Задание 8. Гомологичное моделирование комплекса белка с лигандом

Загружаем модули и данные.

In [1]:
import sys 
import modeller 
import _modeller
import modeller.automodel
In [2]:
env = modeller.environ()
env.io.hetatm = True
                         MODELLER 9.24, 2020/04/06, r11614

     PROTEIN STRUCTURE MODELLING BY SATISFACTION OF SPATIAL RESTRAINTS


                     Copyright(c) 1989-2020 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 LAPTOP-EFAVKRV4 4.4.0-18362-Microsoft x86_64
Date and time of compilation         : 2020/04/06 19:06:24
MODELLER executable type             : x86_64-intel8
Job starting time (YY/MM/DD HH:MM:SS): 2020/04/16 21:58:42

Скачаем модель белка-заготовки 1LMP и последовательность моделируемого белка LYS_LAMBD (P03706)

In [4]:
! wget http://www.pdb.org/pdb/files/1lmp.pdb
! wget https://www.uniprot.org/uniprot/P03706.fasta
Will not apply HSTS. The HSTS database must be a regular and non-world-writable file.
ERROR: could not open HSTS store at '/home/dmitry/.wget-hsts'. HSTS will be disabled.
--2020-04-16 22:00:06--  http://www.pdb.org/pdb/files/1lmp.pdb
Resolving www.pdb.org (www.pdb.org)... 128.6.244.52
Connecting to www.pdb.org (www.pdb.org)|128.6.244.52|:80... connected.
HTTP request sent, awaiting response... 301 Moved Permanently
Location: https://www.rcsb.org/pdb/files/1lmp.pdb [following]
--2020-04-16 22:00:07--  https://www.rcsb.org/pdb/files/1lmp.pdb
Resolving www.rcsb.org (www.rcsb.org)... 128.6.244.65
Connecting to www.rcsb.org (www.rcsb.org)|128.6.244.65|:443... connected.
HTTP request sent, awaiting response... 301 Moved Permanently
Location: http://files.rcsb.org/view/1lmp.pdb [following]
--2020-04-16 22:00:08--  http://files.rcsb.org/view/1lmp.pdb
Resolving files.rcsb.org (files.rcsb.org)... 128.6.244.12
Connecting to files.rcsb.org (files.rcsb.org)|128.6.244.12|:80... connected.
HTTP request sent, awaiting response... 200 OK
Length: unspecified [text/plain]
Saving to: ‘1lmp.pdb’

1lmp.pdb                [   <=>              ] 127.35K   185KB/s    in 0.7s    

2020-04-16 22:00:09 (185 KB/s) - ‘1lmp.pdb’ saved [130410]

Will not apply HSTS. The HSTS database must be a regular and non-world-writable file.
ERROR: could not open HSTS store at '/home/dmitry/.wget-hsts'. HSTS will be disabled.
--2020-04-16 22:00:09--  https://www.uniprot.org/uniprot/P03706.fasta
Resolving www.uniprot.org (www.uniprot.org)... 128.175.245.202, 193.62.192.81
Connecting to www.uniprot.org (www.uniprot.org)|128.175.245.202|:443... connected.
HTTP request sent, awaiting response... 200 
Length: 246 [text/plain]
Saving to: ‘P03706.fasta’

P03706.fasta        100%[===================>]     246  --.-KB/s    in 0s      

2020-04-16 22:00:10 (3.40 MB/s) - ‘P03706.fasta’ saved [246/246]

Создание модели

In [5]:
# Создаём объект выравнивания.
alignm = modeller.alignment(env)
# Загружаем туда последовательность целевого белка.
alignm.append(file='P03706.fasta', align_codes='all', alignment_format='FASTA')
# Создаём модель заготовки.
mdl = modeller.model(env, file='1lmp.pdb', model_segment=('FIRST:'+'A', 'LAST:'+'A'))
# Добавляем её в выравнивание.
alignm.append_model(mdl, atom_files='1lmp.pdb', align_codes='1lmp')
# Добавляем идентификаторы.
alignm[0].code = 'seq'
alignm[1].code = 'pdb'
# Делаем выравнивание.
alignm.salign()
# Сохраняем в файл.
alignm.write(file='all_in_one.ali', alignment_format='PIR')
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.
rdpdb___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.

SALIGN_____> adding the next group to the alignment; iteration    1
In [6]:
! cat all_in_one.ali
>P1;seq
sequence::     : :     : :::-1.00:-1.00
MVEINNQRKAFLDMLAWSEGTDNGRQKTRNHGYDVIVGGELFTDYSDHPRKLVTLNPKLKSTGAGRYQLLSRWWD
AYRKQLGLKDFSPKSQDAVALQQIKERGALPMIDRGDIRQAIDRCSNIWASLPGAGYGQFEHKADSLIAKFKEAG
GTVREIDV*

>P1;pdb
structureX:1lmp.pdb:   1 :A:+132 :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
KVYDRCELARALKASGMDGYAGNS-----------LPNWVCLSKWESSYNTQATNRNTDGSTDYGIFQINSRYWC
DDGRTPGAKNVCGIRCSQLLTDDLT---------------VAIRCAKRVVLDPNGIGAWVAWRLHCQNQDLRSYV
AGCGV...*

Видим в белке-заготовке гэпы. Это нормально, так как его длина 129 АК, а у целевого белка длина 158 АК. На первый взгляд очень сложно найти участи точно совпадающих АК, но, в целом, видны участки схожик АК.

In [7]:
# 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()
seq pdb
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
read_to_681_> topology.submodel read from topology file:        3
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.)
transfe_404W> At least one template is aligned with model residue   156:
              but no coordinates could be transferred. This usually
              occurs when your input files do not use the official
              PDBv3 atom names. Please check your templates.
transfe_404W> At least one template is aligned with model residue   157:
              but no coordinates could be transferred. This usually
              occurs when your input files do not use the official
              PDBv3 atom names. Please check your templates.
The following 1 residues contain 6-membered rings with poor geometries
after transfer from templates. Rebuilding rings from internal coordinates:
   <Residue 45 (type TYR)>
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.
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:    12085    10969
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                   :      158
Number of all, selected real atoms                :     1257    1257
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10969   10969
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     3175
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                                    :        1573.7255





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              :    1282       0      0   0.007   0.007      19.514       1.000
 2 Bond angle potential               :    1726       0      8   2.244   2.244      170.17       1.000
 3 Stereochemical cosine torsion poten:     789       0     42  50.294  50.294      314.28       1.000
 4 Stereochemical improper torsion pot:     515       0      0   1.342   1.342      19.703       1.000
 5 Soft-sphere overlap restraints     :    3175       0      0   0.005   0.005      8.7388       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)      :    2406       6     22   0.729   0.729      246.08       1.000
10 Distance restraints 2 (N-O)        :    2593       8     43   0.765   0.765      374.30       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:     157       0      3   5.190   5.190      49.877       1.000
14 Sidechain Chi_1 dihedral restraints:     130       0      5  80.861  80.861      48.307       1.000
15 Sidechain Chi_2 dihedral restraints:     107       0      3  71.608  71.608      54.805       1.000
16 Sidechain Chi_3 dihedral restraints:      48       0      0  82.188  82.188      35.672       1.000
17 Sidechain Chi_4 dihedral restraints:      24       0      0  87.935  87.935      17.539       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)  :     895       0      0   0.414   0.414      16.163       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:     156      41     33  39.497  85.859      182.18       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     141       0      1   1.241   1.241      16.394       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: seq.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:   21936.3613



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  9                           : Distance restraints 1 (CA-CA)           
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   5121   6N 153V CA  CA     42 1208    9.44    4.92    4.52    7.90    4.92    4.52    7.90
    2   5151   7Q 153V CA  CA     50 1208   11.89    7.94    3.94    4.52    7.94    3.94    4.52

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

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   7773  36I  17W N   O     287  144    8.06    4.62    3.44    4.84    4.62    3.44    4.84
    2   8300  56N 158V N   O     446 1256   13.36    8.62    4.73    5.31    8.62    4.73    5.31
    3   8314  57P 158V N   O     454 1256   13.04    8.17    4.87    6.56    8.17    4.87    6.56
    4   8322  58K 158V N   O     461 1256   15.03    9.76    5.27    4.66    9.76    5.27    4.66
    5   8360  61S 158V N   O     487 1256   13.99    9.99    4.00    5.18    9.99    4.00    5.18
    6   8384  62T 158V N   O     493 1256   11.75    8.19    3.56    5.21    8.19    3.56    5.21
    7   8410  63G 158V N   O     500 1256    9.43    6.08    3.34    5.95    6.08    3.34    5.95

