494 -145.49 -117.90   55.10    2.44  -63.00  157.79   16.49
   13         68C  68C N   CA    494  495   93.41  141.10                  -41.10
   14   3259  76Y  77A C   N     574  576   67.48   55.40   15.21    0.96  -62.50  147.56   30.01
   14         77A  77A N   CA    576  577   28.96   38.20                  -40.90
   15   3267  84L  85R C   N     632  634  -71.13  -63.00   17.50    2.92 -125.20  171.55    9.21
   15         85R  85R N   CA    634  635  -56.60  -41.10                  140.60
   16   3268  85R  86C C   N     643  645 -137.45 -117.90   78.77    2.78  -63.00  125.87   20.83
   16         86C  86C N   CA    645  646 -142.59  141.10                  -41.10
   17   3270  87E  88G C   N     658  660 -129.24 -167.20   92.75    2.94   82.20  169.43   13.20
   17         88G  88G N   CA    660  661   89.97  174.60                    8.50
   18   3275  92E  93H C   N     698  700  -91.27  -63.20   82.76    8.98  -63.20   82.76    8.98
   18         93H  93H N   CA    700  701   35.55  -42.30                  -42.30
   19   3276  93H  94N C   N     708  710  -74.43  -63.20   13.20    1.61 -119.90  177.10    6.92
   19         94N  94N N   CA    710  711  -34.17  -41.10                  137.00
   20   3277  94N  95G C   N     716  718   99.88   82.20   50.57    1.61  -62.40  162.30   29.09
   20         95G  95G N   CA    718  719  -38.87    8.50                  -41.20
   21   3279  96G  97P C   N     724  726  -35.14  -58.70   42.01    2.54  -64.50  150.41   12.82
   21         97P  97P N   CA    726  727  -65.28  -30.50                  147.20
   22   3281  98R  99G C   N     742  744  -62.91  -62.40   12.59    1.86   82.20  149.78   11.16
   22         99G  99G N   CA    744  745  -28.62  -41.20                    8.50
   23   3284 101K 102K C   N     761  763  -72.16 -118.00   51.12    2.35  -62.90  157.76   21.01
   23        102K 102K N   CA    763  764  161.71  139.10                  -40.80
   24   3288 105T 106I C   N     787  789 -104.76  -97.30   34.65    3.50  -63.40  143.08   22.21
   24        106I 106I N   CA    789  790   93.37  127.20                  -43.60
   25   3289 106I 107G C   N     795  797  129.03   82.20   74.48    2.12  -62.40  168.77   30.47
   25        107G 107G N   CA    797  798  -49.41    8.50                  -41.20
   26   3299 116S 117G C   N     884  886  -70.89  -62.40   13.82    1.90   82.20  157.93   11.76
   26        117G 117G N   CA    886  887  -30.29  -41.20                    8.50
   27   3301 118C 119H C   N     894  896   60.01   56.30   30.59    2.44  -63.20  134.02   22.94
   27        119H 119H N   CA    896  897   10.44   40.80                  -42.30
   28   3302 119H 120G C   N     904  906  -72.76  -62.40   11.15    1.79   82.20  161.53   12.15
   28        120G 120G N   CA    906  907  -37.07  -41.20                    8.50
   29   3303 120G 121V C   N     908  910   67.70   55.90   26.01    1.24 -125.40 -150.28   11.58
   29        121V 121V N   CA    910  911   16.32   39.50                  143.30


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    0    6    9   51   67  106   91  116  139  124  145


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
merlu.B99990001.pdb            945.93018
merlu.B99990002.pdb            855.66180

Тут было бы славно посмотреть на результат с помощью nglview, но с ним как обычно проблемы, поэтому посмотрим как умеем.

In [27]:
Image('pr10_2.png', width = 800)
Out[27]:
In [28]:
Image('pr10_3.png', width = 800)
Out[28]:
In [29]:
Image('pr10_4.png', width = 800)
Out[29]:

Видим, что получилось очень даже похоже, только некоторые части элементов вторичной структуры потерялись.

А еще лиганда нет. Будем его добавлять.

In [50]:
# Добавим лиганд вручную в виде трех точек на конце
alignm = modeller.alignment(env)
alignm.append_sequence('FAGGIVSQRCLSCICKMESGCRNVGCKMDMGSLSCGYFQIKEAYWIDCGRPGSSWKSCAASSYCASLCVQNYMKRYAKWAGCPLRCEGFAREHNGGPRGCKKGSTIGYWNRLQKISGCHGVQ/...')
mdl = modeller.model(env, file='1lmp.pdb', model_segment=('FIRST:'+'A', 'LAST:'+'B'))
alignm.append_model(mdl, atom_files='1lmp.pdb', align_codes='1lmp')
alignm[0].code = 'merlu_lig'
alignm[1].code = '1lmp'
alignment__W> The class 'alignment' is deprecated; use 'Alignment' instead
model______W> The class 'model' is deprecated; use 'Model' instead
read_pd_459W> Residue type  NDG not recognized. 'AutoModel' model building
              will treat this residue as a rigid body.
              To use real parameters, add the residue type to ${LIB}/restyp.lib,
              its topology to ${LIB}/top_*.lib, and suitable forcefield
              parameters to ${LIB}/par.lib.
read_pd_459W> Residue type  NAG not recognized. 'AutoModel' model building
              will treat this residue as a rigid body.
              To use real parameters, add the residue type to ${LIB}/restyp.lib,
              its topology to ${LIB}/top_*.lib, and suitable forcefield
              parameters to ${LIB}/par.lib.
In [51]:
alignm.salign()
alignm.write(file='all_in_one2.ali', alignment_format='PIR')
SALIGN_____> adding the next group to the alignment; iteration    1
In [52]:
! cat all_in_one2.ali
>P1;merlu_lig
sequence::1:A:+125:B:undefined:undefined:-1.00:-1.00
FAGGIVSQRCLSCICKMESGCRNVGCKMDMGSLSCGYFQIKEAYWIDCGRPGSSWKSCAASSYCASLCVQNYMKR
YAKWAGCPLRCE-------GFAREHNGGPRGCKKGSTIGYWNRLQKISGCHGVQ/...*

>P1;1lmp
structureX:1lmp.pdb:1:A:+132:B:MOL_ID  1; MOLECULE  LYSOZYME; CHAIN  A; SYNONYM  MUCOPEPTIDE N-ACETYLMURAMYLHYDROLASE; EC  3.2.1.17:MOL_ID  1; ORGANISM_SCIENTIFIC  ONCORHYNCHUS MYKISS; ORGANISM_COMMON  RAINBOW TROUT; ORGANISM_TAXID  8022; ORGAN  KIDNEY: 2.00: 0.16
KVYDRCELARALKASGMDGYAGNSLPNWVCLSKWESSYNTQATNRNTDGSTDYGIFQINSRYWCDDGRTPGAKNV
CGIRCSQLLTDDLTVAIRCAKRVVLDPNGIGAWVAWRLHCQNQDLRSYVAGCGV/...*
In [53]:
# Выбираем объект для моделирования 
s = alignm[0]
pdb = alignm[1]

print(s.code, pdb.code)

# Создаем объект automodel
a = modeller.automodel.automodel(env, alnfile='all_in_one2.ali', knowns=pdb.code, sequence=s.code)

a.name='mod'+s.code
a.starting_model = 1
a.ending_model = 2
a.make()
merlu_lig 1lmp
automodel__W> The class 'automodel' is deprecated; use 'AutoModel' instead
AutoModel__W> Topology and/or parameter libraries already in memory. These will
                be used instead of the AutoModel defaults. If this is not what you
                want, clear them before creating the AutoModel object with
                env.libs.topology.clear() and env.libs.parameters.clear()
fndatmi_285W> Only      129 residues out of      132 contain atoms of type  CA
              (This is usually caused by non-standard residues, such
              as ligands, or by PDB files with missing atoms.)
fndatmi_285W> Only      129 residues out of      132 contain atoms of type  CA
              (This is usually caused by non-standard residues, such
              as ligands, or by PDB files with missing atoms.)

check_ali___> Checking the sequence-structure alignment. 

Implied intrachain target CA(i)-CA(i+1) distances longer than  8.0 angstroms:

ALN_POS  TMPL  RID1  RID2  NAM1  NAM2     DIST
----------------------------------------------
     87     1   87    95      E     G   13.907
END OF TABLE
fndatmi_285W> Only      129 residues out of      132 contain atoms of type  CA
              (This is usually caused by non-standard residues, such
              as ligands, or by PDB files with missing atoms.)
mdtrsr__446W> A potential that relies on one protein is used, yet you have at
              least one known structure available. MDT, not library, potential is used.
iup2crm_280W> No topology library in memory or assigning a BLK residue.
              Default CHARMM atom type assigned:  C1 -->  CT2
              This message is written only for the first such atom.
43 atoms in HETATM/BLK residues constrained
to protein atoms within 2.30 angstroms
and protein CA atoms within 10.00 angstroms
43 atoms in residues without defined topology
constrained to be rigid bodies
condens_443_> Restraints marked for deletion were removed.
              Total number of restraints before, now:    11090    10259
iupac_m_397W> Atoms were not swapped because of the uncertainty of how to handle the H atom.
iupac_m_397W> Atoms were not swapped because of the uncertainty of how to handle the H atom.


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      125
Number of all, selected real atoms                :      969     969
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10259   10259
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     2026
Dynamic pairs routine                             : 2, NATM x NATM cell sorting
Atomic shift for contacts update (UPDATE_DYNAMIC) :    0.390
LENNARD_JONES_SWITCH                              :    6.500   7.500
COULOMB_JONES_SWITCH                              :    6.500   7.500
RESIDUE_SPAN_RANGE                                :        0   99999
NLOGN_USE                                         :       15
CONTACT_SHELL                                     :    4.000
DYNAMIC_PAIRS,_SPHERE,_COULOMB,_LENNARD,_MODELLER :        T       T       F       F       F
SPHERE_STDV                                       :    0.050
RADII_FACTOR                                      :    0.820
Current energy                                    :         998.9112





Summary of the restraint violations: 

   NUM     ... number of restraints.
   NUMVI   ... number of restraints with RVIOL > VIOL_REPORT_CUT[i].
   RVIOL   ... relative difference from the best value.
   NUMVP   ... number of restraints with -Ln(pdf) > VIOL_REPORT_CUT2[i].
   RMS_1   ... RMS(feature, minimally_violated_basis_restraint, NUMB).
   RMS_2   ... RMS(feature, best_value, NUMB).
   MOL.PDF ... scaled contribution to -Ln(Molecular pdf).

 #                     RESTRAINT_GROUP      NUM   NUMVI  NUMVP   RMS_1   RMS_2         MOL.PDF     S_i
------------------------------------------------------------------------------------------------------
 1 Bond length potential              :     947       0      0   0.006   0.006      11.423       1.000
 2 Bond angle potential               :    1266       0      5   2.104   2.104      111.38       1.000
 3 Stereochemical cosine torsion poten:     589       0     37  52.452  52.452      238.40       1.000
 4 Stereochemical improper torsion pot:     381       0      0   1.157   1.157      11.508       1.000
 5 Soft-sphere overlap restraints     :    2026       2      2   0.009   0.009      19.536       1.000
 6 Lennard-Jones 6-12 potential       :       0       0      0   0.000   0.000      0.0000       1.000
 7 Coulomb point-point electrostatic p:       0       0      0   0.000   0.000      0.0000       1.000
 8 H-bonding potential                :       0       0      0   0.000   0.000      0.0000       1.000
 9 Distance restraints 1 (CA-CA)      :    2101       1      6   0.481   0.481      103.05       1.000
10 Distance restraints 2 (N-O)        :    2294       0     17   0.622   0.622      234.87       1.000
11 Mainchain Phi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
12 Mainchain Psi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
13 Mainchain Omega dihedral restraints:     121       0      2   4.705   4.705      31.593       1.000
14 Sidechain Chi_1 dihedral restraints:      97       0      0  81.411  81.411      27.455       1.000
15 Sidechain Chi_2 dihedral restraints:      65       0      0  99.554  99.554      30.387       1.000
16 Sidechain Chi_3 dihedral restraints:      33       0      0  74.089  74.089      19.486       1.000
17 Sidechain Chi_4 dihedral restraints:      17       0      0  91.562  91.562      11.807       1.000
18 Disulfide distance restraints      :       0       0      0   0.000   0.000      0.0000       1.000
19 Disulfide angle restraints         :       0       0      0   0.000   0.000      0.0000       1.000
20 Disulfide dihedral angle restraints:       0       0      0   0.000   0.000      0.0000       1.000
21 Lower bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
22 Upper bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
23 Distance restraints 3 (SDCH-MNCH)  :     756       0      0   0.511   0.511      18.907       1.000
24 Sidechain Chi_5 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
25 Phi/Psi pair of dihedral restraints:     120      31     22  33.643  86.890      104.35       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      73       0      0   1.256   1.256      6.9892       1.000
27 Distance restraints 5 (X-Y)        :    1399       0      0   0.038   0.038      17.773       1.000
28 NMR distance restraints 6 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
29 NMR distance restraints 7 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
30 Minimal distance restraints        :       0       0      0   0.000   0.000      0.0000       1.000
31 Non-bonded restraints              :       0       0      0   0.000   0.000      0.0000       1.000
32 Atomic accessibility restraints    :       0       0      0   0.000   0.000      0.0000       1.000
33 Atomic density restraints          :       0       0      0   0.000   0.000      0.0000       1.000
34 Absolute position restraints       :       0       0      0   0.000   0.000      0.0000       1.000
35 Dihedral angle difference restraint:       0       0      0   0.000   0.000      0.0000       1.000
36 GBSA implicit solvent potential    :       0       0      0   0.000   0.000      0.0000       1.000
37 EM density fitting potential       :       0       0      0   0.000   0.000      0.0000       1.000
38 SAXS restraints                    :       0       0      0   0.000   0.000      0.0000       1.000
39 Symmetry restraints                :       0       0      0   0.000   0.000      0.0000       1.000



# Heavy relative violation of each residue is written to: merlu_lig.V99990001
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   16325.3301



List of the violated restraints:
   A restraint is violated when the relative difference
   from the best value (RVIOL) is larger than CUTOFF.

   ICSR   ... index of a restraint in the current set.
   RESNO  ... residue numbers of the first two atoms.
   ATM    ... IUPAC atom names of the first two atoms.
   FEAT   ... the value of the feature in the model.
   restr  ... the mean of the basis restraint with the smallest
              difference from the model (local minimum).
   viol   ... difference from the local minimum.
   rviol  ... relative difference from the local minimum.
   RESTR  ... the best value (global minimum).
   VIOL   ... difference from the best value.
   RVIOL  ... relative difference from the best value.


-------------------------------------------------------------------------------------------------

Feature 25                           : Phi/Psi pair of dihedral restraints     
List of the RVIOL violations larger than   :       6.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3185   2A   3G C   N      15   17   82.00   78.70   11.13    0.45  -80.20  165.04   11.75
    1          3G   3G N   CA     17   18 -155.47 -166.10                  174.10
    2   3192   9R  10C C   N      64   66  -62.83  -63.00    6.41    0.77 -117.90 -179.98    7.76
    2         10C  10C N   CA     66   67  -47.51  -41.10                  141.10
    3   3198  15C  16K C   N     104  106  -88.59  -70.20   88.92    6.86  -62.90   97.65   11.54
    3         16K  16K N   CA    106  107   53.40  140.40                  -40.80
    4   3201  18E  19S C   N     130  132   63.35   56.90   20.45    0.87  -64.10  137.65   18.39
    4         19S  19S N   CA    132  133   16.99   36.40                  -35.00
    5   3206  23N  24V C   N     165  167  -65.95  -62.40   21.00    2.47 -125.40  175.39    6.99
    5         24V  24V N   CA    167  168  -21.70  -42.40                  143.30
    6   3207  24V  25G C   N     172  174  106.66   82.20   59.38    1.76  -62.40  169.12   30.03
    6         25G  25G N   CA    174  175  -45.61    8.50                  -41.20
    7   3213  30M  31G C   N     215  217  -65.49  -62.40    5.77    0.79   82.20  154.35   11.64
    7         31G  31G N   CA    217  218  -36.33  -41.20                    8.50
    8   3215  32S  33L C   N     225  227  -69.38  -70.70   19.61    1.54  -63.50  157.74   22.24
    8         33L  33L N   CA    227  228  161.17  141.60                  -41.20
    9   3216  33L  34S C   N     233  235   72.51   56.90   66.50    3.07  -64.10  136.78   17.75
    9         34S  34S N   CA    235  236  -28.24   36.40                  -35.00
   10   3217  34S  35C C   N     239  241 -122.09 -117.90   88.86    3.56  -63.00  110.56   11.59
   10         35C  35C N   CA    241  242   52.35  141.10                  -41.10
   11   3218  35C  36G C   N     245  247  139.60   82.20   64.39    2.94  -62.40  159.33   27.55
   11         36G  36G N   CA    247  248  -20.68    8.50                  -41.20
   12   3219  36G  37Y C   N     249  251   54.35   55.90    6.67    0.36  -63.50  147.92   28.02
   12         37Y  37Y N   CA    251  252   45.98   39.50                  -43.40
   13   3220  37Y  38F C   N     261  263   65.29   58.10   10.59    0.68  -63.20  146.05   26.25
   13         38F  38F N   CA    263  264   25.13   32.90                  -44.30
   14   3229  46I  47D C   N     346  348  -81.00  -96.50   47.60    2.01  -63.30  110.62   12.68
   14         47D  47D N   CA    348  349   69.20  114.20                  -40.00
   15   3230  47D  48C C   N     354  356 -161.48  -63.00  101.36   15.44  -63.00  101.36   15.44
   15         48C  48C N   CA    356  357  -17.11  -41.10                  -41.10
   16   3236  53S  54S C   N     392  394   96.53 -136.60  131.43    4.40  -64.10 -147.25   18.28
   16         54S  54S N   CA    394  395 -174.50  151.20                  -35.00
   17   3239  56K  57S C   N     421  423   60.36   56.90   17.62    1.42  -64.10  152.83   19.77
   17         57S  57S N   CA    423  424   53.68   36.40                  -35.00
   18   3248  65A  66S C   N     478  480 -115.06 -136.60   24.78    1.29  -64.10  169.40   15.82
   18         66S  66S N   CA    480  481  163.45  151.20                  -35.00
   19   3249  66S  67L C   N     484  486 -100.67 -108.50   45.57    2.37  -63.50  134.07   16.88
   19         67L  67L N   CA    486  487   87.61  132.50                  -41.20
   20   3250  67L  68C C   N     492  494  178.42  -63.00  119.25   19.18  -63.00  119.25   19.18
   20         68C  68C N   CA    494  495  -28.46  -41.10                  -41.10
   21   3259  76Y  77A C   N     574  576   67.77   55.40   12.73    1.21  -62.50  150.85   30.68
   21         77A  77A N   CA    576  577   35.18   38.20                  -40.90
   22   3268  85R  86C C   N     643  645  -92.41 -117.90   26.01    0.98  -63.00  175.11   23.50
   22         86C  86C N   CA    645  646  146.28  141.10                  -41.10
   23   3277  94N  95G C   N     716  718   34.16   78.70   52.18    1.68  -62.40  137.37   19.34
   23         95G  95G N   CA    718  719 -138.91 -166.10                  -41.20
   24   3278  95G  96G C   N     720  722   10.83   82.20   84.34    3.46  -62.40  119.68   21.70
   24         96G  96G N   CA    722  723   53.45    8.50                  -41.20
   25   3279  96G  97P C   N     724  726  -46.10  -58.70   61.91    4.18  -64.50  123.07   10.18
   25         97P  97P N   CA    726  727  -91.12  -30.50                  147.20
   26   3281  98R  99G C   N     742  744  -57.84  -62.40   20.94    3.36   82.20  143.07   10.51
   26         99G  99G N   CA    744  745  -20.76  -41.20                    8.50
   27   3285 102K 103G C   N     770  772  -62.63  -62.40    2.40    0.35   82.20  152.36   11.55
   27        103G 103G N   CA    772  773  -38.82  -41.20                    8.50
   28   3298 115I 116S C   N     878  880  -84.25  -72.40   48.65    3.27  -64.10  141.66    9.25
   28        116S 116S N   CA    880  881  105.22  152.40                  -35.00
   29   3301 118C 119H C   N     894  896   62.81   56.30   20.40    1.47  -63.20  141.22   24.25
   29        119H 119H N   CA    896  897   21.47   40.80                  -42.30
   30   3302 119H 120G C   N     904  906  -69.41  -62.40    9.53    1.36   82.20  157.66   11.83
   30        120G 120G N   CA    906  907  -34.74  -41.20                    8.50
   31   3303 120G 121V C   N     908  910   67.95   55.90   16.00    1.03 -125.40 -157.91   11.01
   31        121V 121V N   CA    910  911   28.98   39.50                  143.30


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    0   17   12   56   81  112   88  116  152  137  132


<< end of ENERGY.
iupac_m_397W> Atoms were not swapped because of the uncertainty of how to handle the H atom.
iupac_m_397W> Atoms were not swapped because of the uncertainty of how to handle the H atom.