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

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   4327  15L  16A C   N     124  126   77.53   55.40   24.98    1.93  -62.50  155.45   31.59
    1         16A  16A N   CA    126  127   26.61   38.20                  -40.90
    2   4330  18S  19E C   N     149  151   55.14   54.60   14.78    1.09  -63.60  136.80   23.54
    2         19E  19E N   CA    151  152   27.63   42.40                  -40.30
    3   4332  20G  21T C   N     162  164   48.39   55.90    7.61    0.79 -124.80 -158.62    7.62
    3         21T  21T N   CA    164  165   40.74   39.50                  143.50
    4   4336  24G  25R C   N     189  191 -171.61  -63.00  115.98   20.92  -63.00  115.98   20.92
    4         25R  25R N   CA    191  192  -81.77  -41.10                  -41.10
    5   4337  25R  26Q C   N     200  202 -147.16 -121.10   42.86    1.48  -63.80  168.10   29.00
    5         26Q  26Q N   CA    202  203  173.73  139.70                  -40.30
    6   4338  26Q  27K C   N     209  211 -179.76  -62.90  118.55   18.45  -62.90  118.55   18.45
    6         27K  27K N   CA    211  212  -20.88  -40.80                  -40.80
    7   4339  27K  28T C   N     218  220  -68.91  -78.10    9.35    0.60  -63.20  166.44   21.72
    7         28T  28T N   CA    220  221  151.55  149.80                  -42.10
    8   4340  28T  29R C   N     225  227  -61.59  -72.10   12.74    1.10  -63.00  169.81   22.85
    8         29R  29R N   CA    227  228  149.10  141.90                  -41.10
    9   4341  29R  30N C   N     236  238 -154.72 -119.90   87.01    3.07  -63.20  137.16   21.98
    9         30N  30N N   CA    238  239 -143.26  137.00                  -41.10
   10   4343  31H  32G C   N     254  256 -163.94 -167.20   10.06    0.41   82.20 -150.71   15.14
   10         32G  32G N   CA    256  257 -175.89  174.60                    8.50
   11   4344  32G  33Y C   N     258  260   26.33  -98.40  127.00    5.71  -63.50  173.04   31.73
   11         33Y  33Y N   CA    260  261  104.50  128.40                  -43.40
   12   4345  33Y  34D C   N     270  272 -158.38  -96.50   63.45    2.58  -63.30  169.39   18.12
   12         34D  34D N   CA    272  273  100.18  114.20                  -40.00
   13   4347  35V  36I C   N     285  287  -55.30 -120.60   85.33    3.81  -63.40  119.25   19.83
   13         36I  36I N   CA    287  288   75.37  130.30                  -43.60
   14   4348  36I  37V C   N     293  295  -56.14 -125.40   72.54    2.20  -62.40  164.24   21.15
   14         37V  37V N   CA    295  296  121.73  143.30                  -42.40
   15   4358  46S  47D C   N     369  371 -139.11  -63.30   91.18   11.25  -63.30   91.18   11.25
   15         47D  47D N   CA    371  372   10.66  -40.00                  -40.00
   16   4388  76A  77Y C   N     617  619 -124.65  -63.50   86.59   12.04  -63.50   86.59   12.04
   16         77Y  77Y N   CA    619  620   17.90  -43.40                  -43.40
   17   4390  78R  79K C   N     640  642 -135.27  -62.90   91.23   11.65  -62.90   91.23   11.65
   17         79K  79K N   CA    642  643   14.74  -40.80                  -40.80
   18   4395  83L  84K C   N     678  680 -134.54 -118.00   67.52    3.45  -62.90  135.01   15.57
   18         84K  84K N   CA    680  681   73.64  139.10                  -40.80
   19   4396  84K  85D C   N     687  689  -43.79  -96.50   58.15    2.40   54.50  109.71    9.49
   19         85D  85D N   CA    689  690   89.64  114.20                   40.90
   20   4398  86F  87S C   N     706  708 -100.85  -72.40   78.05    5.55  -64.10  120.46    7.42
   20         87S  87S N   CA    708  709   79.72  152.40                  -35.00
   21   4411  99I 100K C   N     802  804 -119.11 -118.00   64.03    3.09  -62.90  128.97   20.11
   21        100K 100K N   CA    804  805 -156.87  139.10                  -40.80
   22   4412 100K 101E C   N     811  813 -129.23 -117.80   11.94    0.53  -63.60 -174.36   21.89
   22        101E 101E N   CA    813  814  133.34  136.80                  -40.30
   23   4413 101E 102R C   N     820  822  -79.48  -72.10    8.10    0.55  -63.00  174.43   24.69
   23        102R 102R N   CA    822  823  145.26  141.90                  -41.10
   24   4414 102R 103G C   N     831  833   74.24   78.70   18.82    0.72   82.20  167.30    7.72
   24        103G 103G N   CA    833  834  175.61 -166.10                    8.50
   25   4415 103G 104A C   N     835  837 -153.11 -134.00   20.28    0.47  -62.50 -171.49   35.73
   25        104A 104A N   CA    837  838  153.80  147.00                  -40.90
   26   4416 104A 105L C   N     840  842  -66.85  -70.70   19.38    1.33  -63.50  163.84   22.56
   26        105L 105L N   CA    842  843  122.61  141.60                  -41.20
   27   4418 106P 107M C   N     855  857  178.79 -125.60   60.72    1.87  -63.40 -165.61   37.84
   27        107M 107M N   CA    857  858  164.88  140.50                  -40.50
   28   4420 108I 109D C   N     871  873 -113.99  -70.90   44.76    2.91  -63.30  165.53   23.71
   28        109D 109D N   CA    873  874  162.42  150.30                  -40.00
   29   4421 109D 110R C   N     879  881  -73.52  -72.10   15.97    1.20  -63.00  161.43   22.52
   29        110R 110R N   CA    881  882  157.81  141.90                  -41.10
   30   4422 110R 111G C   N     890  892  105.35   78.70   79.05    1.28   82.20  113.36    6.64
   30        111G 111G N   CA    892  893  119.47 -166.10                    8.50
   31   4425 113I 114R C   N     910  912 -140.93 -125.20   26.27    1.46  -63.00  178.55   20.33
   31        114R 114R N   CA    912  913  119.55  140.60                  -41.10
   32   4426 114R 115Q C   N     921  923 -132.56 -121.10   28.76    1.14  -63.80  168.31   28.35
   32        115Q 115Q N   CA    923  924  166.08  139.70                  -40.30
   33   4440 128P 129G C   N    1030 1032 -101.05  -62.40  110.55   15.13   82.20 -175.22   13.94
   33        129G 129G N   CA   1032 1033   62.37  -41.20                    8.50
   34   4441 129G 130A C   N    1034 1036  -63.16  -68.20    6.75    0.43  -62.50  178.30   29.25
   34        130A 130A N   CA   1036 1037  140.80  145.30                  -40.90
   35   4454 142L 143I C   N    1134 1136   26.74  -97.30  128.51    6.59  -63.40  164.18   30.12
   35        143I 143I N   CA   1136 1137   93.62  127.20                  -43.60
   36   4455 143I 144A C   N    1142 1144 -162.85 -134.00   33.49    0.78  -68.20   96.48    7.52
   36        144A 144A N   CA   1144 1145  163.99  147.00                  145.30
   37   4457 145K 146F C   N    1156 1158 -113.64 -124.20   92.66    4.10  -63.20  108.04   12.34
   37        146F 146F N   CA   1158 1159   51.24  143.30                  -44.30
   38   4462 150G 151G C   N    1194 1196   72.73   78.70   29.10    0.59   82.20  146.43    7.58
   38        151G 151G N   CA   1196 1197 -137.62 -166.10                    8.50
   39   4464 152T 153V C   N    1205 1207 -119.95 -125.40   13.87    0.53  -62.40 -177.73   20.42
   39        153V 153V N   CA   1207 1208  130.55  143.30                  -42.40
   40   4466 154R 155E C   N    1223 1225 -169.10 -117.80   65.30    1.98  -63.60  177.31   29.31
   40        155E 155E N   CA   1225 1226  177.19  136.80                  -40.30
   41   4468 156I 157D C   N    1240 1242 -148.46  -70.90   92.01    4.65  -63.30  147.33   23.56
   41        157D 157D N   CA   1242 1243 -160.22  150.30                  -40.00


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   32   17  126  111  166  168  195  206  254  249


<< 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                   :      158
Number of all, selected real atoms                :     1257    1257
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10969   10969
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     3368
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                                    :        1910.6378





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              :    1282       0      6   0.010   0.010      36.525       1.000
 2 Bond angle potential               :    1726       0      9   2.363   2.363      184.84       1.000
 3 Stereochemical cosine torsion poten:     789       0     54  52.295  52.295      333.32       1.000
 4 Stereochemical improper torsion pot:     515       0      1   1.509   1.509      25.167       1.000
 5 Soft-sphere overlap restraints     :    3368       0      0   0.007   0.007      16.876       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)      :    2406       6     36   0.841   0.841      363.51       1.000
10 Distance restraints 2 (N-O)        :    2593      12     46   0.837   0.837      510.20       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:     157       0      5   5.043   5.043      47.094       1.000
14 Sidechain Chi_1 dihedral restraints:     130       0      1  81.658  81.658      48.533       1.000
15 Sidechain Chi_2 dihedral restraints:     107       0      1  70.280  70.280      46.540       1.000
16 Sidechain Chi_3 dihedral restraints:      48       0      0  80.728  80.728      38.024       1.000
17 Sidechain Chi_4 dihedral restraints:      24       0      0  83.048  83.048      17.579       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)  :     895       0      0   0.379   0.379      14.363       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:     156      45     38  40.035  93.960      212.55       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     141       0      2   1.354   1.354      15.513       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: seq.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:   23815.6758



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  9                           : Distance restraints 1 (CA-CA)           
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   5121   6N 153V CA  CA     42 1208    8.25    4.92    3.33    5.82    4.92    3.33    5.82
    2   5436  17W  36I CA  CA    132  288   10.61    6.28    4.33    5.78    6.28    4.33    5.78
    3   5467  18S  36I CA  CA    146  288    9.18    4.31    4.86    6.18    4.31    4.86    6.18

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

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   7685  19E  23N N   O     151  186    7.14    2.87    4.27    5.08    2.87    4.27    5.08
    2   7773  36I  17W N   O     287  144    9.43    4.62    4.81    6.78    4.62    4.81    6.78
    3   8284  55L 158V N   O     438 1256   13.29    8.18    5.12    5.64    8.18    5.12    5.64
    4   8300  56N 158V N   O     446 1256   14.72    8.62    6.09    6.84    8.62    6.09    6.84
    5   8314  57P 158V N   O     454 1256   14.20    8.17    6.03    8.12    8.17    6.03    8.12
    6   8322  58K 158V N   O     461 1256   16.48    9.76    6.72    5.94    9.76    6.72    5.94
    7   8331  59L 158V N   O     470 1256   16.89   10.84    6.04    5.88   10.84    6.04    5.88
    8   8360  61S 158V N   O     487 1256   15.76    9.99    5.77    7.46    9.99    5.77    7.46
    9   8384  62T 158V N   O     493 1256   13.57    8.19    5.39    7.87    8.19    5.39    7.87
   10   8410  63G 158V N   O     500 1256   11.32    6.08    5.24    9.32    6.08    5.24    9.32
   11   8666  71S 158V N   O     561 1256   11.35    8.00    3.35    4.99    8.00    3.35    4.99

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

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   4327  15L  16A C   N     124  126   78.38   55.40   24.12    2.18  -62.50  158.11   32.15
    1         16A  16A N   CA    126  127   30.88   38.20                  -40.90
    2   4329  17W  18S C   N     143  145  -58.03  -64.10    7.24    0.69 -136.60 -172.86   10.57
    2         18S  18S N   CA    145  146  -38.95  -35.00                  151.20
    3   4330  18S  19E C   N     149  151 -130.35 -117.80   72.90    3.85  -63.60  124.67   14.40
    3         19E  19E N   CA    151  152   64.99  136.80                  -40.30
    4   4332  20G  21T C   N     162  164   55.57   55.90    9.18    0.67 -124.80 -147.69   12.87
    4         21T  21T N   CA    164  165   30.32   39.50                  143.50
    5   4336  24G  25R C   N     189  191 -173.29 -125.20   68.25    2.09  -63.00  170.38   30.08
    5         25R  25R N   CA    191  192 -170.97  140.60                  -41.10
    6   4337  25R  26Q C   N     200  202 -160.63 -121.10   40.62    1.73  -63.80 -163.80   25.22
    6         26Q  26Q N   CA    202  203  130.34  139.70                  -40.30
    7   4338  26Q  27K C   N     209  211 -165.12 -118.00   47.42    1.88  -62.90 -157.65   23.28
    7         27K  27K N   CA    211  212  133.83  139.10                  -40.80
    8   4339  27K  28T C   N     218  220 -158.75 -124.80   75.20    2.39  -63.20  143.68   24.17
    8         28T  28T N   CA    220  221 -149.40  143.50                  -42.10
    9   4340  28T  29R C   N     225  227 -143.20 -125.20   35.04    1.23  -63.00  168.54   28.19
    9         29R  29R N   CA    227  228  170.66  140.60                  -41.10
   10   4341  29R  30N C   N     236  238   55.68   55.90   14.24    0.98  -63.20  152.07   24.88
   10         30N  30N N   CA    238  239   53.73   39.50                  -41.10
   11   4342  30N  31H C   N     244  246 -126.56 -125.60   36.20    1.36  -63.20  156.15   23.66
   11         31H  31H N   CA    246  247  174.99  138.80                  -42.30
   12   4343  31H  32G C   N     254  256  -78.37  -80.20   10.10    0.49   82.20 -122.11    7.11
   12         32G  32G N   CA    256  257 -175.97  174.10                    8.50
   13   4344  32G  33Y C   N     258  260  -72.62  -98.40   34.42    2.73  -63.50  149.27   23.22
   13         33Y  33Y N   CA    260  261  105.59  128.40                  -43.40
   14   4345  33Y  34D C   N     270  272 -173.73  -96.50   77.35    3.15  -63.30 -173.78   20.07
   14         34D  34D N   CA    272  273  109.94  114.20                  -40.00
   15   4347  35V  36I C   N     285  287  -99.02 -120.60   72.79    4.97  -63.40  121.90   21.29
   15         36I  36I N   CA    287  288 -160.18  130.30                  -43.60
   16   4348  36I  37V C   N     293  295  142.27 -125.40   95.86    4.52  -62.40 -137.06   25.57
   16         37V  37V N   CA    295  296  117.52  143.30                  -42.40
   17   4349  37V  38G C   N     300  302  -64.74  -62.40    7.31    1.01   82.20  153.05   11.50
   17         38G  38G N   CA    302  303  -34.28  -41.20                    8.50
   18   4358  46S  47D C   N     369  371 -137.97  -63.30   81.54   10.97  -63.30   81.54   10.97
   18         47D  47D N   CA    371  372   -7.23  -40.00                  -40.00
   19   4368  56N  57P C   N     452  454  -75.69  -58.70   39.96    2.34  -64.50  141.97   11.19
   19         57P  57P N   CA    454  455    5.67  -30.50                  147.20
   20   4369  57P  58K C   N     459  461   79.03  -62.90  141.96   23.38  -62.90  141.96   23.38
   20         58K  58K N   CA    461  462  -38.11  -40.80                  -40.80
   21   4379  67Y  68Q C   N     534  536   60.23   55.10   12.91    1.36 -121.10 -161.04    9.33
   21         68Q  68Q N   CA    536  537   52.15   40.30                  139.70
   22   4388  76A  77Y C   N     617  619 -124.44  -63.50   89.19   12.36  -63.50   89.19   12.36
   22         77Y  77Y N   CA    619  620   21.73  -43.40                  -43.40
   23   4390  78R  79K C   N     640  642 -153.42  -62.90  105.92   14.16  -62.90  105.92   14.16
   23         79K  79K N   CA    642  643   14.20  -40.80                  -40.80
   24   4398  86F  87S C   N     706  708  -95.20  -72.40   77.30    5.33  -64.10  117.73    7.30
   24         87S  87S N   CA    708  709   78.54  152.40                  -35.00
   25   4411  99I 100K C   N     802  804  -74.22 -118.00   79.52    4.11  -62.90  114.27   15.48
   25        100K 100K N   CA    804  805 -154.51  139.10                  -40.80
   26   4412 100K 101E C   N     811  813 -118.91 -117.80   32.74    1.63  -63.60  160.04   24.46
   26        101E 101E N   CA    813  814  169.52  136.80                  -40.30
   27   4413 101E 102R C   N     820  822 -119.10 -125.20   16.08    0.88  -63.00  172.78   27.21
   27        102R 102R N   CA    822  823  155.48  140.60                  -41.10
   28   4414 102R 103G C   N     831  833 -170.28 -167.20   37.67    1.51   82.20  167.58   12.60
   28        103G 103G N   CA    833  834  137.05  174.60                    8.50
   29   4415 103G 104A C   N     835  837 -108.11 -134.00   44.93    1.64  -62.50  157.90   24.09
   29        104A 104A N   CA    837  838  110.27  147.00                  -40.90
   30   4416 104A 105L C   N     840  842 -172.84 -108.50   75.47    3.33  -63.50 -176.91   32.03
   30        105L 105L N   CA    842  843  171.94  132.50                  -41.20
   31   4418 106P 107M C   N     855  857 -133.30 -125.60   20.16    0.78  -63.40  174.94   31.64
   31        107M 107M N   CA    857  858  159.13  140.50                  -40.50
   32   4422 110R 111G C   N     890  892 -144.00 -167.20   64.44    2.12   82.20  170.68   13.29
   32        111G 111G N   CA    892  893  114.48  174.60                    8.50
   33   4423 111G 112D C   N     894  896 -104.06  -96.50   24.56    1.02  -63.30  137.04   14.94
   33        112D 112D N   CA    896  897   90.84  114.20                  -40.00
   34   4425 113I 114R C   N     910  912 -140.83 -125.20   20.89    1.14  -63.00 -175.00   21.13
   34        114R 114R N   CA    912  913  126.74  140.60                  -41.10
   35   4426 114R 115Q C   N     921  923 -154.82 -121.10   57.65    3.01  -63.80  161.37   20.68
   35        115Q 115Q N   CA    923  924   92.94  139.70                  -40.30
   36   4439 127L 128P C   N    1023 1025  -66.38  -64.50    1.94    0.18  -58.70  178.34   14.12
   36        128P 128P N   CA   1025 1026  147.67  147.20                  -30.50
   37   4441 129G 130A C   N    1034 1036  -53.53  -68.20   15.62    1.13  -62.50  179.39   28.97
   37        130A 130A N   CA   1036 1037  139.93  145.30                  -40.90
   38   4454 142L 143I C   N    1134 1136   24.98  -97.30  126.51    6.45  -63.40  164.20   30.07
   38        143I 143I N   CA   1136 1137   94.79  127.20                  -43.60
   39   4455 143I 144A C   N    1142 1144 -164.77 -134.00   33.79    0.77  -68.20   97.83    7.74
   39        144A 144A N   CA   1144 1145  160.96  147.00                  145.30
   40   4457 145K 146F C   N    1156 1158 -105.10 -124.20   91.83    3.82  -63.20  106.38   12.39
   40        146F 146F N   CA   1158 1159   53.48  143.30                  -44.30
   41   4461 149A 150G C   N    1190 1192  138.77   78.70   81.15    1.98  -62.40 -120.34   43.98
   41        150G 150G N   CA   1192 1193  139.33 -166.10                  -41.20
   42   4463 151G 152T C   N    1198 1200  -45.98  -78.10   56.73    1.89  -63.20  146.16   19.89
   42        152T 152T N   CA   1200 1201  103.04  149.80                  -42.10
   43   4464 152T 153V C   N    1205 1207 -125.10  -62.40   96.86   10.89  -62.40   96.86   10.89
   43        153V 153V N   CA   1207 1208   31.44  -42.40                  -42.40
   44   4466 154R 155E C   N    1223 1225 -170.43 -117.80   67.33    2.04  -63.60  176.83   29.30
   44        155E 155E N   CA   1225 1226  178.79  136.80                  -40.30
   45   4468 156I 157D C   N    1240 1242  175.92  -96.50  106.13    4.41  -63.30 -170.63   30.88
   45        157D 157D N   CA   1242 1243  174.15  114.20                  -40.00


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   26   36  146  129  187  167  187  218  235  267


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
seq.B99990001.pdb             1573.72546
seq.B99990002.pdb             1910.63782

Modeller нам написал кучу сообщений о результатах работы, пока что разбирать не будем, а посмотрим на результат. nglview был капризным, да ещё и в другой среды конды, поэтому просто нарисуем в pymol.

In [9]:
from IPython.display import display, Image
In [13]:
def show_model(pdb_1, pdb_2):
    command = f"load {pdb_1}, model_1; load {pdb_2}, model_2; " \
              f"util.cbag model_1; util.cbac model_2; " \
              f"align model_1, model_2; " \
              f"as cartoon; as sticks, hetatm; " \
              f"as cartoon; as sticks, hetatm; orient; " \
              f"set ray_trace_mode, 3; set antialias, 2; bg_color white; " \
              f"png tmp.png"
    ! pymol -Qcd "$command"
    display(Image('tmp.png'))
In [14]:
show_model('seq.B99990001.pdb', '1lmp.pdb')
In [15]:
show_model('seq.B99990001.pdb', '1lmp.pdb')

Видим, что в целом вторичные структуры соответствуют друг другу, но достаточно сильно смещены. Петли смоделированы близко к заготовке. Но у нас нет лиганда в целевом белке! Его надо добавить.

Как это сделать? Делаем химерную последовательность целевого белка: берём все остатки из последовательности целевого белка и добавляем последние 3 остатка (лиганды) и белка-заготовки.

In [16]:
seq_liganded = ''
for res in alignm[0].residues:
    seq_liganded += res.code
for lig in alignm[1].residues[-3:]:
    seq_liganded += lig.code
alignm.append_sequence(seq_liganded)
alignm[2].code = 'seq_liganded'
del alignm[0]
In [17]:
# Делаем выравнивание.
alignm.salign()
# Сохраняем в файл.
alignm.write(file='all_in_one2.ali', alignment_format='PIR')
SALIGN_____> adding the next group to the alignment; iteration    1
In [18]:
# Смотрим на выравнивание.
! cat all_in_one2.ali
>P1;pdb
structureX:1lmp.pdb:   1 :A:+132 :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
KVYDRCELARALKASGMDGYAGNS-----------LPNWVCLSKWESSYNTQATNRNTDGSTDYGIFQINSRYWC
DDGRTPGAKNVCGIRCSQLL--------------TDDLTVAIRCAKRVVLDPNGIG----AWVAWRLHCQNQDLR
SYVAGCGV...*

>P1;seq_liganded
sequence::1    : :+161 : :undefined:undefined:-1.00:-1.00
MVEINNQRKAFLDMLAWSEGTDNGRQKTRNHGYDVIVGGELFTDYSDHPRKLVTLNPKLKSTGAGRYQLLSRWWD
AYRKQLGLKDFSPKSQDAVALQQIKERGALPMIDRGDIRQAIDRCSNIWASLPGAGYGQFEHKADSLIAKFKEAG
GTVREIDV...*

Теперь у обеих последовательностей видим 3 точки на конце, что говорит нам о том, что в обеих последовательностях есть лиганд.

In [19]:
# Выбираем объект для моделирования.
s = alignm[1]
pdb = alignm[0]

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()
seq_liganded pdb
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

getf_______W> RTF restraint not found in the atoms list:
              residue type, indices:    18   158
              atom names           : C     +N
              atom indices         :  1255     0

getf_______W> RTF restraint not found in the atoms list:
              residue type, indices:    18   158
              atom names           : C     CA    +N    O
              atom indices         :  1255  1251     0  1256
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.)
The following 1 residues contain 6-membered rings with poor geometries
after transfer from templates. Rebuilding rings from internal coordinates:
   <Residue 45 (type TYR)>
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:    13524    12408
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.
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                   :      161
Number of all, selected real atoms                :     1300    1300
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    12408   12408
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     3350
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                                    :        1368.4260





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              :    1282       0      0   0.006   0.006      11.467       1.000
 2 Bond angle potential               :    1726       1      8   2.382   2.382      190.63       1.000
 3 Stereochemical cosine torsion poten:     789       0     41  50.128  50.128      310.67       1.000
 4 Stereochemical improper torsion pot:     515       0      0   1.524   1.524      25.367       1.000
 5 Soft-sphere overlap restraints     :    3350       2      2   0.008   0.008      24.562       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)      :    2407       0      0   0.351   0.351      94.915       1.000
10 Distance restraints 2 (N-O)        :    2568       0     15   0.529   0.529      227.03       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:     157       0      8   5.982   5.982      66.259       1.000
14 Sidechain Chi_1 dihedral restraints:     130       0      8  85.246  85.246      66.401       1.000
15 Sidechain Chi_2 dihedral restraints:     107       0      2  88.924  88.924      59.794       1.000
16 Sidechain Chi_3 dihedral restraints:      48       0      0  74.659  74.659      28.508       1.000
17 Sidechain Chi_4 dihedral restraints:      24       0      0  47.242  47.242      12.495       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)  :     941       0      0   0.447   0.447      20.705       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:     156      46     35  39.962  89.085      192.30       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     157       0      1   1.038   1.038      18.747       1.000
27 Distance restraints 5 (X-Y)        :    1401       0      0   0.039   0.039      18.578       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: seq_liganded.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:   22795.1230



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  2                           : Bond angle potential                    
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   1908  57P  57P N   CA    454  455  135.25  108.20   27.05    6.15  108.20   27.05    6.15