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      125
Number of all, selected real atoms                :      969     969
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10259   10259
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     2014
Dynamic pairs routine                             : 2, NATM x NATM cell sorting
Atomic shift for contacts update (UPDATE_DYNAMIC) :    0.390
LENNARD_JONES_SWITCH                              :    6.500   7.500
COULOMB_JONES_SWITCH                              :    6.500   7.500
RESIDUE_SPAN_RANGE                                :        0   99999
NLOGN_USE                                         :       15
CONTACT_SHELL                                     :    4.000
DYNAMIC_PAIRS,_SPHERE,_COULOMB,_LENNARD,_MODELLER :        T       T       F       F       F
SPHERE_STDV                                       :    0.050
RADII_FACTOR                                      :    0.820
Current energy                                    :        1092.1924





Summary of the restraint violations: 

   NUM     ... number of restraints.
   NUMVI   ... number of restraints with RVIOL > VIOL_REPORT_CUT[i].
   RVIOL   ... relative difference from the best value.
   NUMVP   ... number of restraints with -Ln(pdf) > VIOL_REPORT_CUT2[i].
   RMS_1   ... RMS(feature, minimally_violated_basis_restraint, NUMB).
   RMS_2   ... RMS(feature, best_value, NUMB).
   MOL.PDF ... scaled contribution to -Ln(Molecular pdf).

 #                     RESTRAINT_GROUP      NUM   NUMVI  NUMVP   RMS_1   RMS_2         MOL.PDF     S_i
------------------------------------------------------------------------------------------------------
 1 Bond length potential              :     947       0      0   0.006   0.006      11.029       1.000
 2 Bond angle potential               :    1266       0      7   2.147   2.147      115.00       1.000
 3 Stereochemical cosine torsion poten:     589       0     36  51.366  51.366      235.30       1.000
 4 Stereochemical improper torsion pot:     381       0      0   1.183   1.183      12.212       1.000
 5 Soft-sphere overlap restraints     :    2014       1      2   0.009   0.009      18.943       1.000
 6 Lennard-Jones 6-12 potential       :       0       0      0   0.000   0.000      0.0000       1.000
 7 Coulomb point-point electrostatic p:       0       0      0   0.000   0.000      0.0000       1.000
 8 H-bonding potential                :       0       0      0   0.000   0.000      0.0000       1.000
 9 Distance restraints 1 (CA-CA)      :    2101       0      5   0.484   0.484      114.49       1.000
10 Distance restraints 2 (N-O)        :    2294       1     26   0.628   0.628      267.39       1.000
11 Mainchain Phi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
12 Mainchain Psi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
13 Mainchain Omega dihedral restraints:     121       1      2   5.419   5.419      41.907       1.000
14 Sidechain Chi_1 dihedral restraints:      97       0      1  91.070  91.070      35.768       1.000
15 Sidechain Chi_2 dihedral restraints:      65       0      0  88.337  88.337      21.715       1.000
16 Sidechain Chi_3 dihedral restraints:      33       0      0  70.570  70.570      20.044       1.000
17 Sidechain Chi_4 dihedral restraints:      17       0      0  83.546  83.546      10.771       1.000
18 Disulfide distance restraints      :       0       0      0   0.000   0.000      0.0000       1.000
19 Disulfide angle restraints         :       0       0      0   0.000   0.000      0.0000       1.000
20 Disulfide dihedral angle restraints:       0       0      0   0.000   0.000      0.0000       1.000
21 Lower bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
22 Upper bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
23 Distance restraints 3 (SDCH-MNCH)  :     756       0      0   0.567   0.567      26.332       1.000
24 Sidechain Chi_5 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
25 Phi/Psi pair of dihedral restraints:     120      37     24  35.183  93.698      132.02       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      73       0      0   1.431   1.431      8.3244       1.000
27 Distance restraints 5 (X-Y)        :    1399       0      0   0.041   0.041      20.952       1.000
28 NMR distance restraints 6 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
29 NMR distance restraints 7 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
30 Minimal distance restraints        :       0       0      0   0.000   0.000      0.0000       1.000
31 Non-bonded restraints              :       0       0      0   0.000   0.000      0.0000       1.000
32 Atomic accessibility restraints    :       0       0      0   0.000   0.000      0.0000       1.000
33 Atomic density restraints          :       0       0      0   0.000   0.000      0.0000       1.000
34 Absolute position restraints       :       0       0      0   0.000   0.000      0.0000       1.000
35 Dihedral angle difference restraint:       0       0      0   0.000   0.000      0.0000       1.000
36 GBSA implicit solvent potential    :       0       0      0   0.000   0.000      0.0000       1.000
37 EM density fitting potential       :       0       0      0   0.000   0.000      0.0000       1.000
38 SAXS restraints                    :       0       0      0   0.000   0.000      0.0000       1.000
39 Symmetry restraints                :       0       0      0   0.000   0.000      0.0000       1.000



# Heavy relative violation of each residue is written to: merlu_lig.V99990002
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   16822.6953



List of the violated restraints:
   A restraint is violated when the relative difference
   from the best value (RVIOL) is larger than CUTOFF.

   ICSR   ... index of a restraint in the current set.
   RESNO  ... residue numbers of the first two atoms.
   ATM    ... IUPAC atom names of the first two atoms.
   FEAT   ... the value of the feature in the model.
   restr  ... the mean of the basis restraint with the smallest
              difference from the model (local minimum).
   viol   ... difference from the local minimum.
   rviol  ... relative difference from the local minimum.
   RESTR  ... the best value (global minimum).
   VIOL   ... difference from the best value.
   RVIOL  ... relative difference from the best value.


-------------------------------------------------------------------------------------------------

Feature 10                           : Distance restraints 2 (N-O)             
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   6310  31G  27K N   O     217  192    5.42    3.02    2.41    5.32    3.02    2.41    5.32

-------------------------------------------------------------------------------------------------

Feature 13                           : Mainchain Omega dihedral restraints     
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3399  96G  96G CA  C     723  724 -147.79 -180.00   32.21    6.44 -180.00   32.21    6.44

-------------------------------------------------------------------------------------------------

Feature 25                           : Phi/Psi pair of dihedral restraints     
List of the RVIOL violations larger than   :       6.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3184   1F   2A C   N      10   12  -64.60  -62.50    6.54    0.99 -134.00 -168.68   11.79
    1          2A   2A N   CA     12   13  -34.71  -40.90                  147.00
    2   3185   2A   3G C   N      15   17   72.86   78.70   72.63    2.31  -80.20  161.85    8.74
    2          3G   3G N   CA     17   18  121.50 -166.10                  174.10
    3   3186   3G   4G C   N      19   21  -84.64  -80.20   17.55    0.91   82.20 -136.57    7.47
    3          4G   4G N   CA     21   22  157.12  174.10                    8.50
    4   3192   9R  10C C   N      64   66  -62.33  -63.00    8.60    1.00 -117.90  178.12    7.69
    4         10C  10C N   CA     66   67  -49.67  -41.10                  141.10
    5   3195  12S  13C C   N      84   86  -64.03  -63.00    1.07    0.16 -117.90 -173.96    7.99
    5         13C  13C N   CA     86   87  -40.82  -41.10                  141.10
    6   3198  15C  16K C   N     104  106   73.75   56.60   18.23    1.77  -62.90  155.03   27.09
    6         16K  16K N   CA    106  107   32.41   38.60                  -40.80
    7   3200  17M  18E C   N     121  123  -56.48  -63.60    8.94    1.11 -117.80 -172.22   10.21
    7         18E  18E N   CA    123  124  -45.71  -40.30                  136.80
    8   3202  19S  20G C   N     136  138   51.83   78.70   28.37    1.15  -80.20  135.16    9.69
    8         20G  20G N   CA    138  139 -156.99 -166.10                  174.10
    9   3203  20G  21C C   N     140  142  -62.04  -63.00    5.11    0.56 -117.90 -178.41    7.83
    9         21C  21C N   CA    142  143  -46.12  -41.10                  141.10
   10   3204  21C  22R C   N     146  148 -167.88  -63.00  120.62   16.05   57.30  136.23   14.92
   10         22R  22R N   CA    148  149   18.48  -41.10                   38.00
   11   3207  24V  25G C   N     172  174   22.74  -62.40   90.28   14.65  -62.40   90.28   14.65
   11         25G  25G N   CA    174  175  -71.23  -41.20                  -41.20
   12   3208  25G  26C C   N     176  178  -57.76  -63.00    8.30    0.90 -117.90 -178.38    7.87
   12         26C  26C N   CA    178  179  -47.53  -41.10                  141.10
   13   3209  26C  27K C   N     182  184  -69.52  -70.20   30.63    2.23  -62.90  148.33   19.63
   13         27K  27K N   CA    184  185  171.02  140.40                  -40.80
   14   3210  27K  28M C   N     191  193   72.28   56.30   72.53    2.28  -63.40  135.76   25.43
   14         28M  28M N   CA    193  194  -35.95   34.80                  -40.50
   15   3213  30M  31G C   N     215  217  -61.16  -62.40    1.74    0.32   82.20  151.34   11.50
   15         31G  31G N   CA    217  218  -39.98  -41.20                    8.50
   16   3217  34S  35C C   N     239  241 -107.88 -117.90   62.07    2.28  -63.00  129.00   13.51
   16         35C  35C N   CA    241  242   79.85  141.10                  -41.10
   17   3218  35C  36G C   N     245  247  138.57   82.20   64.85    2.80  -62.40  160.01   27.81
   17         36G  36G N   CA    247  248  -23.57    8.50                  -41.20
   18   3219  36G  37Y C   N     249  251   56.82   55.90    1.26    0.08  -63.50  145.64   27.58
   18         37Y  37Y N   CA    251  252   38.65   39.50                  -43.40
   19   3220  37Y  38F C   N     261  263   64.15   58.10   11.19    0.59  -63.20  144.27   25.92
   19         38F  38F N   CA    263  264   23.49   32.90                  -44.30
   20   3223  40I  41K C   N     289  291 -102.82  -62.90   92.95   10.68  -62.90   92.95   10.68
   20         41K  41K N   CA    291  292   43.14  -40.80                  -40.80
   21   3236  53S  54S C   N     392  394  100.02 -136.60  128.62    4.26  -64.10 -145.91   18.67
   21         54S  54S N   CA    394  395 -172.47  151.20                  -35.00
   22   3239  56K  57S C   N     421  423   57.33   56.90   20.36    1.33  -64.10  152.20   19.55
   22         57S  57S N   CA    423  424   56.76   36.40                  -35.00
   23   3249  66S  67L C   N     484  486   66.95   60.20   10.51    0.48  -63.50  144.75   26.68
   23         67L  67L N   CA    486  487   21.53   29.60                  -41.20
   24   3250  67L  68C C   N     492  494 -140.31  -63.00   88.00   11.74  -63.00   88.00   11.74
   24         68C  68C N   CA    494  495    0.95  -41.10                  -41.10
   25   3259  76Y  77A C   N     574  576   68.53   55.40   13.17    1.38  -62.50  152.53   31.01
   25         77A  77A N   CA    576  577   37.19   38.20                  -40.90
   26   3268  85R  86C C   N     643  645  -99.85 -117.90   19.51    0.79  -63.00  174.34   23.98
   26         86C  86C N   CA    645  646  148.51  141.10                  -41.10
   27   3278  95G  96G C   N     720  722  -74.52  -62.40   47.88    6.66  -62.40   47.88    6.66
   27         96G  96G N   CA    722  723    5.12  -41.20                  -41.20
   28   3279  96G  97P C   N     724  726  -15.96  -58.70   72.30    4.47  -64.50  133.14   12.55
   28         97P  97P N   CA    726  727  -88.82  -30.50                  147.20
   29   3281  98R  99G C   N     742  744  -58.18  -62.40   21.57    3.44   82.20  143.26   10.50
   29         99G  99G N   CA    744  745  -20.05  -41.20                    8.50
   30   3285 102K 103G C   N     770  772  -63.33  -62.40    3.18    0.44   82.20  152.83   11.57
   30        103G 103G N   CA    772  773  -38.16  -41.20                    8.50
   31   3293 110N 111R C   N     833  835  -76.69  -63.00   18.26    2.21  -72.10  170.97   13.25
   31        111R 111R N   CA    835  836  -29.01  -41.10                  141.90
   32   3294 111R 112L C   N     844  846   62.02  -70.70  142.08   11.01 -108.50  175.53    7.94
   32        112L 112L N   CA    846  847   90.89  141.60                  132.50
   33   3295 112L 113Q C   N     852  854 -105.99 -121.10   73.90    3.24  -63.80  115.63   15.17
   33        113Q 113Q N   CA    854  855   67.36  139.70                  -40.30
   34   3299 116S 117G C   N     884  886  -67.26  -62.40    7.56    1.38   82.20  159.44   12.19
   34        117G 117G N   CA    886  887  -46.99  -41.20                    8.50
   35   3301 118C 119H C   N     894  896   57.68   56.30    4.37    0.31  -63.20  144.38   24.76
   35        119H 119H N   CA    896  897   36.65   40.80                  -42.30
   36   3302 119H 120G C   N     904  906  -66.48  -62.40   12.43    1.71   82.20  153.45   11.43
   36        120G 120G N   CA    906  907  -29.46  -41.20                    8.50
   37   3303 120G 121V C   N     908  910   60.08   55.90    4.20    0.46 -125.40 -156.79   10.84
   37        121V 121V N   CA    910  911   39.20   39.50                  143.30