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

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   4315   3E   4I C   N      23   25  -70.31  -63.40   22.63    3.96 -120.60  172.06   11.72
    1          4I   4I N   CA     25   26  -65.15  -43.60                  130.30
    2   4316   4I   5N C   N      31   33  179.50  -63.20  119.96   19.13  -63.20  119.96   19.13
    2          5N   5N N   CA     33   34  -66.19  -41.10                  -41.10
    3   4327  15L  16A C   N     124  126   78.64   55.40   28.62    1.89  -62.50  154.32   31.33
    3         16A  16A N   CA    126  127   21.50   38.20                  -40.90
    4   4329  17W  18S C   N     143  145  -52.91  -64.10   12.56    1.30 -136.60 -172.23   10.63
    4         18S  18S N   CA    145  146  -40.71  -35.00                  151.20
    5   4332  20G  21T C   N     162  164   53.56   55.90   20.16    1.24 -124.80 -162.85    7.99
    5         21T  21T N   CA    164  165   59.52   39.50                  143.50
    6   4335  23N  24G C   N     185  187  -85.56  -80.20   14.63    0.35   82.20 -114.52    7.42
    6         24G  24G N   CA    187  188 -172.29  174.10                    8.50
    7   4336  24G  25R C   N     189  191   56.21   57.30   35.19    2.24  -63.00  165.13   29.65
    7         25R  25R N   CA    191  192   73.17   38.00                  -41.10
    8   4337  25R  26Q C   N     200  202  -56.82  -73.00   17.66    1.36  -63.80  172.05   24.94
    8         26Q  26Q N   CA    202  203  147.79  140.70                  -40.30
    9   4338  26Q  27K C   N     209  211 -136.44 -118.00   20.90    0.69  -62.90 -174.54   28.49
    9         27K  27K N   CA    211  212  148.94  139.10                  -40.80
   10   4339  27K  28T C   N     218  220 -102.13  -78.10   45.64    1.50  -63.20  135.02   19.91
   10         28T  28T N   CA    220  221 -171.39  149.80                  -42.10
   11   4340  28T  29R C   N     225  227 -110.03 -125.20   21.55    0.66  -63.00  172.91   20.62
   11         29R  29R N   CA    227  228  125.29  140.60                  -41.10
   12   4341  29R  30N C   N     236  238 -158.95 -119.90   67.73    2.11  -63.20  158.70   25.02
   12         30N  30N N   CA    238  239 -167.66  137.00                  -41.10
   13   4342  30N  31H C   N     244  246 -119.04 -125.60   35.79    1.47  -63.20  154.18   22.93
   13         31H  31H N   CA    246  247  173.99  138.80                  -42.30
   14   4344  32G  33Y C   N     258  260 -120.69 -124.30   10.60    0.43  -63.50  178.26   25.65
   14         33Y  33Y N   CA    260  261  125.44  135.40                  -43.40
   15   4345  33Y  34D C   N     270  272 -143.83  -96.50   65.00    2.72  -63.30 -179.76   27.44
   15         34D  34D N   CA    272  273  158.76  114.20                  -40.00
   16   4347  35V  36I C   N     285  287  -98.02 -120.60   33.27    1.40  -63.40  153.43   24.06
   16         36I  36I N   CA    287  288  105.87  130.30                  -43.60
   17   4358  46S  47D C   N     369  371 -139.32  -63.30   90.14   11.24  -63.30   90.14   11.24
   17         47D  47D N   CA    371  372    8.44  -40.00                  -40.00
   18   4368  56N  57P C   N     452  454  -76.17  -58.70   41.21    2.41  -64.50  140.86   11.14
   18         57P  57P N   CA    454  455    6.82  -30.50                  147.20
   19   4369  57P  58K C   N     459  461   80.64  -62.90  145.17   22.74  -62.90  145.17   22.74
   19         58K  58K N   CA    461  462  -62.52  -40.80                  -40.80
   20   4379  67Y  68Q C   N     534  536   58.92   55.10   13.82    1.32 -121.10 -160.48    9.32
   20         68Q  68Q N   CA    536  537   53.58   40.30                  139.70
   21   4388  76A  77Y C   N     617  619 -123.97  -63.50   93.28   12.88  -63.50   93.28   12.88
   21         77Y  77Y N   CA    619  620   27.62  -43.40                  -43.40
   22   4390  78R  79K C   N     640  642 -147.22  -62.90  108.61   13.72  -62.90  108.61   13.72
   22         79K  79K N   CA    642  643   27.65  -40.80                  -40.80
   23   4395  83L  84K C   N     678  680 -133.40 -118.00   48.92    2.52  -62.90  150.95   17.34
   23         84K  84K N   CA    680  681   92.67  139.10                  -40.80
   24   4396  84K  85D C   N     687  689  -47.95  -63.30   15.42    2.51   54.50  129.59   16.58
   24         85D  85D N   CA    689  690  -38.45  -40.00                   40.90
   25   4397  85D  86F C   N     695  697   76.37  -63.20  145.41   20.80  -63.20  145.41   20.80
   25         86F  86F N   CA    697  698  -85.09  -44.30                  -44.30
   26   4398  86F  87S C   N     706  708  -91.43  -72.40   78.23    5.26  -64.10  114.83    7.17
   26         87S  87S N   CA    708  709   76.53  152.40                  -35.00
   27   4407  95A  96L C   N     768  770   50.47  -70.70  123.54   10.37  -63.50 -164.64   34.04
   27         96L  96L N   CA    770  771  117.48  141.60                  -41.20
   28   4408  96L  97Q C   N     776  778 -143.49 -121.10   36.86    1.28  -63.80  170.48   29.19
   28         97Q  97Q N   CA    778  779  168.98  139.70                  -40.30
   29   4409  97Q  98Q C   N     785  787 -125.16 -121.10   36.11    1.65  -63.80  156.64   26.26
   29         98Q  98Q N   CA    787  788  175.58  139.70                  -40.30
   30   4411  99I 100K C   N     802  804 -156.56 -118.00   64.05    2.40  -62.90  159.38   26.21
   30        100K 100K N   CA    804  805 -169.76  139.10                  -40.80
   31   4412 100K 101E C   N     811  813  -66.55  -69.30   16.66    1.36  -63.60  160.80   21.60
   31        101E 101E N   CA    813  814  158.93  142.50                  -40.30
   32   4413 101E 102R C   N     820  822  -58.60  -72.10   16.46    1.08  -63.00  173.63   23.75
   32        102R 102R N   CA    822  823  132.48  141.90                  -41.10
   33   4414 102R 103G C   N     831  833  151.91 -167.20   63.63    2.46   82.20  136.49    9.72
   33        103G 103G N   CA    833  834  125.85  174.60                    8.50
   34   4417 105L 106P C   N     848  850  -67.09  -58.70   14.06    0.87  -64.50  166.44   12.56
   34        106P 106P N   CA    850  851  -19.22  -30.50                  147.20
   35   4418 106P 107M C   N     855  857  -76.43  -73.00   20.86    1.36  -63.40  156.47   24.39
   35        107M 107M N   CA    857  858  163.57  143.00                  -40.50
   36   4420 108I 109D C   N     871  873  -74.89  -70.90   14.05    0.52  -63.30  156.66   20.06
   36        109D 109D N   CA    873  874  163.77  150.30                  -40.00
   37   4424 112D 113I C   N     902  904 -107.06  -63.40   90.34   13.75  -63.40   90.34   13.75
   37        113I 113I N   CA    904  905   35.48  -43.60                  -43.60
   38   4442 130A 131G C   N    1039 1041   51.96   78.70   30.88    1.73  -62.40 -178.96   24.99
   38        131G 131G N   CA   1041 1042  178.46 -166.10                  -41.20
   39   4443 131G 132Y C   N    1043 1045 -153.66 -124.30   30.04    2.04  -63.50 -163.24   35.61
   39        132Y 132Y N   CA   1045 1046  141.71  135.40                  -43.40
   40   4444 132Y 133G C   N    1055 1057   52.00   78.70   72.03    1.12   82.20  111.86    6.88
   40        133G 133G N   CA   1057 1058  -99.21 -166.10                    8.50
   41   4445 133G 134Q C   N    1059 1061  -80.80  -63.80   74.95   10.21  -63.80   74.95   10.21
   41        134Q 134Q N   CA   1061 1062   32.70  -40.30                  -40.30
   42   4446 134Q 135F C   N    1068 1070 -160.82 -124.20   54.23    1.49  -63.20  164.50   28.76
   42        135F 135F N   CA   1070 1071 -176.70  143.30                  -44.30
   43   4457 145K 146F C   N    1156 1158   59.09   58.10    3.53    0.20  -63.20  142.84   25.74
   43        146F 146F N   CA   1158 1159   29.52   32.90                  -44.30
   44   4461 149A 150G C   N    1190 1192   28.76   78.70   86.37    1.46  -62.40  106.17   16.11
   44        150G 150G N   CA   1192 1193  -95.63 -166.10                  -41.20
   45   4465 153V 154R C   N    1212 1214   57.60  -72.10  139.67   11.68  -72.10  139.67   11.68
   45        154R 154R N   CA   1214 1215 -166.28  141.90                  141.90
   46   4466 154R 155E C   N    1223 1225  -77.20  -69.30   65.60    5.28  -63.60  118.46   15.09
   46        155E 155E N   CA   1225 1226   77.38  142.50                  -40.30


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    2   26   34  135  116  220  165  192  225  222  251


<< 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                   :      161
Number of all, selected real atoms                :     1300    1300
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    12408   12408
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     3410
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                                    :        1416.4287





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              :    1282       0      0   0.006   0.006      15.106       1.000
 2 Bond angle potential               :    1726       1     10   2.409   2.409      192.29       1.000
 3 Stereochemical cosine torsion poten:     789       0     46  51.492  51.492      331.36       1.000
 4 Stereochemical improper torsion pot:     515       0      0   1.548   1.548      25.438       1.000
 5 Soft-sphere overlap restraints     :    3410       2      2   0.008   0.008      28.387       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)      :    2407       0      1   0.463   0.463      130.89       1.000
10 Distance restraints 2 (N-O)        :    2568       2     17   0.587   0.587      246.58       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:     157       1      4   5.340   5.340      52.805       1.000
14 Sidechain Chi_1 dihedral restraints:     130       0      4  86.738  86.738      60.907       1.000
15 Sidechain Chi_2 dihedral restraints:     107       0      2  82.420  82.420      51.036       1.000
16 Sidechain Chi_3 dihedral restraints:      48       0      0  81.590  81.590      33.396       1.000
17 Sidechain Chi_4 dihedral restraints:      24       0      0 101.787 101.787      18.511       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)  :     941       0      0   0.525   0.525      28.366       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:     156      42     30  37.957  90.941      169.19       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     157       0      0   1.007   1.007      14.966       1.000
27 Distance restraints 5 (X-Y)        :    1401       0      0   0.037   0.037      17.211       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: seq_liganded.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:   23860.3945



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  2                           : Bond angle potential                    
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   1908  57P  57P N   CA    454  455  135.41  108.20   27.21    6.18  108.20   27.21    6.18

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

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   7483   9K   5N N   O      69   40    5.21    2.96    2.25    5.04    2.96    2.25    5.04
    2   7774  36I  17W N   O     287  144    7.91    4.62    3.30    5.29    4.62    3.30    5.29

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

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   4516  48H  48H CA  C     380  387 -157.33 -180.00   22.67    4.53 -180.00   22.67    4.53