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    1   11   18   68   78  117  109  117  135  145  151


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
merlu_lig.B99990001.pdb        998.91119
merlu_lig.B99990002.pdb       1092.19238

In [55]:
Image('pr10_5.png', width = 800)
Out[55]:

Розовое - исходный белок, зеленое - смоделированный. На мой вгляд, ситуации особо-то не изменилась.

Попробуем переместить лиганд в другое место.

In [59]:
class mymodel(modeller.automodel.automodel):
    def special_restraints(self, aln):
        rsr = self.restraints
        at = self.atoms
        for x,y in [('NH2:50:A','O4:124:B')]:
          rsr.add(modeller.forms.gaussian(group=modeller.physical.xy_distance, feature=modeller.features.distance(at[x],at[y]),mean=3.0, stdev=0.1))

  
a = mymodel(env, alnfile='all_in_one2.ali', knowns= pdb.code, sequence = s.code)
a.name='mod' + s.code
a.starting_model = 1
a.ending_model = 2
a.make()
automodel__W> The class 'automodel' is deprecated; use 'AutoModel' instead
AutoModel__W> Topology and/or parameter libraries already in memory. These will
                be used instead of the AutoModel defaults. If this is not what you
                want, clear them before creating the AutoModel object with
                env.libs.topology.clear() and env.libs.parameters.clear()
fndatmi_285W> Only      129 residues out of      132 contain atoms of type  CA
              (This is usually caused by non-standard residues, such
              as ligands, or by PDB files with missing atoms.)
fndatmi_285W> Only      129 residues out of      132 contain atoms of type  CA
              (This is usually caused by non-standard residues, such
              as ligands, or by PDB files with missing atoms.)

check_ali___> Checking the sequence-structure alignment. 

Implied intrachain target CA(i)-CA(i+1) distances longer than  8.0 angstroms:

ALN_POS  TMPL  RID1  RID2  NAM1  NAM2     DIST
----------------------------------------------
     87     1   87    95      E     G   13.907
END OF TABLE
fndatmi_285W> Only      129 residues out of      132 contain atoms of type  CA
              (This is usually caused by non-standard residues, such
              as ligands, or by PDB files with missing atoms.)
mdtrsr__446W> A potential that relies on one protein is used, yet you have at
              least one known structure available. MDT, not library, potential is used.
iup2crm_280W> No topology library in memory or assigning a BLK residue.
              Default CHARMM atom type assigned:  C1 -->  CT2
              This message is written only for the first such atom.
43 atoms in HETATM/BLK residues constrained
to protein atoms within 2.30 angstroms
and protein CA atoms within 10.00 angstroms
43 atoms in residues without defined topology
constrained to be rigid bodies
distance___W> The class 'distance' is deprecated; use 'Distance' instead
gaussian___W> The class 'gaussian' is deprecated; use 'Gaussian' instead
condens_443_> Restraints marked for deletion were removed.
              Total number of restraints before, now:    11091    10260


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      125
Number of all, selected real atoms                :      969     969
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10260   10260
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     2103
Dynamic pairs routine                             : 2, NATM x NATM cell sorting
Atomic shift for contacts update (UPDATE_DYNAMIC) :    0.390
LENNARD_JONES_SWITCH                              :    6.500   7.500
COULOMB_JONES_SWITCH                              :    6.500   7.500
RESIDUE_SPAN_RANGE                                :        0   99999
NLOGN_USE                                         :       15
CONTACT_SHELL                                     :    4.000
DYNAMIC_PAIRS,_SPHERE,_COULOMB,_LENNARD,_MODELLER :        T       T       F       F       F
SPHERE_STDV                                       :    0.050
RADII_FACTOR                                      :    0.820
Current energy                                    :        1351.1951





Summary of the restraint violations: 

   NUM     ... number of restraints.
   NUMVI   ... number of restraints with RVIOL > VIOL_REPORT_CUT[i].
   RVIOL   ... relative difference from the best value.
   NUMVP   ... number of restraints with -Ln(pdf) > VIOL_REPORT_CUT2[i].
   RMS_1   ... RMS(feature, minimally_violated_basis_restraint, NUMB).
   RMS_2   ... RMS(feature, best_value, NUMB).
   MOL.PDF ... scaled contribution to -Ln(Molecular pdf).

 #                     RESTRAINT_GROUP      NUM   NUMVI  NUMVP   RMS_1   RMS_2         MOL.PDF     S_i
------------------------------------------------------------------------------------------------------
 1 Bond length potential              :     947       0      0   0.009   0.009      19.056       1.000
 2 Bond angle potential               :    1266       0      9   2.401   2.401      139.86       1.000
 3 Stereochemical cosine torsion poten:     589       0     33  50.797  50.797      231.25       1.000
 4 Stereochemical improper torsion pot:     381       0      0   1.175   1.175      12.586       1.000
 5 Soft-sphere overlap restraints     :    2103       2      2   0.009   0.009      19.470       1.000
 6 Lennard-Jones 6-12 potential       :       0       0      0   0.000   0.000      0.0000       1.000
 7 Coulomb point-point electrostatic p:       0       0      0   0.000   0.000      0.0000       1.000
 8 H-bonding potential                :       0       0      0   0.000   0.000      0.0000       1.000
 9 Distance restraints 1 (CA-CA)      :    2101       0      2   0.475   0.475      112.11       1.000
10 Distance restraints 2 (N-O)        :    2294       0     21   0.635   0.635      260.39       1.000
11 Mainchain Phi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
12 Mainchain Psi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
13 Mainchain Omega dihedral restraints:     121       1      3   5.256   5.256      39.420       1.000
14 Sidechain Chi_1 dihedral restraints:      97       0      0  84.823  84.823      31.564       1.000
15 Sidechain Chi_2 dihedral restraints:      65       0      0  90.870  90.870      25.779       1.000
16 Sidechain Chi_3 dihedral restraints:      33       0      0  67.829  67.829      19.744       1.000
17 Sidechain Chi_4 dihedral restraints:      17       0      0  99.653  99.653      10.321       1.000
18 Disulfide distance restraints      :       0       0      0   0.000   0.000      0.0000       1.000
19 Disulfide angle restraints         :       0       0      0   0.000   0.000      0.0000       1.000
20 Disulfide dihedral angle restraints:       0       0      0   0.000   0.000      0.0000       1.000
21 Lower bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
22 Upper bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
23 Distance restraints 3 (SDCH-MNCH)  :     756       0      0   0.474   0.474      15.245       1.000
24 Sidechain Chi_5 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
25 Phi/Psi pair of dihedral restraints:     120      40     29  38.478  97.306      184.43       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      73       0      0   1.103   1.103      4.1935       1.000
27 Distance restraints 5 (X-Y)        :    1400       1      1   0.085   0.085      225.78       1.000
28 NMR distance restraints 6 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
29 NMR distance restraints 7 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
30 Minimal distance restraints        :       0       0      0   0.000   0.000      0.0000       1.000
31 Non-bonded restraints              :       0       0      0   0.000   0.000      0.0000       1.000
32 Atomic accessibility restraints    :       0       0      0   0.000   0.000      0.0000       1.000
33 Atomic density restraints          :       0       0      0   0.000   0.000      0.0000       1.000
34 Absolute position restraints       :       0       0      0   0.000   0.000      0.0000       1.000
35 Dihedral angle difference restraint:       0       0      0   0.000   0.000      0.0000       1.000
36 GBSA implicit solvent potential    :       0       0      0   0.000   0.000      0.0000       1.000
37 EM density fitting potential       :       0       0      0   0.000   0.000      0.0000       1.000
38 SAXS restraints                    :       0       0      0   0.000   0.000      0.0000       1.000
39 Symmetry restraints                :       0       0      0   0.000   0.000      0.0000       1.000



# Heavy relative violation of each residue is written to: merlu_lig.V99990001
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   17473.4473



List of the violated restraints:
   A restraint is violated when the relative difference
   from the best value (RVIOL) is larger than CUTOFF.