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

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   4316   4I   5N C   N      31   33  -62.07 -119.90   62.71    3.14  -63.20  157.66   19.65
    1          5N   5N N   CA     33   34  161.25  137.00                  -41.10
    2   4317   5N   6N C   N      39   41   78.38   55.90   83.56    4.39  -63.20  141.58   21.46
    2          6N   6N N   CA     41   42  -40.98   39.50                  -41.10
    3   4327  15L  16A C   N     124  126   77.11   55.40   23.14    2.02  -62.50  156.67   31.86
    3         16A  16A N   CA    126  127   30.19   38.20                  -40.90
    4   4330  18S  19E C   N     149  151   66.60   54.60   31.42    1.65  -63.60  140.82   24.07
    4         19E  19E N   CA    151  152   13.36   42.40                  -40.30
    5   4332  20G  21T C   N     162  164   45.81   55.90   13.81    0.86 -124.80 -164.93    7.54
    5         21T  21T N   CA    164  165   48.93   39.50                  143.50
    6   4335  23N  24G C   N     185  187  -73.16  -80.20   28.50    0.79   82.20 -152.21    6.96
    6         24G  24G N   CA    187  188  146.49  174.10                    8.50
    7   4336  24G  25R C   N     189  191 -157.54 -125.20   32.71    1.19  -63.00 -162.50   33.07
    7         25R  25R N   CA    191  192  145.50  140.60                  -41.10
    8   4337  25R  26Q C   N     200  202 -154.11 -121.10   34.50    1.51  -63.80 -167.54   24.80
    8         26Q  26Q N   CA    202  203  129.65  139.70                  -40.30
    9   4338  26Q  27K C   N     209  211  178.09 -118.00   65.24    2.70  -62.90 -155.07   23.84
    9         27K  27K N   CA    211  212  126.03  139.10                  -40.80
   10   4339  27K  28T C   N     218  220 -111.25 -124.80   18.06    1.09  -63.20  169.42   24.92
   10         28T  28T N   CA    220  221  155.44  143.50                  -42.10
   11   4340  28T  29R C   N     225  227  -72.79  -72.10   21.80    1.69  -63.00  161.51   21.18
   11         29R  29R N   CA    227  228  120.11  141.90                  -41.10
   12   4341  29R  30N C   N     236  238 -159.44 -119.90   58.84    1.74  -63.20  168.52   26.33
   12         30N  30N N   CA    238  239 -179.43  137.00                  -41.10
   13   4342  30N  31H C   N     244  246  -69.52  -67.60    5.25    0.35  -63.20  172.92   22.02
   13         31H  31H N   CA    246  247  144.89  140.00                  -42.30
   14   4343  31H  32G C   N     254  256  101.13   78.70   51.13    0.76   82.20  140.73    7.77
   14         32G  32G N   CA    256  257  147.95 -166.10                    8.50
   15   4344  32G  33Y C   N     258  260 -113.75  -98.40   32.25    3.00  -63.50  151.98   21.82
   15         33Y  33Y N   CA    260  261  100.03  128.40                  -43.40
   16   4345  33Y  34D C   N     270  272 -148.09  -96.50   79.92    3.35  -63.30  167.77   26.14
   16         34D  34D N   CA    272  273  175.24  114.20                  -40.00
   17   4347  35V  36I C   N     285  287  -86.16 -120.60   38.29    2.02  -63.40  158.82   25.28
   17         36I  36I N   CA    287  288  113.57  130.30                  -43.60
   18   4348  36I  37V C   N     293  295  -53.81 -125.40   74.63    2.29  -62.40  164.85   21.37
   18         37V  37V N   CA    295  296  122.23  143.30                  -42.40
   19   4349  37V  38G C   N     300  302   94.59   82.20   59.88    2.29  -62.40  157.24   27.72
   19         38G  38G N   CA    302  303  -50.08    8.50                  -41.20
   20   4358  46S  47D C   N     369  371 -141.44  -63.30   92.22   11.54  -63.30   92.22   11.54
   20         47D  47D N   CA    371  372    8.98  -40.00                  -40.00
   21   4368  56N  57P C   N     452  454  -76.88  -58.70   41.57    2.43  -64.50  140.85   11.18
   21         57P  57P N   CA    454  455    6.89  -30.50                  147.20
   22   4369  57P  58K C   N     459  461   81.79  -62.90  145.21   23.23  -62.90  145.21   23.23
   22         58K  58K N   CA    461  462  -53.11  -40.80                  -40.80
   23   4388  76A  77Y C   N     617  619 -119.31  -63.50   92.05   12.70  -63.50   92.05   12.70
   23         77Y  77Y N   CA    619  620   29.80  -43.40                  -43.40
   24   4390  78R  79K C   N     640  642 -155.01  -62.90  100.78   14.24  -62.90  100.78   14.24
   24         79K  79K N   CA    642  643    0.11  -40.80                  -40.80
   25   4398  86F  87S C   N     706  708  -99.92  -72.40   81.08    5.70  -64.10  116.77    7.19
   25         87S  87S N   CA    708  709   76.14  152.40                  -35.00
   26   4407  95A  96L C   N     768  770   93.68 -108.50  163.02    7.36  -63.50 -145.85   27.93
   26         96L  96L N   CA    770  771  173.35  132.50                  -41.20
   27   4408  96L  97Q C   N     776  778  -57.23  -73.00   16.02    1.09  -63.80  178.31   26.56
   27         97Q  97Q N   CA    778  779  137.89  140.70                  -40.30
   28   4409  97Q  98Q C   N     785  787 -152.36 -121.10   31.28    1.15  -63.80 -160.57   33.93
   28         98Q  98Q N   CA    787  788  141.01  139.70                  -40.30
   29   4411  99I 100K C   N     802  804 -109.26 -118.00   12.89    0.46  -62.90  176.62   20.87
   29        100K 100K N   CA    804  805  129.63  139.10                  -40.80
   30   4412 100K 101E C   N     811  813 -126.57 -117.80   33.08    1.47  -63.60  163.61   25.36
   30        101E 101E N   CA    813  814  168.69  136.80                  -40.30
   31   4413 101E 102R C   N     820  822  -71.03  -72.10    7.95    0.59  -63.00  175.30   23.15
   31        102R 102R N   CA    822  823  134.02  141.90                  -41.10
   32   4415 103G 104A C   N     835  837 -136.99 -134.00    7.17    0.31  -62.50 -178.43   33.75
   32        104A 104A N   CA    837  838  153.51  147.00                  -40.90
   33   4416 104A 105L C   N     840  842 -115.61 -108.50    7.48    0.33  -63.50 -176.44   23.07
   33        105L 105L N   CA    842  843  134.80  132.50                  -41.20
   34   4420 108I 109D C   N     871  873 -132.57  -96.50   37.08    1.51  -63.30  161.25   17.14
   34        109D 109D N   CA    873  874  105.62  114.20                  -40.00
   35   4421 109D 110R C   N     879  881 -152.79 -125.20   94.56    3.89  -72.10  120.24    7.80
   35        110R 110R N   CA    881  882 -128.95  140.60                  141.90
   36   4422 110R 111G C   N     890  892  109.15   78.70   43.19    0.97  -62.40 -128.44   33.06
   36        111G 111G N   CA    892  893  163.27 -166.10                  -41.20
   37   4442 130A 131G C   N    1039 1041  133.59   82.20   55.46    2.77  -62.40  166.52   28.44
   37        131G 131G N   CA   1041 1042  -12.35    8.50                  -41.20
   38   4443 131G 132Y C   N    1043 1045  -61.93  -98.40   37.72    1.84  -63.50  162.17   25.81
   38        132Y 132Y N   CA   1045 1046  118.76  128.40                  -43.40
   39   4446 134Q 135F C   N    1068 1070  139.80 -124.20   98.30    4.44  -63.20 -131.18   26.23
   39        135F 135F N   CA   1070 1071  122.17  143.30                  -44.30
   40   4457 145K 146F C   N    1156 1158   59.75   58.10    4.68    0.25  -63.20  142.90   25.74
   40        146F 146F N   CA   1158 1159   28.52   32.90                  -44.30
   41   4461 149A 150G C   N    1190 1192   34.67   78.70   90.36    1.35  -62.40  107.41   16.83
   41        150G 150G N   CA   1192 1193  -87.20 -166.10                  -41.20
   42   4466 154R 155E C   N    1223 1225   72.44   54.60   36.01    1.83  -63.60  145.43   24.78
   42        155E 155E N   CA   1225 1226   11.12   42.40                  -40.30


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   26   30  145  117  202  176  202  215  222  252


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
seq_liganded.B99990001.pdb     1368.42603
seq_liganded.B99990002.pdb     1416.42871

In [20]:
show_model('seq_liganded.B99990001.pdb', '1lmp.pdb')
In [21]:
show_model('seq_liganded.B99990002.pdb', '1lmp.pdb')

Вот это магия лиганда! Обе модели очень похожи на белок-заготовку (лучше, чем без лиганда), немного различаясь в петях и в концах цепи.

Смена положения лиганда

Визуально посмотрели и решили взять карман белка между остатками 92 и 47 (остатки лиганда: 159 и 161). Этот карман сильно далеко от исходного.

In [28]:
command = "load seq_liganded.B99990001.pdb, model_1; " \
          "select resi 92 or resi 97; util.cbac sele; " \
          "as sticks, sele; orient sele; zoom sele, 30; " \
          "rotate z, -90; rotate y, 60; " \
          "set antialias, 2; set ray_trace_mode, 3; " \
          "png tmp.png"
!pymol -Qcd "$command"
display(Image('tmp.png'))

Наверняка modeller нам не разрешит туда совать лиганд, но его конформация должна измениться по сравнению с конформацией лиганда в белке-заготовке.

In [22]:
! rm seq_liganded.rsr
In [23]:
class mymodel(modeller.automodel.automodel):
    def special_restraints(self, aln):
        rsr = self.restraints
        at = self.atoms
        for x,y in [('N:92','O6:159'), ('N:47', 'O6:161')]:
            rsr.add(modeller.forms.gaussian(group=modeller.physical.xy_distance, 
                                            feature=modeller.features.distance(
                                            at[x],at[y]),mean=3.0, stdev=0.1))

from modeller import *
from modeller.automodel import *    
a = mymodel(env, alnfile='all_in_one2.ali', knowns=pdb.code, sequence=s.code)
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()
In [29]:
a.name = 'mod' + s.code
a.starting_model = 1
a.ending_model = 2
a.make()
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

getf_______W> RTF restraint not found in the atoms list:
              residue type, indices:    18   158
              atom names           : C     +N
              atom indices         :  1255     0

getf_______W> RTF restraint not found in the atoms list:
              residue type, indices:    18   158
              atom names           : C     CA    +N    O
              atom indices         :  1255  1251     0  1256
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.)
The following 1 residues contain 6-membered rings with poor geometries
after transfer from templates. Rebuilding rings from internal coordinates:
   <Residue 45 (type TYR)>
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:    13526    12410
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                   :      161
Number of all, selected real atoms                :     1300    1300
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    12410   12410
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     3779
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                                    :        3903.7749





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              :    1282       3      8   0.015   0.015      78.337       1.000
 2 Bond angle potential               :    1726      11     35   3.306   3.306      367.25       1.000
 3 Stereochemical cosine torsion poten:     789       0     41  50.578  50.578      317.58       1.000
 4 Stereochemical improper torsion pot:     515       0      3   1.950   1.950      42.510       1.000
 5 Soft-sphere overlap restraints     :    3779       2      3   0.009   0.009      37.454       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)      :    2407      20     68   0.917   0.917      737.16       1.000
10 Distance restraints 2 (N-O)        :    2568      13     87   0.940   0.940      757.77       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:     157       2     14   7.944   7.944      116.85       1.000
14 Sidechain Chi_1 dihedral restraints:     130       0      4  83.999  83.999      60.082       1.000
15 Sidechain Chi_2 dihedral restraints:     107       0      2  78.963  78.963      48.556       1.000
16 Sidechain Chi_3 dihedral restraints:      48       0      1  92.660  92.660      38.712       1.000
17 Sidechain Chi_4 dihedral restraints:      24       0      0 105.697 105.697      16.430       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)  :     941       0      0   0.544   0.544      27.547       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:     156      47     43  43.061  95.103      252.88       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     157       0      0   1.129   1.129      20.879       1.000
27 Distance restraints 5 (X-Y)        :    1403       6     18   0.197   0.197      983.79       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: seq_liganded.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:   29108.2852



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  1                           : Bond length potential                   
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1    382  47D  47D N   CA    371  372    1.60    1.43    0.17    5.74    1.43    0.17    5.74
    2    767  92D  92D N   CA    745  746    1.60    1.43    0.17    5.47    1.43    0.17    5.47
    3    769  92D  92D C   CA    751  746    1.76    1.49    0.27    7.74    1.49    0.27    7.74

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

Feature  2                           : Bond angle potential                    
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   1792  47D  47D N   CA    371  372  129.86  107.00   22.86    6.57  107.00   22.86    6.57
    2   2076  73W  73W N   CA    578  579  122.76  107.00   15.76    4.53  107.00   15.76    4.53
    3   2299  91Q  91Q N   CA    736  737  124.44  107.00   17.44    5.02  107.00   17.44    5.02
    4   2302  91Q  91Q CA  C     737  743  135.79  116.50   19.29    5.55  116.50   19.29    5.55
    5   2311  92D  92D N   CA    745  746  124.15  107.00   17.15    4.93  107.00   17.15    4.93
    6   2322  93A  93A N   CA    753  754  128.73  107.00   21.73    6.25  107.00   21.73    6.25
    7   2329  94V  94V N   CA    758  759  122.73  107.00   15.74    4.52  107.00   15.74    4.52

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

Feature  9                           : Distance restraints 1 (CA-CA)           
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   6144  52L  92D CA  CA    417  746   13.86    9.16    4.69    4.65    9.16    4.69    4.65
    2   6822  77Y  91Q CA  CA    620  737    7.74    5.25    2.49    7.36    5.25    2.49    7.36
    3   6823  77Y  92D CA  CA    620  746   10.91    7.27    3.64    5.35    7.27    3.64    5.35

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

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   9016  91Q  76A N   O     736  618    5.25    2.97    2.28    5.49    2.97    2.28    5.49
    2   9017  91Q  77Y N   O     736  630    9.25    6.78    2.47    4.53    6.78    2.47    4.53
    3   9039  92D  76A N   O     745  618    9.07    5.14    3.93    5.57    5.14    3.93    5.57
    4   9040  92D  77Y N   O     745  630   12.82    7.51    5.31    6.59    7.51    5.31    6.59

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

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   4559  91Q  91Q CA  C     737  743 -130.14 -180.00   49.86    9.97 -180.00   49.86    9.97

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

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   4315   3E   4I C   N      23   25  -67.42  -63.40   11.65    1.79 -120.60  171.43    7.87
    1          4I   4I N   CA     25   26  -32.67  -43.60                  130.30
    2   4316   4I   5N C   N      31   33   80.71   55.90   60.94    2.93  -63.20  146.05   23.11
    2          5N   5N N   CA     33   34  -16.16   39.50                  -41.10
    3   4327  15L  16A C   N     124  126   77.88   55.40   25.17    1.98  -62.50  155.89   31.68
    3         16A  16A N   CA    126  127   26.89   38.20                  -40.90
    4   4330  18S  19E C   N     149  151   68.00  -69.30  154.69   13.79  -63.60  168.94   20.82
    4         19E  19E N   CA    151  152 -146.25  142.50                  -40.30
    5   4331  19E  20G C   N     158  160   85.01   82.20   90.32    4.53  -80.20 -178.43    8.98
    5         20G  20G N   CA    160  161   98.78    8.50                  174.10
    6   4332  20G  21T C   N     162  164   51.16   55.90    4.97    0.47 -124.80 -156.37    7.75
    6         21T  21T N   CA    164  165   41.02   39.50                  143.50
    7   4336  24G  25R C   N     189  191 -130.03 -125.20   21.79    0.94  -63.00  170.76   27.66
    7         25R  25R N   CA    191  192  161.85  140.60                  -41.10
    8   4337  25R  26Q C   N     200  202 -153.02 -121.10   58.94    2.13  -63.80  158.05   27.71
    8         26Q  26Q N   CA    202  203 -170.76  139.70                  -40.30
    9   4338  26Q  27K C   N     209  211 -145.08 -118.00   29.03    1.29  -62.90 -171.69   21.64
    9         27K  27K N   CA    211  212  128.63  139.10                  -40.80
   10   4339  27K  28T C   N     218  220 -149.14 -124.80   26.74    1.09  -63.20 -175.44   29.23
   10         28T  28T N   CA    220  221  154.57  143.50                  -42.10
   11   4340  28T  29R C   N     225  227 -136.15 -125.20   16.11    0.50  -63.00 -178.15   29.57
   11         29R  29R N   CA    227  228  152.42  140.60                  -41.10
   12   4341  29R  30N C   N     236  238 -113.02 -119.90   59.23    2.84  -63.20  132.78   19.43
   12         30N  30N N   CA    238  239 -164.17  137.00                  -41.10
   13   4343  31H  32G C   N     254  256  -70.85  -80.20   23.11    0.54   82.20 -149.53    6.80
   13         32G  32G N   CA    256  257  152.97  174.10                    8.50
   14   4344  32G  33Y C   N     258  260  -71.37  -98.40   27.41    1.20  -63.50  167.44   26.17
   14         33Y  33Y N   CA    260  261  123.85  128.40                  -43.40
   15   4345  33Y  34D C   N     270  272 -133.51  -70.90   72.70    3.80  -63.30  150.18   23.05
   15         34D  34D N   CA    272  273 -172.76  150.30                  -40.00
   16   4347  35V  36I C   N     285  287 -112.39 -120.60   30.17    2.03  -63.40  164.53   28.77
   16         36I  36I N   CA    287  288  159.33  130.30                  -43.60
   17   4348  36I  37V C   N     293  295   53.26  -62.40  143.50   17.57  -62.40  143.50   17.57
   17         37V  37V N   CA    295  296 -127.34  -42.40                  -42.40
   18   4388  76A  77Y C   N     617  619 -126.54  -63.50   82.46   11.61  -63.50   82.46   11.61
   18         77Y  77Y N   CA    619  620    9.75  -43.40                  -43.40
   19   4390  78R  79K C   N     640  642 -152.33  -62.90  109.38   14.21  -62.90  109.38   14.21
   19         79K  79K N   CA    642  643   22.17  -40.80                  -40.80
   20   4392  80Q  81L C   N     658  660  -59.31  -63.50    8.98    1.10  -70.70  169.64   13.29
   20         81L  81L N   CA    660  661  -49.15  -41.20                  141.60
   21   4393  81L  82G C   N     666  668 -141.77  -62.40  146.94   20.01   82.20  154.83   12.06
   21         82G  82G N   CA    668  669   82.46  -41.20                    8.50
   22   4398  86F  87S C   N     706  708 -108.12 -136.60   85.78    3.66  -64.10  114.12    7.09
   22         87S  87S N   CA    708  709   70.28  151.20                  -35.00
   23   4402  90S  91Q C   N     734  736  -59.58 -121.10   66.25    2.09  -63.80  155.46   23.08
   23         91Q  91Q N   CA    736  737  115.10  139.70                  -40.30
   24   4403  91Q  92D C   N     743  745   30.51  -96.50  128.23    5.22  -63.30 -164.22   30.19
   24         92D  92D N   CA    745  746  131.85  114.20                  -40.00
   25   4405  93A  94V C   N     756  758  -52.38 -125.40   76.35    3.65  -62.40  152.33   18.72
   25         94V  94V N   CA    758  759  165.60  143.30                  -42.40
   26   4407  95A  96L C   N     768  770   63.57  -70.70  136.53   13.11  -63.50 -161.51   24.92
   26         96L  96L N   CA    770  771  166.32  141.60                  -41.20
   27   4408  96L  97Q C   N     776  778  -92.69  -73.00   19.76    1.38  -63.80  179.75   27.97
   27         97Q  97Q N   CA    778  779  142.28  140.70                  -40.30
   28   4409  97Q  98Q C   N     785  787  -72.78  -73.00   10.33    0.67  -63.80  170.92   24.67
   28         98Q  98Q N   CA    787  788  130.38  140.70                  -40.30
   29   4411  99I 100K C   N     802  804   53.80   56.60    8.53    0.83  -62.90  136.78   23.86
   29        100K 100K N   CA    804  805   30.55   38.60                  -40.80
   30   4413 101E 102R C   N     820  822   69.79   57.30   18.39    1.14  -63.00  148.11   26.94
   30        102R 102R N   CA    822  823   24.50   38.00                  -41.10
   31   4414 102R 103G C   N     831  833 -174.41 -167.20   52.15    2.11   82.20  154.22   11.70
   31        103G 103G N   CA    833  834  122.95  174.60                    8.50
   32   4415 103G 104A C   N     835  837 -116.19 -134.00   26.83    0.87  -62.50  176.21   26.81
   32        104A 104A N   CA    837  838  126.93  147.00                  -40.90
   33   4416 104A 105L C   N     840  842 -158.26 -108.50   54.43    2.41  -63.50 -170.40   32.16
   33        105L 105L N   CA    842  843  154.57  132.50                  -41.20
   34   4418 106P 107M C   N     855  857 -159.15 -125.60   64.90    2.27  -63.40  156.23   30.47
   34        107M 107M N   CA    857  858 -163.95  140.50                  -40.50
   35   4419 107M 108I C   N     863  865  -63.27  -63.40   11.53    1.89 -120.60  172.20    7.78
   35        108I 108I N   CA    865  866  -32.07  -43.60                  130.30
   36   4421 109D 110R C   N     879  881  -59.77  -63.00   22.10    2.78  -72.10  155.63   12.24
   36        110R 110R N   CA    881  882  -62.96  -41.10                  141.90
   37   4422 110R 111G C   N     890  892   24.82   78.70   66.14    1.93  -62.40  122.87   17.34
   37        111G 111G N   CA    892  893 -127.75 -166.10                  -41.20
   38   4439 127L 128P C   N    1023 1025  -72.38  -64.50   15.85    1.60  -58.70  164.52   12.52
   38        128P 128P N   CA   1025 1026  133.45  147.20                  -30.50
   39   4440 128P 129G C   N    1030 1032  -93.25  -80.20   73.78    2.27   78.70  179.88    7.51
   39        129G 129G N   CA   1032 1033 -113.29  174.10                 -166.10
   40   4442 130A 131G C   N    1039 1041   86.54   78.70   51.50    1.15  -62.40 -129.59   31.92
   40        131G 131G N   CA   1041 1042  143.00 -166.10                  -41.20
   41   4443 131G 132Y C   N    1043 1045 -126.90 -124.30   23.13    1.34  -63.50  168.22   23.88
   41        132Y 132Y N   CA   1045 1046  112.41  135.40                  -43.40
   42   4446 134Q 135F C   N    1068 1070  -87.62  -71.40   62.12    4.51  -63.20  117.59   17.97
   42        135F 135F N   CA   1070 1071 -159.33  140.70                  -44.30
   43   4457 145K 146F C   N    1156 1158   62.17   58.10    8.71    0.44  -63.20  143.35   25.78
   43        146F 146F N   CA   1158 1159   25.20   32.90                  -44.30
   44   4461 149A 150G C   N    1190 1192   33.48   78.70   93.59    1.40  -62.40  105.07   16.58
   44        150G 150G N   CA   1192 1193  -84.17 -166.10                  -41.20
   45   4466 154R 155E C   N    1223 1225   79.72   54.60   55.34    2.82  -63.60  147.15   24.62
   45        155E 155E N   CA   1225 1226   -6.91   42.40                  -40.30
   46   4467 155E 156I C   N    1232 1234 -121.61 -120.60   47.20    2.74  -63.40  139.45   21.32
   46        156I 156I N   CA   1234 1235   83.11  130.30                  -43.60
   47   4468 156I 157D C   N    1240 1242  -60.37  -70.90   30.43    1.07   54.50  140.47   10.42
   47        157D 157D N   CA   1242 1243  121.75  150.30                   40.90

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

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  12409  92D 159. N   O6    745 1270    6.72    3.00    3.72   37.23    3.00    3.72   37.23
    2  12410  47D 161. N   O6    371 1297    6.32    3.00    3.32   33.17    3.00    3.32   33.17


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   27   40  177  146  226  177  206  264  277  273


<< 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                   :      161
Number of all, selected real atoms                :     1300    1300
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    12410   12410
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     3552
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                                    :        3845.0586





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              :    1282       3      8   0.015   0.015      86.999       1.000
 2 Bond angle potential               :    1726      11     26   3.183   3.183      336.89       1.000
 3 Stereochemical cosine torsion poten:     789       0     43  50.486  50.486      310.00       1.000
 4 Stereochemical improper torsion pot:     515       0      3   1.959   1.959      43.305       1.000
 5 Soft-sphere overlap restraints     :    3552       2      4   0.010   0.010      40.621       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)      :    2407      18     67   0.851   0.851      658.55       1.000
10 Distance restraints 2 (N-O)        :    2568      16     92   0.909   0.909      757.06       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:     157       2      8   7.649   7.649      108.31       1.000
14 Sidechain Chi_1 dihedral restraints:     130       0      3  84.323  84.323      57.005       1.000
15 Sidechain Chi_2 dihedral restraints:     107       0      4  70.859  70.859      48.408       1.000
16 Sidechain Chi_3 dihedral restraints:      48       0      0  92.913  92.913      37.422       1.000
17 Sidechain Chi_4 dihedral restraints:      24       0      0  72.326  72.326      14.486       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)  :     941       0      0   0.512   0.512      29.821       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:     156      48     42  42.387  94.275      211.24       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     157       0      2   1.252   1.252      27.145       1.000
27 Distance restraints 5 (X-Y)        :    1403       7     20   0.206   0.206      1077.8       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: seq_liganded.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:   27958.9492



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  1                           : Bond length potential                   
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1    382  47D  47D N   CA    371  372    1.62    1.43    0.19    6.38    1.43    0.19    6.38
    2    767  92D  92D N   CA    745  746    1.61    1.43    0.18    6.08    1.43    0.18    6.08
    3    769  92D  92D C   CA    751  746    1.76    1.49    0.27    7.71    1.49    0.27    7.71

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

Feature  2                           : Bond angle potential                    
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   1792  47D  47D N   CA    371  372  133.51  107.00   26.51    7.62  107.00   26.51    7.62
    2   2039  69L  69L C   CA    551  546  128.64  108.00   20.63    4.78  108.00   20.63    4.78
    3   2076  73W  73W N   CA    578  579  122.78  107.00   15.78    4.54  107.00   15.78    4.54
    4   2299  91Q  91Q N   CA    736  737  122.86  107.00   15.86    4.56  107.00   15.86    4.56
    5   2302  91Q  91Q CA  C     737  743  135.69  116.50   19.19    5.52  116.50   19.19    5.52
    6   2311  92D  92D N   CA    745  746  128.86  107.00   21.86    6.28  107.00   21.86    6.28
    7   2322  93A  93A N   CA    753  754  126.65  107.00   19.65    5.65  107.00   19.65    5.65
    8   2329  94V  94V N   CA    758  759  128.09  107.00   21.09    6.07  107.00   21.09    6.07

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

Feature  9                           : Distance restraints 1 (CA-CA)           
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   6822  77Y  91Q CA  CA    620  737    7.51    5.25    2.25    6.67    5.25    2.25    6.67
    2   6823  77Y  92D CA  CA    620  746   10.66    7.27    3.39    4.98    7.27    3.39    4.98

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

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   9016  91Q  76A N   O     736  618    5.37    2.97    2.40    5.78    2.97    2.40    5.78
    2   9039  92D  76A N   O     745  618    9.19    5.14    4.06    5.75    5.14    4.06    5.75
    3   9040  92D  77Y N   O     745  630   12.49    7.51    4.98    6.18    7.51    4.98    6.18