   ICSR   ... index of a restraint in the current set.
   RESNO  ... residue numbers of the first two atoms.
   ATM    ... IUPAC atom names of the first two atoms.
   FEAT   ... the value of the feature in the model.
   restr  ... the mean of the basis restraint with the smallest
              difference from the model (local minimum).
   viol   ... difference from the local minimum.
   rviol  ... relative difference from the local minimum.
   RESTR  ... the best value (global minimum).
   VIOL   ... difference from the best value.
   RVIOL  ... relative difference from the best value.


-------------------------------------------------------------------------------------------------

Feature 13                           : Mainchain Omega dihedral restraints     
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3399  96G  96G CA  C     723  724 -151.62 -180.00   28.38    5.67 -180.00   28.38    5.67

-------------------------------------------------------------------------------------------------

Feature 25                           : Phi/Psi pair of dihedral restraints     
List of the RVIOL violations larger than   :       6.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3184   1F   2A C   N      10   12  -65.42  -62.50    7.42    1.12 -134.00 -168.38   11.80
    1          2A   2A N   CA     12   13  -34.07  -40.90                  147.00
    2   3185   2A   3G C   N      15   17   62.87   78.70   76.74    2.83  -80.20  153.38    8.02
    2          3G   3G N   CA     17   18  118.81 -166.10                  174.10
    3   3186   3G   4G C   N      19   21  -84.39  -80.20   11.75    0.67   82.20 -132.71    7.42
    3          4G   4G N   CA     21   22  163.12  174.10                    8.50
    4   3188   5I   6V C   N      31   33  -75.54  -73.50   27.12    2.29  -62.40  151.92   20.01
    4          6V   6V N   CA     33   34  166.25  139.20                  -42.40
    5   3189   6V   7S C   N      38   40   76.12   56.90   75.31    3.39  -64.10  140.23   17.94
    5          7S   7S N   CA     40   41  -36.42   36.40                  -35.00
    6   3192   9R  10C C   N      64   66  -64.63  -63.00    3.78    0.58 -117.90 -177.65    7.84
    6         10C  10C N   CA     66   67  -44.50  -41.10                  141.10
    7   3195  12S  13C C   N      84   86  -64.04  -63.00    2.12    0.34 -117.90 -175.99    7.91
    7         13C  13C N   CA     86   87  -42.94  -41.10                  141.10
    8   3198  15C  16K C   N     104  106   77.24   56.60   22.70    2.06  -62.90  156.63   27.36
    8         16K  16K N   CA    106  107   29.15   38.60                  -40.80
    9   3200  17M  18E C   N     121  123  -50.87  -63.60   13.76    2.35 -117.80 -175.55    7.74
    9         18E  18E N   CA    123  124  -35.08  -40.30                  136.80
   10   3201  18E  19S C   N     130  132 -142.48 -136.60  107.37    5.57  -64.10  111.28    8.98
   10         19S  19S N   CA    132  133   43.99  151.20                  -35.00
   11   3203  20G  21C C   N     140  142   57.56  -69.10  146.32   13.59 -117.90 -169.59    7.73
   11         21C  21C N   CA    142  143 -144.92  141.80                  141.10
   12   3204  21C  22R C   N     146  148  -77.08  -63.00   20.22    2.38   57.30  149.09   18.55
   12         22R  22R N   CA    148  149  -26.58  -41.10                   38.00
   13   3206  23N  24V C   N     165  167  -73.89  -62.40   18.85    2.09 -125.40  178.36    7.40
   13         24V  24V N   CA    167  168  -27.45  -42.40                  143.30
   14   3207  24V  25G C   N     172  174  114.28   82.20   66.15    1.85  -62.40  176.86   31.25
   14         25G  25G N   CA    174  175  -49.36    8.50                  -41.20
   15   3213  30M  31G C   N     215  217  -64.73  -62.40    2.90    0.43   82.20  154.57   11.71
   15         31G  31G N   CA    217  218  -39.47  -41.20                    8.50
   16   3217  34S  35C C   N     239  241 -108.64 -117.90   70.30    2.62  -63.00  121.42   12.65
   16         35C  35C N   CA    241  242   71.41  141.10                  -41.10
   17   3218  35C  36G C   N     245  247  136.84   82.20   61.30    2.80  -62.40  162.24   28.01
   17         36G  36G N   CA    247  248  -19.29    8.50                  -41.20
   18   3219  36G  37Y C   N     249  251   55.93   55.90    3.41    0.24  -63.50  147.35   27.91
   18         37Y  37Y N   CA    251  252   42.91   39.50                  -43.40
   19   3220  37Y  38F C   N     261  263   66.01   58.10   14.51    0.77  -63.20  144.65   25.93
   19         38F  38F N   CA    263  264   20.73   32.90                  -44.30
   20   3223  40I  41K C   N     289  291 -101.07 -118.00   82.71    3.75  -62.90  106.05   12.28
   20         41K  41K N   CA    291  292   58.14  139.10                  -40.80
   21   3236  53S  54S C   N     392  394   91.38 -136.60  135.54    4.64  -64.10 -148.68   17.72
   21         54S  54S N   CA    394  395 -178.12  151.20                  -35.00
   22   3239  56K  57S C   N     421  423   55.98   56.90   18.02    1.07  -64.10  149.70   19.27
   22         57S  57S N   CA    423  424   54.40   36.40                  -35.00
   23   3249  66S  67L C   N     484  486   81.71   60.20   53.52    1.85  -63.50  146.84   26.20
   23         67L  67L N   CA    486  487  -19.41   29.60                  -41.20
   24   3252  69V  70Q C   N     505  507  -64.05  -63.80   23.32    3.44 -121.10  166.75    8.62
   24         70Q  70Q N   CA    507  508  -63.62  -40.30                  139.70
   25   3253  70Q  71N C   N     514  516 -101.88 -119.90   51.96    1.91   55.90  165.14   15.69
   25         71N  71N N   CA    516  517   88.26  137.00                   39.50
   26   3259  76Y  77A C   N     574  576   66.83   55.40   11.43    1.24  -62.50  151.55   30.81
   26         77A  77A N   CA    576  577   38.12   38.20                  -40.90
   27   3268  85R  86C C   N     643  645 -107.35 -117.90   10.97    0.43  -63.00 -179.67   25.28
   27         86C  86C N   CA    645  646  144.11  141.10                  -41.10
   28   3277  94N  95G C   N     716  718   21.36  -62.40   87.15   14.41  -62.40   87.15   14.41
   28         95G  95G N   CA    718  719  -65.26  -41.20                  -41.20
   29   3278  95G  96G C   N     720  722  -71.71  -62.40   48.71    6.88  -62.40   48.71    6.88
   29         96G  96G N   CA    722  723    6.61  -41.20                  -41.20
   30   3279  96G  97P C   N     724  726  -16.89  -58.70   72.09    4.41  -64.50  132.43   12.45
   30         97P  97P N   CA    726  727  -89.22  -30.50                  147.20
   31   3281  98R  99G C   N     742  744  -56.81  -62.40   20.14    3.30   82.20  142.29   10.48
   31         99G  99G N   CA    744  745  -21.85  -41.20                    8.50
   32   3285 102K 103G C   N     770  772  -61.04  -62.40    4.28    0.71   82.20  150.34   11.37
   32        103G 103G N   CA    772  773  -37.15  -41.20                    8.50
   33   3289 106I 107G C   N     795  797 -168.00   82.20  118.77    9.14  -62.40  142.04   20.30
   33        107G 107G N   CA    797  798   53.79    8.50                  -41.20
   34   3290 107G 108Y C   N     799  801 -130.70  -63.50   67.71   11.27  -63.50   67.71   11.27
   34        108Y 108Y N   CA    801  802  -35.16  -43.40                  -43.40
   35   3297 114K 115I C   N     870  872  -59.87  -97.30   51.02    3.75  -63.40  154.56   25.21
   35        115I 115I N   CA    872  873  161.88  127.20                  -43.60
   36   3298 115I 116S C   N     878  880   77.75   56.90   45.59    1.89  -64.10  145.17   19.33
   36        116S 116S N   CA    880  881   -4.14   36.40                  -35.00
   37   3299 116S 117G C   N     884  886 -140.26  -62.40   90.31   13.74   82.20  137.59    9.09
   37        117G 117G N   CA    886  887    4.55  -41.20                    8.50
   38   3301 118C 119H C   N     894  896   62.85   56.30   26.75    1.97  -63.20  138.41   23.72
   38        119H 119H N   CA    896  897   14.87   40.80                  -42.30
   39   3302 119H 120G C   N     904  906  -69.27  -62.40    9.18    1.31   82.20  157.62   11.84
   39        120G 120G N   CA    906  907  -35.10  -41.20                    8.50
   40   3303 120G 121V C   N     908  910   56.48   55.90    6.66    0.42 -125.40 -150.42   11.25
   40        121V 121V N   CA    910  911   32.86   39.50                  143.30

-------------------------------------------------------------------------------------------------

Feature 27                           : Distance restraints 5 (X-Y)             
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1  10260  50R 124. NH2 O4    374  952    5.58    3.00    2.58   25.82    3.00    2.58   25.82


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    1   12   17   62   86  112   98  138  149  150  156


<< end of ENERGY.
iupac_m_397W> Atoms were not swapped because of the uncertainty of how to handle the H atom.


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      125
Number of all, selected real atoms                :      969     969
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10260   10260
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     1963
Dynamic pairs routine                             : 2, NATM x NATM cell sorting
Atomic shift for contacts update (UPDATE_DYNAMIC) :    0.390
LENNARD_JONES_SWITCH                              :    6.500   7.500
COULOMB_JONES_SWITCH                              :    6.500   7.500
RESIDUE_SPAN_RANGE                                :        0   99999
NLOGN_USE                                         :       15
CONTACT_SHELL                                     :    4.000
DYNAMIC_PAIRS,_SPHERE,_COULOMB,_LENNARD,_MODELLER :        T       T       F       F       F
SPHERE_STDV                                       :    0.050
RADII_FACTOR                                      :    0.820
Current energy                                    :         984.7444





Summary of the restraint violations: 

   NUM     ... number of restraints.
   NUMVI   ... number of restraints with RVIOL > VIOL_REPORT_CUT[i].
   RVIOL   ... relative difference from the best value.
   NUMVP   ... number of restraints with -Ln(pdf) > VIOL_REPORT_CUT2[i].
   RMS_1   ... RMS(feature, minimally_violated_basis_restraint, NUMB).
   RMS_2   ... RMS(feature, best_value, NUMB).
   MOL.PDF ... scaled contribution to -Ln(Molecular pdf).