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

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   4555  87S  87S CA  C     709  712 -148.96 -180.00   31.04    6.20 -180.00   31.04    6.20
    2   4559  91Q  91Q CA  C     737  743 -126.94 -180.00   53.06   10.61 -180.00   53.06   10.61

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

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   4327  15L  16A C   N     124  126   78.76   55.40   25.35    2.13  -62.50  157.32   31.98
    1         16A  16A N   CA    126  127   28.36   38.20                  -40.90
    2   4329  17W  18S C   N     143  145  -52.68  -64.10   12.23    1.35 -136.60 -170.92   10.70
    2         18S  18S N   CA    145  146  -39.37  -35.00                  151.20
    3   4330  18S  19E C   N     149  151 -140.12 -117.80   93.89    5.03  -63.60  115.04   13.54
    3         19E  19E N   CA    151  152   45.61  136.80                  -40.30
    4   4332  20G  21T C   N     162  164   45.17   55.90   12.46    0.97 -124.80 -163.97    7.49
    4         21T  21T N   CA    164  165   45.84   39.50                  143.50
    5   4336  24G  25R C   N     189  191 -165.50 -125.20   48.35    1.43  -63.00 -177.02   31.50
    5         25R  25R N   CA    191  192  167.32  140.60                  -41.10
    6   4337  25R  26Q C   N     200  202 -141.73 -121.10   33.88    1.17  -63.80  171.82   29.31
    6         26Q  26Q N   CA    202  203  166.57  139.70                  -40.30
    7   4338  26Q  27K C   N     209  211  -71.19  -70.20   12.72    0.94  -62.90  168.72   21.47
    7         27K  27K N   CA    211  212  127.71  140.40                  -40.80
    8   4339  27K  28T C   N     218  220 -147.41 -124.80   30.07    1.01  -63.20  176.03   28.00
    8         28T  28T N   CA    220  221  163.32  143.50                  -42.10
    9   4340  28T  29R C   N     225  227 -128.98 -125.20   35.66    1.64  -63.00  157.34   25.76
    9         29R  29R N   CA    227  228  176.06  140.60                  -41.10
   10   4341  29R  30N C   N     236  238  -89.50  -71.20   19.71    1.57  -63.20  178.52   20.97
   10         30N  30N N   CA    238  239  135.47  142.80                  -41.10
   11   4342  30N  31H C   N     244  246 -138.92  -63.20   86.67   14.89  -63.20   86.67   14.89
   11         31H  31H N   CA    246  247  -84.47  -42.30                  -42.30
   12   4343  31H  32G C   N     254  256 -103.00  -80.20   67.55    1.68   82.20 -141.67    8.11
   12         32G  32G N   CA    256  257 -122.32  174.10                    8.50
   13   4345  33Y  34D C   N     270  272   55.79   54.50  116.27    8.65  -63.30 -158.26   21.73
   13         34D  34D N   CA    272  273  157.16   40.90                  -40.00
   14   4347  35V  36I C   N     285  287 -101.90 -120.60   20.79    1.10  -63.40  169.26   26.53
   14         36I  36I N   CA    287  288  121.22  130.30                  -43.60
   15   4348  36I  37V C   N     293  295  -33.12 -125.40   93.18    3.24  -62.40  175.25   23.96
   15         37V  37V N   CA    295  296  130.39  143.30                  -42.40
   16   4349  37V  38G C   N     300  302   98.91   82.20   65.82    2.37  -62.40  161.91   28.32
   16         38G  38G N   CA    302  303  -55.16    8.50                  -41.20
   17   4357  45Y  46S C   N     363  365  -73.27  -72.40   72.68    4.25  -64.10  100.34    7.85
   17         46S  46S N   CA    365  366 -134.92  152.40                  -35.00
   18   4358  46S  47D C   N     369  371  -66.70  -96.50   72.34    3.05  -63.30   88.35   10.70
   18         47D  47D N   CA    371  372   48.29  114.20                  -40.00
   19   4359  47D  48H C   N     377  379   61.12   56.30  128.75   11.80   56.30  128.75   11.80
   19         48H  48H N   CA    379  380  169.46   40.80                   40.80
   20   4360  48H  49P C   N     387  389  -73.68  -58.70   42.21    2.53  -64.50  138.53   10.83
   20         49P  49P N   CA    389  390    8.97  -30.50                  147.20
   21   4379  67Y  68Q C   N     534  536   63.44   55.10   18.18    2.00 -121.10 -165.79    9.06
   21         68Q  68Q N   CA    536  537   56.46   40.30                  139.70
   22   4390  78R  79K C   N     640  642 -154.36  -62.90  104.63   14.23  -62.90  104.63   14.23
   22         79K  79K N   CA    642  643   10.02  -40.80                  -40.80
   23   4395  83L  84K C   N     678  680 -136.68 -118.00   79.02    4.03  -62.90  126.80   14.76
   23         84K  84K N   CA    680  681   62.32  139.10                  -40.80
   24   4396  84K  85D C   N     687  689  -44.94  -96.50   56.70    2.34   54.50  111.17    9.59
   24         85D  85D N   CA    689  690   90.62  114.20                   40.90
   25   4402  90S  91Q C   N     734  736  -60.64 -121.10   63.07    2.05  -63.80  162.10   24.00
   25         91Q  91Q N   CA    736  737  121.77  139.70                  -40.30
   26   4403  91Q  92D C   N     743  745   24.33  -96.50  122.48    4.99  -63.30 -164.95   29.72
   26         92D  92D N   CA    745  746  134.26  114.20                  -40.00
   27   4407  95A  96L C   N     768  770  160.60 -108.50   91.02    4.39  -63.50 -143.05   27.13
   27         96L  96L N   CA    770  771  127.91  132.50                  -41.20
   28   4408  96L  97Q C   N     776  778 -137.84 -121.10   35.75    1.87  -63.80  165.86   21.44
   28         97Q  97Q N   CA    778  779  108.11  139.70                  -40.30
   29   4409  97Q  98Q C   N     785  787 -166.96 -121.10   65.67    2.15  -63.80  168.32   29.82
   29         98Q  98Q N   CA    787  788 -173.30  139.70                  -40.30
   30   4411  99I 100K C   N     802  804  -78.38  -70.20   35.83    2.78  -62.90  147.13   18.31
   30        100K 100K N   CA    804  805  105.51  140.40                  -40.80
   31   4412 100K 101E C   N     811  813 -142.81 -117.80   29.27    0.86  -63.60 -174.53   29.16
   31        101E 101E N   CA    813  814  152.00  136.80                  -40.30
   32   4413 101E 102R C   N     820  822  -77.12  -72.10    7.52    0.49  -63.00  171.98   24.20
   32        102R 102R N   CA    822  823  147.50  141.90                  -41.10
   33   4414 102R 103G C   N     831  833 -173.04 -167.20   15.06    0.49   82.20 -151.76   14.77
   33        103G 103G N   CA    833  834 -171.52  174.60                    8.50
   34   4415 103G 104A C   N     835  837  -71.85  -68.20   16.35    1.19  -62.50  158.14   26.38
   34        104A 104A N   CA    837  838  161.24  145.30                  -40.90
   35   4417 105L 106P C   N     848  850  -66.64  -58.70    8.53    0.88  -64.50  174.61   13.14
   35        106P 106P N   CA    850  851  -27.40  -30.50                  147.20
   36   4421 109D 110R C   N     879  881  -53.92  -63.00   13.58    1.58  -72.10  167.90   13.30
   36        110R 110R N   CA    881  882  -51.19  -41.10                  141.90
   37   4432 120C 121S C   N     968  970  -70.12  -72.40    5.50    0.40  -64.10  167.70   12.52
   37        121S 121S N   CA    970  971  157.41  152.40                  -35.00
   38   4433 121S 122N C   N     974  976   73.85   55.90   77.58    4.22  -63.20  137.14   21.00
   38        122N 122N N   CA    976  977  -35.97   39.50                  -41.10
   39   4442 130A 131G C   N    1039 1041  143.37   82.20   89.45    2.70  -62.40  155.01   28.27
   39        131G 131G N   CA   1041 1042  -56.77    8.50                  -41.20
   40   4443 131G 132Y C   N    1043 1045   61.71  -63.50  171.31   23.93  -63.50  171.31   23.93
   40        132Y 132Y N   CA   1045 1046 -160.33  -43.40                  -43.40
   41   4444 132Y 133G C   N    1055 1057  -56.52  -62.40    7.22    1.36   82.20  146.00   11.07
   41        133G 133G N   CA   1057 1058  -37.01  -41.20                    8.50
   42   4445 133G 134Q C   N    1059 1061  -64.46  -73.00   28.27    2.02  -63.80  152.05   22.39
   42        134Q 134Q N   CA   1061 1062  167.65  140.70                  -40.30
   43   4446 134Q 135F C   N    1068 1070 -118.11 -124.20   55.70    2.47  -63.20  143.19   16.74
   43        135F 135F N   CA   1070 1071   87.94  143.30                  -44.30
   44   4457 145K 146F C   N    1156 1158   57.36   58.10    4.16    0.27  -63.20  145.40   26.24
   44        146F 146F N   CA   1158 1159   36.99   32.90                  -44.30
   45   4461 149A 150G C   N    1190 1192   33.03   78.70   91.17    1.38  -62.40  105.94   16.57
   45        150G 150G N   CA   1192 1193  -87.19 -166.10                  -41.20
   46   4466 154R 155E C   N    1223 1225   54.21   54.60   14.61    1.09  -63.60  152.80   26.15
   46        155E 155E N   CA   1225 1226   57.00   42.40                  -40.30
   47   4467 155E 156I C   N    1232 1234 -103.83 -120.60   19.32    1.54  -63.40 -178.93   31.16
   47        156I 156I N   CA   1234 1235  139.90  130.30                  -43.60
   48   4468 156I 157D C   N    1240 1242  -84.33  -96.50   58.11    2.45   54.50  139.81   15.53
   48        157D 157D N   CA   1242 1243   57.38  114.20                   40.90

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

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  12409  92D 159. N   O6    745 1270    7.10    3.00    4.10   40.99    3.00    4.10   40.99
    2  12410  47D 161. N   O6    371 1297    6.22    3.00    3.22   32.18    3.00    3.22   32.18


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   28   46  169  142  190  172  198  228  246  260


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
seq_liganded.B99990001.pdb     3903.77490
seq_liganded.B99990002.pdb     3845.05859

In [30]:
show_model('seq_liganded.B99990001.pdb', '1lmp.pdb')
In [31]:
show_model('seq_liganded.B99990002.pdb', '1lmp.pdb')

Действительно, в то время как лиганд в целевом белке немного поменял своё положение (теперь он не идеально совпадает с лигандом в белке-заготовке), петли белков стали по-другому различаться (кажется, что петли рядом с лигандом сильнее изменили своё положение в ответ на ограничение для положения лиганда).

Аланиновый лизоцим

Заменим все АК в целевом белке на аланин и припишем 3 лиганда в конец.

In [33]:
alignm = modeller.alignment(env)

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

seq_ala = 'A' * 158 + '...'
alignm.append_sequence(seq_ala)

alignm[0].code = 'pdb'
alignm[1].code = 'seq_ala'
In [34]:
alignm.salign()
alignm.write(file='all_in_one3.ali', alignment_format='PIR')
SALIGN_____> adding the next group to the alignment; iteration    1
In [35]:
! cat all_in_one3.ali
>P1;pdb
structureX:1lmp.pdb:   1 :A:+132 :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
KVYDRCELARALKASGMDGYAGNSLPNWVCLSKWESSYNTQATNRNTDGSTDYGIFQINSRY-------------
----------------WCDDGRTPGAKNVCGIRCSQLLTDDLTVAIRCAKRVVLDPNGIGAWVAWRLHCQNQDLR
SYVAGCGV...*

>P1;seq_ala
sequence::1    : :+161 : :undefined:undefined:-1.00:-1.00
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAA...*

Неудивительно, что даже удалось выровнять последовательности.