 #                     RESTRAINT_GROUP      NUM   NUMVI  NUMVP   RMS_1   RMS_2         MOL.PDF     S_i
------------------------------------------------------------------------------------------------------
 1 Bond length potential              :     947       0      0   0.007   0.007      14.335       1.000
 2 Bond angle potential               :    1266       0      5   2.146   2.146      113.90       1.000
 3 Stereochemical cosine torsion poten:     589       0     33  50.794  50.794      229.83       1.000
 4 Stereochemical improper torsion pot:     381       0      0   1.173   1.173      11.817       1.000
 5 Soft-sphere overlap restraints     :    1963       2      2   0.009   0.009      18.832       1.000
 6 Lennard-Jones 6-12 potential       :       0       0      0   0.000   0.000      0.0000       1.000
 7 Coulomb point-point electrostatic p:       0       0      0   0.000   0.000      0.0000       1.000
 8 H-bonding potential                :       0       0      0   0.000   0.000      0.0000       1.000
 9 Distance restraints 1 (CA-CA)      :    2101       1      5   0.452   0.452      93.649       1.000
10 Distance restraints 2 (N-O)        :    2294       0     10   0.551   0.551      170.90       1.000
11 Mainchain Phi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
12 Mainchain Psi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
13 Mainchain Omega dihedral restraints:     121       0      1   4.763   4.763      32.378       1.000
14 Sidechain Chi_1 dihedral restraints:      97       0      2  88.945  88.945      33.592       1.000
15 Sidechain Chi_2 dihedral restraints:      65       0      2  87.914  87.914      26.308       1.000
16 Sidechain Chi_3 dihedral restraints:      33       0      0  82.376  82.376      19.165       1.000
17 Sidechain Chi_4 dihedral restraints:      17       0      0  81.321  81.321      9.9395       1.000
18 Disulfide distance restraints      :       0       0      0   0.000   0.000      0.0000       1.000
19 Disulfide angle restraints         :       0       0      0   0.000   0.000      0.0000       1.000
20 Disulfide dihedral angle restraints:       0       0      0   0.000   0.000      0.0000       1.000
21 Lower bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
22 Upper bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
23 Distance restraints 3 (SDCH-MNCH)  :     756       0      0   0.466   0.466      14.481       1.000
24 Sidechain Chi_5 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
25 Phi/Psi pair of dihedral restraints:     120      27     19  36.165  82.600      137.95       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      73       0      1   1.404   1.404      8.1263       1.000
27 Distance restraints 5 (X-Y)        :    1400       1      1   0.052   0.052      49.546       1.000
28 NMR distance restraints 6 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
29 NMR distance restraints 7 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
30 Minimal distance restraints        :       0       0      0   0.000   0.000      0.0000       1.000
31 Non-bonded restraints              :       0       0      0   0.000   0.000      0.0000       1.000
32 Atomic accessibility restraints    :       0       0      0   0.000   0.000      0.0000       1.000
33 Atomic density restraints          :       0       0      0   0.000   0.000      0.0000       1.000
34 Absolute position restraints       :       0       0      0   0.000   0.000      0.0000       1.000
35 Dihedral angle difference restraint:       0       0      0   0.000   0.000      0.0000       1.000
36 GBSA implicit solvent potential    :       0       0      0   0.000   0.000      0.0000       1.000
37 EM density fitting potential       :       0       0      0   0.000   0.000      0.0000       1.000
38 SAXS restraints                    :       0       0      0   0.000   0.000      0.0000       1.000
39 Symmetry restraints                :       0       0      0   0.000   0.000      0.0000       1.000



# Heavy relative violation of each residue is written to: merlu_lig.V99990002
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   15879.2480



List of the violated restraints:
   A restraint is violated when the relative difference
   from the best value (RVIOL) is larger than CUTOFF.

   ICSR   ... index of a restraint in the current set.
   RESNO  ... residue numbers of the first two atoms.
   ATM    ... IUPAC atom names of the first two atoms.
   FEAT   ... the value of the feature in the model.
   restr  ... the mean of the basis restraint with the smallest
              difference from the model (local minimum).
   viol   ... difference from the local minimum.
   rviol  ... relative difference from the local minimum.
   RESTR  ... the best value (global minimum).
   VIOL   ... difference from the best value.
   RVIOL  ... relative difference from the best value.


-------------------------------------------------------------------------------------------------

Feature 25                           : Phi/Psi pair of dihedral restraints     
List of the RVIOL violations larger than   :       6.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3186   3G   4G C   N      19   21  -88.41  -80.20   14.30    0.95   82.20 -130.23    7.63
    1          4G   4G N   CA     21   22  162.39  174.10                    8.50
    2   3192   9R  10C C   N      64   66  -63.38  -63.00    2.94    0.39 -117.90 -176.82    7.89
    2         10C  10C N   CA     66   67  -44.01  -41.10                  141.10
    3   3195  12S  13C C   N      84   86  -63.11  -63.00    1.00    0.11 -117.90 -173.01    8.04
    3         13C  13C N   CA     86   87  -40.11  -41.10                  141.10
    4   3198  15C  16K C   N     104  106   75.63   56.60   19.38    2.08  -62.90  157.88   27.58
    4         16K  16K N   CA    106  107   34.92   38.60                  -40.80
    5   3201  18E  19S C   N     130  132  149.05   56.90  148.43    7.53  -64.10  153.58   20.54
    5         19S  19S N   CA    132  133  -79.97   36.40                  -35.00
    6   3202  19S  20G C   N     136  138   50.49   78.70   31.87    1.11  -80.20  135.19    9.78
    6         20G  20G N   CA    138  139 -151.29 -166.10                  174.10
    7   3207  24V  25G C   N     172  174   21.68  -62.40   92.05   14.54  -62.40   92.05   14.54
    7         25G  25G N   CA    174  175  -78.68  -41.20                  -41.20
    8   3213  30M  31G C   N     215  217  -65.02  -62.40    5.09    0.69   82.20  154.04   11.63
    8         31G  31G N   CA    217  218  -36.83  -41.20                    8.50
    9   3215  32S  33L C   N     225  227  -68.39  -70.70   17.70    1.43  -63.50  159.72   22.46
    9         33L  33L N   CA    227  228  159.15  141.60                  -41.20
   10   3216  33L  34S C   N     233  235   77.67   56.90   81.56    3.68  -64.10  141.97   17.94
   10         34S  34S N   CA    235  236  -42.47   36.40                  -35.00
   11   3218  35C  36G C   N     245  247 -176.98   82.20  100.88    6.64  -62.40  123.59   19.75
   11         36G  36G N   CA    247  248    5.12    8.50                  -41.20
   12   3219  36G  37Y C   N     249  251   58.75   55.90    4.70    0.53  -63.50  149.84   28.38
   12         37Y  37Y N   CA    251  252   43.24   39.50                  -43.40
   13   3220  37Y  38F C   N     261  263   60.47   58.10    2.38    0.32  -63.20  145.73   26.27
   13         38F  38F N   CA    263  264   32.78   32.90                  -44.30
   14   3236  53S  54S C   N     392  394   94.96 -136.60  132.58    4.48  -64.10 -147.48   18.11
   14         54S  54S N   CA    394  395 -175.95  151.20                  -35.00
   15   3239  56K  57S C   N     421  423   56.57   56.90   18.90    1.18  -64.10  150.72   19.39
   15         57S  57S N   CA    423  424   55.30   36.40                  -35.00
   16   3249  66S  67L C   N     484  486   74.28   60.20   27.10    1.00  -63.50  145.79   26.69
   16         67L  67L N   CA    486  487    6.45   29.60                  -41.20
   17   3250  67L  68C C   N     492  494 -130.32  -63.00   87.59   10.46  -63.00   87.59   10.46
   17         68C  68C N   CA    494  495   14.94  -41.10                  -41.10
   18   3259  76Y  77A C   N     574  576   68.23   55.40   13.42    1.23  -62.50  150.80   30.67
   18         77A  77A N   CA    576  577   34.27   38.20                  -40.90
   19   3268  85R  86C C   N     643  645  -96.22 -117.90   27.07    1.17  -63.00  164.97   22.56
   19         86C  86C N   CA    645  646  157.31  141.10                  -41.10
   20   3277  94N  95G C   N     716  718  -49.59   78.70  131.40    7.16  -62.40  153.87   22.38
   20         95G  95G N   CA    718  719  165.46 -166.10                  -41.20
   21   3278  95G  96G C   N     720  722   70.17   82.20   30.55    0.92  -62.40  153.70   29.06
   21         96G  96G N   CA    722  723   36.58    8.50                  -41.20
   22   3279  96G  97P C   N     724  726  -40.89  -58.70   63.57    4.02  -64.50  123.56   10.50
   22         97P  97P N   CA    726  727  -91.52  -30.50                  147.20
   23   3281  98R  99G C   N     742  744  -57.68  -62.40   20.84    3.36   82.20  142.94   10.50
   23         99G  99G N   CA    744  745  -20.90  -41.20                    8.50
   24   3285 102K 103G C   N     770  772  -62.86  -62.40    2.45    0.35   82.20  152.58   11.56
   24        103G 103G N   CA    772  773  -38.79  -41.20                    8.50
   25   3299 116S 117G C   N     884  886  -72.84  -62.40   13.56    1.96   82.20  160.38   11.98
   25        117G 117G N   CA    886  887  -32.55  -41.20                    8.50
   26   3301 118C 119H C   N     894  896   63.01   56.30   13.06    1.00  -63.20  145.25   24.95
   26        119H 119H N   CA    896  897   29.59   40.80                  -42.30
   27   3302 119H 120G C   N     904  906 -153.91 -167.20   96.78    3.61   82.20  142.41   11.11
   27        120G 120G N   CA    906  907   78.73  174.60                    8.50

-------------------------------------------------------------------------------------------------

Feature 27                           : Distance restraints 5 (X-Y)             
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1  10260  50R 124. NH2 O4    374  952    3.89    3.00    0.89    8.93    3.00    0.89    8.93


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    0    9   17   62   79  101   98  118  146  139  142


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
merlu_lig.B99990001.pdb       1351.19507
merlu_lig.B99990002.pdb        984.74445

In [60]:
Image('pr10_6.png', width = 800)
Out[60]:

Ну, мало что поменялось, на самом деле.

И наконец, попробуем построить лизоцим полностью из аланинов.

In [61]:
alignm = modeller.alignment(env)

mdl = modeller.model(env, file='1lmp.pdb', model_segment=('FIRST:'+'A', 'LAST:'+'B'))
alignm.append_model(mdl, atom_files='1lmp.pdb', align_codes='1lmp')
lys_ala = 'A' * 129 + '/...'
alignm.append_sequence(lys_ala)

alignm[0].code = 'pdb'
alignm[1].code = 'lys_ala'
alignment__W> The class 'alignment' is deprecated; use 'Alignment' instead
model______W> The class 'model' is deprecated; use 'Model' instead
In [62]:
alignm.salign()
alignm.write(file='all_in_one3.ali', alignment_format='PIR')
SALIGN_____> adding the next group to the alignment; iteration    1
In [63]:
s = alignm[1]
pdb = alignm[0]

print(s.code, pdb.code)

a = modeller.automodel.automodel(env, alnfile='all_in_one3.ali', knowns=pdb.code, sequence=s.code)

a.name='mod'+s.code
a.starting_model = 1
a.ending_model = 2
a.make()
lys_ala pdb
automodel__W> The class 'automodel' is deprecated; use 'AutoModel' instead
AutoModel__W> Topology and/or parameter libraries already in memory. These will
                be used instead of the AutoModel defaults. If this is not what you
                want, clear them before creating the AutoModel object with
                env.libs.topology.clear() and env.libs.parameters.clear()
fndatmi_285W> Only      129 residues out of      132 contain atoms of type  CA
              (This is usually caused by non-standard residues, such
              as ligands, or by PDB files with missing atoms.)
fndatmi_285W> Only      129 residues out of      132 contain atoms of type  CA
              (This is usually caused by non-standard residues, such
              as ligands, or by PDB files with missing atoms.)

check_ali___> Checking the sequence-structure alignment. 

Implied intrachain target CA(i)-CA(i+1) distances longer than  8.0 angstroms:

ALN_POS  TMPL  RID1  RID2  NAM1  NAM2     DIST
----------------------------------------------
END OF TABLE
fndatmi_285W> Only      129 residues out of      132 contain atoms of type  CA
              (This is usually caused by non-standard residues, such
              as ligands, or by PDB files with missing atoms.)
mdtrsr__446W> A potential that relies on one protein is used, yet you have at
              least one known structure available. MDT, not library, potential is used.
iup2crm_280W> No topology library in memory or assigning a BLK residue.
              Default CHARMM atom type assigned:  C1 -->  CT2
              This message is written only for the first such atom.
43 atoms in HETATM/BLK residues constrained
to protein atoms within 2.30 angstroms
and protein CA atoms within 10.00 angstroms
43 atoms in residues without defined topology
constrained to be rigid bodies
condens_443_> Restraints marked for deletion were removed.
              Total number of restraints before, now:    10115     9477


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      132
Number of all, selected real atoms                :      689     689
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :     9477    9477
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     1208
Dynamic pairs routine                             : 2, NATM x NATM cell sorting
Atomic shift for contacts update (UPDATE_DYNAMIC) :    0.390
LENNARD_JONES_SWITCH                              :    6.500   7.500
COULOMB_JONES_SWITCH                              :    6.500   7.500
RESIDUE_SPAN_RANGE                                :        0   99999
NLOGN_USE                                         :       15
CONTACT_SHELL                                     :    4.000
DYNAMIC_PAIRS,_SPHERE,_COULOMB,_LENNARD,_MODELLER :        T       T       F       F       F
SPHERE_STDV                                       :    0.050
RADII_FACTOR                                      :    0.820
Current energy                                    :         524.0288





Summary of the restraint violations: 

   NUM     ... number of restraints.
   NUMVI   ... number of restraints with RVIOL > VIOL_REPORT_CUT[i].
   RVIOL   ... relative difference from the best value.
   NUMVP   ... number of restraints with -Ln(pdf) > VIOL_REPORT_CUT2[i].
   RMS_1   ... RMS(feature, minimally_violated_basis_restraint, NUMB).
   RMS_2   ... RMS(feature, best_value, NUMB).
   MOL.PDF ... scaled contribution to -Ln(Molecular pdf).

 #                     RESTRAINT_GROUP      NUM   NUMVI  NUMVP   RMS_1   RMS_2         MOL.PDF     S_i
------------------------------------------------------------------------------------------------------
 1 Bond length potential              :     645       0      0   0.006   0.006      6.0777       1.000
 2 Bond angle potential               :     902       0      4   2.157   2.157      86.102       1.000
 3 Stereochemical cosine torsion poten:     262       0     34  77.715  77.715      254.10       1.000
 4 Stereochemical improper torsion pot:     258       0      0   0.838   0.838      5.0373       1.000
 5 Soft-sphere overlap restraints     :    1208       2      2   0.011   0.011      16.389       1.000
 6 Lennard-Jones 6-12 potential       :       0       0      0   0.000   0.000      0.0000       1.000
 7 Coulomb point-point electrostatic p:       0       0      0   0.000   0.000      0.0000       1.000
 8 H-bonding potential                :       0       0      0   0.000   0.000      0.0000       1.000
 9 Distance restraints 1 (CA-CA)      :    2404       0      0   0.187   0.187      42.301       1.000
10 Distance restraints 2 (N-O)        :    2562       0      0   0.236   0.236      65.383       1.000
11 Mainchain Phi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
12 Mainchain Psi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
13 Mainchain Omega dihedral restraints:     128       0      3   4.608   4.608      32.050       1.000
14 Sidechain Chi_1 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
15 Sidechain Chi_2 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
16 Sidechain Chi_3 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
17 Sidechain Chi_4 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
18 Disulfide distance restraints      :       0       0      0   0.000   0.000      0.0000       1.000
19 Disulfide angle restraints         :       0       0      0   0.000   0.000      0.0000       1.000
20 Disulfide dihedral angle restraints:       0       0      0   0.000   0.000      0.0000       1.000
21 Lower bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
22 Upper bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
23 Distance restraints 3 (SDCH-MNCH)  :     726       0      0   0.217   0.217      4.6757       1.000
24 Sidechain Chi_5 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
25 Phi/Psi pair of dihedral restraints:     127      17     11  24.845  59.046     -2.4637       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      62       0      0   0.398   0.398      1.1299       1.000
27 Distance restraints 5 (X-Y)        :    1401       0      0   0.032   0.032      13.248       1.000
28 NMR distance restraints 6 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
29 NMR distance restraints 7 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
30 Minimal distance restraints        :       0       0      0   0.000   0.000      0.0000       1.000
31 Non-bonded restraints              :       0       0      0   0.000   0.000      0.0000       1.000
32 Atomic accessibility restraints    :       0       0      0   0.000   0.000      0.0000       1.000
33 Atomic density restraints          :       0       0      0   0.000   0.000      0.0000       1.000
34 Absolute position restraints       :       0       0      0   0.000   0.000      0.0000       1.000
35 Dihedral angle difference restraint:       0       0      0   0.000   0.000      0.0000       1.000
36 GBSA implicit solvent potential    :       0       0      0   0.000   0.000      0.0000       1.000
37 EM density fitting potential       :       0       0      0   0.000   0.000      0.0000       1.000
38 SAXS restraints                    :       0       0      0   0.000   0.000      0.0000       1.000
39 Symmetry restraints                :       0       0      0   0.000   0.000      0.0000       1.000



# Heavy relative violation of each residue is written to: lys_ala.V99990001
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   10443.2627



List of the violated restraints:
   A restraint is violated when the relative difference
   from the best value (RVIOL) is larger than CUTOFF.

   ICSR   ... index of a restraint in the current set.
   RESNO  ... residue numbers of the first two atoms.
   ATM    ... IUPAC atom names of the first two atoms.
   FEAT   ... the value of the feature in the model.
   restr  ... the mean of the basis restraint with the smallest
              difference from the model (local minimum).
   viol   ... difference from the local minimum.
   rviol  ... relative difference from the local minimum.
   RESTR  ... the best value (global minimum).
   VIOL   ... difference from the best value.
   RVIOL  ... relative difference from the best value.


-------------------------------------------------------------------------------------------------

Feature 25                           : Phi/Psi pair of dihedral restraints     
List of the RVIOL violations larger than   :       6.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   2082  15A  16A C   N      74   76   78.20   55.40   26.56    1.93  -62.50  155.19   31.53
    1         16A  16A N   CA     76   77   24.58   38.20                  -40.90
    2   2085  18A  19A C   N      89   91   65.45   55.40   22.34    0.81  -62.50  140.96   28.64
    2         19A  19A N   CA     91   92   18.25   38.20                  -40.90
    3   2087  20A  21A C   N      99  101   55.70   55.40    7.88    0.45  -62.50  138.00   28.06
    3         21A  21A N   CA    101  102   30.32   38.20                  -40.90
    4   2088  21A  22A C   N     104  106   62.93   55.40   11.58    0.54  -62.50  143.78   29.24
    4         22A  22A N   CA    106  107   29.40   38.20                  -40.90
    5   2103  36A  37A C   N     179  181   66.25   55.40   12.89    0.90  -62.50  147.57   30.01
    5         37A  37A N   CA    181  182   31.23   38.20                  -40.90
    6   2104  37A  38A C   N     184  186   60.81   55.40    7.92    0.40  -62.50  143.45   29.17
    6         38A  38A N   CA    186  187   32.42   38.20                  -40.90
    7   2115  48A  49A C   N     239  241   85.74   55.40   41.28    2.31  -62.50  156.79   31.67
    7         49A  49A N   CA    241  242   10.20   38.20                  -40.90
    8   2120  53A  54A C   N     264  266   91.53 -134.00  139.98    3.40  -62.50 -156.34   32.01
    8         54A  54A N   CA    266  267 -174.14  147.00                  -40.90
    9   2123  56A  57A C   N     279  281   60.44   55.40   11.43    1.09  -62.50  151.98   30.80
    9         57A  57A N   CA    281  282   48.46   38.20                  -40.90
   10   2133  66A  67A C   N     329  331   81.68   55.40   57.50    2.09  -62.50  146.87   29.22
   10         67A  67A N   CA    331  332  -12.94   38.20                  -40.90
   11   2137  70A  71A C   N     349  351   54.01   55.40   11.55    0.59  -62.50  147.57   29.85
   11         71A  71A N   CA    351  352   49.67   38.20                  -40.90
   12   2140  73A  74A C   N     364  366   53.94   55.40   20.83    1.14  -62.50  153.41   30.90
   12         74A  74A N   CA    366  367   58.98   38.20                  -40.90
   13   2143  76A  77A C   N     379  381   65.07   55.40   10.27    1.22  -62.50  151.95   30.87
   13         77A  77A N   CA    381  382   41.67   38.20                  -40.90
   14   2170 103A 104A C   N     514  516   81.78 -134.00  158.95    3.61  -62.50  178.60   28.70
   14        104A 104A N   CA    516  517 -146.18  147.00                  -40.90
   15   2183 116A 117A C   N     579  581   50.85   55.40    9.93    0.36  -62.50  143.44   29.01
   15        117A 117A N   CA    581  582   47.02   38.20                  -40.90
   16   2192 125A 126A C   N     624  626   70.55   55.40   33.58    1.22  -62.50  141.82   28.70
   16        126A 126A N   CA    626  627    8.23   38.20                  -40.90
   17   2194 127A 128A C   N     634  636   61.69   55.40   11.06    0.45  -62.50  142.56   28.99
   17        128A 128A N   CA    636  637   29.10   38.20                  -40.90


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    0    2    2   29   53   66   57   76  104   96   92


<< end of ENERGY.


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      132
Number of all, selected real atoms                :      689     689
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :     9477    9477
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     1199
Dynamic pairs routine                             : 2, NATM x NATM cell sorting
Atomic shift for contacts update (UPDATE_DYNAMIC) :    0.390
LENNARD_JONES_SWITCH                              :    6.500   7.500
COULOMB_JONES_SWITCH                              :    6.500   7.500
RESIDUE_SPAN_RANGE                                :        0   99999
NLOGN_USE                                         :       15
CONTACT_SHELL                                     :    4.000
DYNAMIC_PAIRS,_SPHERE,_COULOMB,_LENNARD,_MODELLER :        T       T       F       F       F
SPHERE_STDV                                       :    0.050
RADII_FACTOR                                      :    0.820
Current energy                                    :         600.5272





Summary of the restraint violations: 

   NUM     ... number of restraints.
   NUMVI   ... number of restraints with RVIOL > VIOL_REPORT_CUT[i].
   RVIOL   ... relative difference from the best value.
   NUMVP   ... number of restraints with -Ln(pdf) > VIOL_REPORT_CUT2[i].
   RMS_1   ... RMS(feature, minimally_violated_basis_restraint, NUMB).
   RMS_2   ... RMS(feature, best_value, NUMB).
   MOL.PDF ... scaled contribution to -Ln(Molecular pdf).

 #                     RESTRAINT_GROUP      NUM   NUMVI  NUMVP   RMS_1   RMS_2         MOL.PDF     S_i
------------------------------------------------------------------------------------------------------
 1 Bond length potential              :     645       0      0   0.006   0.006      7.2117       1.000
 2 Bond angle potential               :     902       0      5   2.280   2.280      96.056       1.000
 3 Stereochemical cosine torsion poten:     262       0     31  76.983  76.983      248.96       1.000
 4 Stereochemical improper torsion pot:     258       0      0   0.934   0.934      6.1038       1.000
 5 Soft-sphere overlap restraints     :    1199       1      2   0.011   0.011      16.192       1.000
 6 Lennard-Jones 6-12 potential       :       0       0      0   0.000   0.000      0.0000       1.000
 7 Coulomb point-point electrostatic p:       0       0      0   0.000   0.000      0.0000       1.000
 8 H-bonding potential                :       0       0      0   0.000   0.000      0.0000       1.000
 9 Distance restraints 1 (CA-CA)      :    2404       0      2   0.207   0.207      52.557       1.000
10 Distance restraints 2 (N-O)        :    2562       0      6   0.294   0.294      97.235       1.000
11 Mainchain Phi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
12 Mainchain Psi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
13 Mainchain Omega dihedral restraints:     128       0      4   4.803   4.803      34.828       1.000
14 Sidechain Chi_1 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
15 Sidechain Chi_2 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
16 Sidechain Chi_3 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
17 Sidechain Chi_4 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
18 Disulfide distance restraints      :       0       0      0   0.000   0.000      0.0000       1.000
19 Disulfide angle restraints         :       0       0      0   0.000   0.000      0.0000       1.000
20 Disulfide dihedral angle restraints:       0       0      0   0.000   0.000      0.0000       1.000
21 Lower bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
22 Upper bound distance restraints    :       0       0      0   0.000   0.000      0.0000       1.000
23 Distance restraints 3 (SDCH-MNCH)  :     726       0      0   0.229   0.229      5.1061       1.000
24 Sidechain Chi_5 dihedral restraints:       0       0      0   0.000   0.000      0.0000       1.000
25 Phi/Psi pair of dihedral restraints:     127      18     15  28.410  60.665      21.138       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      62       0      0   0.379   0.379      1.0471       1.000
27 Distance restraints 5 (X-Y)        :    1401       0      0   0.033   0.033      14.097       1.000
28 NMR distance restraints 6 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
29 NMR distance restraints 7 (X-Y)    :       0       0      0   0.000   0.000      0.0000       1.000
30 Minimal distance restraints        :       0       0      0   0.000   0.000      0.0000       1.000
31 Non-bonded restraints              :       0       0      0   0.000   0.000      0.0000       1.000
32 Atomic accessibility restraints    :       0       0      0   0.000   0.000      0.0000       1.000
33 Atomic density restraints          :       0       0      0   0.000   0.000      0.0000       1.000
34 Absolute position restraints       :       0       0      0   0.000   0.000      0.0000       1.000
35 Dihedral angle difference restraint:       0       0      0   0.000   0.000      0.0000       1.000
36 GBSA implicit solvent potential    :       0       0      0   0.000   0.000      0.0000       1.000
37 EM density fitting potential       :       0       0      0   0.000   0.000      0.0000       1.000
38 SAXS restraints                    :       0       0      0   0.000   0.000      0.0000       1.000
39 Symmetry restraints                :       0       0      0   0.000   0.000      0.0000       1.000



# Heavy relative violation of each residue is written to: lys_ala.V99990002
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   10699.7998



List of the violated restraints:
   A restraint is violated when the relative difference
   from the best value (RVIOL) is larger than CUTOFF.

   ICSR   ... index of a restraint in the current set.
   RESNO  ... residue numbers of the first two atoms.
   ATM    ... IUPAC atom names of the first two atoms.
   FEAT   ... the value of the feature in the model.
   restr  ... the mean of the basis restraint with the smallest
              difference from the model (local minimum).
   viol   ... difference from the local minimum.
   rviol  ... relative difference from the local minimum.
   RESTR  ... the best value (global minimum).
   VIOL   ... difference from the best value.
   RVIOL  ... relative difference from the best value.


-------------------------------------------------------------------------------------------------

Feature 25                           : Phi/Psi pair of dihedral restraints     
List of the RVIOL violations larger than   :       6.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   2082  15A  16A C   N      74   76   78.07   55.40   25.30    2.00  -62.50  156.09   31.72
    1         16A  16A N   CA     76   77   26.96   38.20                  -40.90
    2   2084  17A  18A C   N      84   86  -56.83  -62.50    7.62    1.19 -134.00 -176.02   11.35
    2         18A  18A N   CA     86   87  -45.99  -40.90                  147.00
    3   2087  20A  21A C   N      99  101   52.73   55.40    3.11    0.37  -62.50  138.86   28.19
    3         21A  21A N   CA    101  102   36.59   38.20                  -40.90
    4   2088  21A  22A C   N     104  106   63.98   55.40   18.55    0.68  -62.50  141.15   28.69
    4         22A  22A N   CA    106  107   21.75   38.20                  -40.90
    5   2103  36A  37A C   N     179  181   66.29   55.40   13.38    0.88  -62.50  147.22   29.94
    5         37A  37A N   CA    181  182   30.42   38.20                  -40.90
    6   2104  37A  38A C   N     184  186   63.48   55.40   12.74    0.58  -62.50  143.75   29.24
    6         38A  38A N   CA    186  187   28.35   38.20                  -40.90
    7   2115  48A  49A C   N     239  241   84.44   55.40   38.39    2.24  -62.50  156.54   31.67
    7         49A  49A N   CA    241  242   13.09   38.20                  -40.90
    8   2120  53A  54A C   N     264  266   93.97 -134.00  137.45    3.34  -62.50 -154.08   32.41
    8         54A  54A N   CA    266  267 -174.77  147.00                  -40.90
    9   2123  56A  57A C   N     279  281   58.80   55.40   13.52    1.09  -62.50  152.35   30.84
    9         57A  57A N   CA    281  282   51.29   38.20                  -40.90
   10   2133  66A  67A C   N     329  331   82.86   55.40   60.29    2.19  -62.50  147.56   29.28
   10         67A  67A N   CA    331  332  -15.48   38.20                  -40.90
   11   2137  70A  71A C   N     349  351   54.06   55.40   11.51    0.59  -62.50  147.59   29.85
   11         71A  71A N   CA    351  352   49.63   38.20                  -40.90
   12   2140  73A  74A C   N     364  366   55.78   55.40   21.70    1.34  -62.50  155.40   31.31
   12         74A  74A N   CA    366  367   59.90   38.20                  -40.90
   13   2143  76A  77A C   N     379  381   67.75   55.40   12.40    1.39  -62.50  152.97   31.10
   13         77A  77A N   CA    381  382   39.32   38.20                  -40.90
   14   2170 103A 104A C   N     514  516   80.87 -134.00  159.65    3.63  -62.50  178.06   28.58
   14        104A 104A N   CA    516  517 -146.50  147.00                  -40.90
   15   2183 116A 117A C   N     579  581   46.84   55.40   17.22    0.64  -62.50  144.22   29.05
   15        117A 117A N   CA    581  582   53.14   38.20                  -40.90
   16   2191 124A 125A C   N     619  621   56.96  -68.20  131.88   12.40  -68.20  131.88   12.40
   16        125A 125A N   CA    621  622 -173.14  145.30                  145.30
   17   2192 125A 126A C   N     624  626  -82.80  -68.20   75.78    6.61  -62.50  113.67   17.74
   17        126A 126A N   CA    626  627   70.95  145.30                  -40.90
   18   2194 127A 128A C   N     634  636   61.07   55.40    6.52    0.49  -62.50  145.01   29.48
   18        128A 128A N   CA    636  637   34.98   38.20                  -40.90


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    0    4    2   29   41   64   61   78  102  102   84


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
lys_ala.B99990001.pdb          524.02881
lys_ala.B99990002.pdb          600.52716

In [64]:
Image('pr10_7.png', width = 800)
Out[64]:

Розовый - 1lmp, голубой - лизоцим из аланинов.

структуры удивительным образом опять почти идеально наложились друг на друга. Т.е. полностью аланиновая последовательность вдруг дала нам лизоцим. Все это свидетельствует о том, что modeller`у мало важна последовательность - она все равно подгонит вторичную структуру так, как надо.

Какие у нас получались скоры:

Первая модель (без лиганда): 945.93018

Вторая модель (с лигандом): 998.91119

Третья модель (с чуть передвинутым лигандом): 1351.19507

Четвертая модель (аланиновый лизоцим): 524.02881

Видим, что скор модели лизоцима из аланинов меньше, чем остальных. Спасибо и на этом, наверное.