In [36]:
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()
seq_ala pdb
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

getf_______W> RTF restraint not found in the atoms list:
              residue type, indices:     1   158
              atom names           : C     +N
              atom indices         :   789     0

getf_______W> RTF restraint not found in the atoms list:
              residue type, indices:     1   158
              atom names           : C     CA    +N    O
              atom indices         :   789   787     0   790
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:    10782     9999


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      161
Number of all, selected real atoms                :      834     834
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :     9999    9999
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     1471
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                                    :        1440.1965





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              :     790       1      2   0.011   0.011      26.882       1.000
 2 Bond angle potential               :    1105       4     16   2.797   2.797      177.53       1.000
 3 Stereochemical cosine torsion poten:     320       0     46  77.803  77.803      322.93       1.000
 4 Stereochemical improper torsion pot:     316       1      3   1.863   1.863      24.075       1.000
 5 Soft-sphere overlap restraints     :    1471       1      4   0.014   0.014      32.514       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)      :    2405       6     37   0.581   0.581      292.93       1.000
10 Distance restraints 2 (N-O)        :    2564       5     35   0.612   0.612      323.38       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:     157       2      9   6.112   6.112      69.160       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)  :     722       0      0   0.328   0.328      9.7680       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:     156      45     22  33.763  94.939      95.435       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      63       0      0   0.777   0.777      3.9262       1.000
27 Distance restraints 5 (X-Y)        :    1401       0      8   0.075   0.075      61.656       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: seq_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:   20537.0566



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  1                           : Bond length potential                   
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1    459  92A  92A C   CA    459  457    1.65    1.49    0.16    4.59    1.49    0.16    4.59

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

Feature  2                           : Bond angle potential                    
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   1219  62A  62A N   CA    306  307  132.87  107.00   25.87    7.44  107.00   25.87    7.44
    2   1432  92A  92A C   CA    459  457  131.74  108.00   23.74    5.50  108.00   23.74    5.50
    3   1506 103A 103A N   CA    511  512  123.39  107.00   16.39    4.71  107.00   16.39    4.71
    4   1520 105A 105A N   CA    521  522  126.36  107.00   19.36    5.57  107.00   19.36    5.57

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

Feature  9                           : Distance restraints 1 (CA-CA)           
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   4789 103A 106A CA  CA    512  527    8.36    5.15    3.20    5.71    5.15    3.20    5.71

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

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   6868 106A 103A N   O     526  515    7.06    3.15    3.91    6.94    3.15    3.91    6.94

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

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   2748  61A  61A CA  C     302  304 -151.62 -180.00   28.37    5.67 -180.00   28.37    5.67
    2   2791 104A 104A CA  C     517  519 -143.11 -180.00   36.89    7.38 -180.00   36.89    7.38

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

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   2546  15A  16A C   N      74   76   78.20   55.40   26.75    1.92  -62.50  155.03   31.49
    1         16A  16A N   CA     76   77   24.20   38.20                  -40.90
    2   2549  18A  19A C   N      89   91   65.55   55.40   22.68    0.82  -62.50  140.91   28.62
    2         19A  19A N   CA     91   92   17.92   38.20                  -40.90
    3   2551  20A  21A C   N      99  101   54.05   55.40    5.21    0.43  -62.50  138.09   28.06
    3         21A  21A N   CA    101  102   33.16   38.20                  -40.90
    4   2552  21A  22A C   N     104  106   61.67   55.40    7.64    0.51  -62.50  144.93   29.47
    4         22A  22A N   CA    106  107   33.84   38.20                  -40.90
    5   2567  36A  37A C   N     179  181   66.63   55.40   14.72    0.87  -62.50  146.69   29.83
    5         37A  37A N   CA    181  182   28.69   38.20                  -40.90
    6   2568  37A  38A C   N     184  186   61.88   55.40   10.16    0.47  -62.50  143.35   29.15
    6         38A  38A N   CA    186  187   30.37   38.20                  -40.90
    7   2579  48A  49A C   N     239  241   84.48   55.40   40.32    2.19  -62.50  155.62   31.45
    7         49A  49A N   CA    241  242   10.27   38.20                  -40.90
    8   2584  53A  54A C   N     264  266   95.75 -134.00  135.14    3.32  -62.50 -151.29   32.83
    8         54A  54A N   CA    266  267 -176.98  147.00                  -40.90
    9   2587  56A  57A C   N     279  281   56.96   55.40   19.32    1.29  -62.50  154.74   31.23
    9         57A  57A N   CA    281  282   57.45   38.20                  -40.90
   10   2593  62A  63A C   N     309  311 -164.33 -134.00   30.34    0.97  -62.50 -160.73   38.08
   10         63A  63A N   CA    311  312  147.82  147.00                  -40.90
   11   2594  63A  64A C   N     314  316 -176.56 -134.00   43.07    1.19  -62.50 -159.00   38.97
   11         64A  64A N   CA    316  317  153.60  147.00                  -40.90
   12   2595  64A  65A C   N     319  321 -179.46 -134.00   50.27    1.14  -62.50 -169.27   37.38
   12         65A  65A N   CA    321  322  168.45  147.00                  -40.90
   13   2596  65A  66A C   N     324  326 -108.13 -134.00   32.47    0.84  -62.50  174.36   26.73
   13         66A  66A N   CA    326  327  127.38  147.00                  -40.90
   14   2597  66A  67A C   N     329  331  164.10 -134.00   68.48    1.56  -62.50 -164.57   38.86
   14         67A  67A N   CA    331  332  176.28  147.00                  -40.90
   15   2598  67A  68A C   N     334  336  -65.54  -68.20    7.79    0.54  -62.50  178.90   29.17
   15         68A  68A N   CA    336  337  137.98  145.30                  -40.90
   16   2599  68A  69A C   N     339  341 -124.89 -134.00    9.36    0.24  -62.50 -174.91   33.67
   16         69A  69A N   CA    341  342  144.84  147.00                  -40.90
   17   2600  69A  70A C   N     344  346  -74.54  -68.20   12.11    0.78  -62.50  163.92   27.47
   17         70A  70A N   CA    346  347  155.62  145.30                  -40.90
   18   2601  70A  71A C   N     349  351  -63.58  -68.20    5.39    0.36  -62.50  176.60   28.99
   18         71A  71A N   CA    351  352  142.51  145.30                  -40.90
   19   2602  71A  72A C   N     354  356 -125.88 -134.00   10.98    0.63  -62.50  176.48   32.31
   19         72A  72A N   CA    356  357  154.39  147.00                  -40.90
   20   2603  72A  73A C   N     359  361 -162.05 -134.00   32.50    0.76  -62.50 -175.21   35.57
   20         73A  73A N   CA    361  362  163.42  147.00                  -40.90
   21   2604  73A  74A C   N     364  366 -121.84 -134.00   13.43    0.31  -62.50 -172.53   33.89
   21         74A  74A N   CA    366  367  141.27  147.00                  -40.90
   22   2605  74A  75A C   N     369  371  175.86 -134.00   54.64    1.24  -62.50 -166.59   38.04
   22         75A  75A N   CA    371  372  168.73  147.00                  -40.90
   23   2606  75A  76A C   N     374  376 -112.23 -134.00   32.72    1.05  -62.50  170.87   26.06
   23         76A  76A N   CA    376  377  122.57  147.00                  -40.90
   24   2607  76A  77A C   N     379  381  179.10 -134.00   47.24    1.36  -62.50 -155.75   39.72
   24         77A  77A N   CA    381  382  152.67  147.00                  -40.90
   25   2608  77A  78A C   N     384  386 -117.93 -134.00   22.96    0.70  -62.50 -179.77   27.41
   25         78A  78A N   CA    386  387  130.59  147.00                  -40.90
   26   2610  79A  80A C   N     394  396  -64.87  -68.20   22.60    1.94  -62.50  151.47   24.94
   26         80A  80A N   CA    396  397  167.65  145.30                  -40.90
   27   2611  80A  81A C   N     399  401  -55.96  -68.20   17.08    1.68  -62.50  162.02   26.24
   27         81A  81A N   CA    401  402  157.22  145.30                  -40.90
   28   2612  81A  82A C   N     404  406  -53.58  -68.20   23.49    1.48  -62.50  168.05   27.99
   28         82A  82A N   CA    406  407  126.92  145.30                  -40.90
   29   2613  82A  83A C   N     409  411  178.75 -134.00   59.44    1.54  -62.50 -179.42   35.73
   29         83A  83A N   CA    411  412 -176.94  147.00                  -40.90
   30   2614  83A  84A C   N     414  416  -67.62  -68.20    4.32    0.33  -62.50  178.16   29.45
   30         84A  84A N   CA    416  417  141.02  145.30                  -40.90
   31   2615  84A  85A C   N     419  421 -165.74 -134.00   34.45    0.79  -62.50 -170.66   36.51
   31         85A  85A N   CA    421  422  160.38  147.00                  -40.90
   32   2616  85A  86A C   N     424  426 -107.11 -134.00   29.21    0.67  -62.50 -177.96   28.00
   32         86A  86A N   CA    426  427  135.59  147.00                  -40.90
   33   2617  86A  87A C   N     429  431  -65.93  -68.20    4.88    0.46  -62.50  169.51   27.95
   33         87A  87A N   CA    431  432  149.62  145.30                  -40.90
   34   2618  87A  88A C   N     434  436  -75.07  -68.20   10.24    0.64  -62.50  166.68   27.95
   34         88A  88A N   CA    436  437  152.89  145.30                  -40.90
   35   2619  88A  89A C   N     439  441 -159.03 -134.00   25.43    0.68  -62.50 -166.61   36.84
   35         89A  89A N   CA    441  442  151.53  147.00                  -40.90
   36   2620  89A  90A C   N     444  446 -109.59 -134.00   32.98    0.94  -62.50  172.28   26.35
   36         90A  90A N   CA    446  447  124.82  147.00                  -40.90
   37   2621  90A  91A C   N     449  451   70.55  -68.20  139.37   12.24  -62.50 -151.40   31.70
   37         91A  91A N   CA    451  452  158.44  145.30                  -40.90
   38   2626  95A  96A C   N     474  476   75.77   55.40   46.03    1.67  -62.50  143.34   28.78
   38         96A  96A N   CA    476  477   -3.08   38.20                  -40.90
   39   2630  99A 100A C   N     494  496   49.33   55.40   10.81    0.43  -62.50  142.32   28.77
   39        100A 100A N   CA    496  497   47.14   38.20                  -40.90
   40   2633 102A 103A C   N     509  511  179.97 -134.00   87.19    3.39  -62.50  153.06   30.87
   40        103A 103A N   CA    511  512 -138.96  147.00                  -40.90
   41   2634 103A 104A C   N     514  516  105.18 -134.00  127.95    5.87  -62.50 -137.81   44.73
   41        104A 104A N   CA    516  517  104.87  147.00                  -40.90
   42   2663 132A 133A C   N     659  661   80.26 -134.00  160.24    3.64  -62.50  177.51   28.47
   42        133A 133A N   CA    661  662 -146.39  147.00                  -40.90
   43   2675 144A 145A C   N     719  721   39.36  -68.20  121.68   11.80  -68.20  121.68   11.80
   43        145A 145A N   CA    721  722 -157.79  145.30                  145.30
   44   2685 154A 155A C   N     769  771   71.58   55.40   38.82    1.40  -62.50  141.06   28.46
   44        155A 155A N   CA    771  772    2.91   38.20                  -40.90
   45   2687 156A 157A C   N     779  781   64.98   55.40   15.51    0.68  -62.50  143.96   29.28
   45        157A 157A N   CA    781  782   25.99   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    9   10   58   60   86   78   87  128  115  102


<< end of ENERGY.


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      161
Number of all, selected real atoms                :      834     834
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :     9999    9999
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     1544
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                                    :        1663.6802





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              :     790       0      1   0.010   0.010      22.802       1.000
 2 Bond angle potential               :    1105       3     14   2.682   2.682      156.06       1.000
 3 Stereochemical cosine torsion poten:     320       0     41  76.750  76.750      312.55       1.000
 4 Stereochemical improper torsion pot:     316       2      4   2.515   2.515      39.002       1.000
 5 Soft-sphere overlap restraints     :    1544       1      2   0.013   0.013      28.690       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)      :    2405      11     43   0.655   0.655      365.11       1.000
10 Distance restraints 2 (N-O)        :    2564       6     51   0.665   0.665      388.78       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:     157       2      6   7.080   7.080      92.815       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)  :     722       0      0   0.289   0.289      7.2525       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:     156      48     26  33.538  92.857      147.79       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      63       0      1   0.850   0.850      5.5629       1.000
27 Distance restraints 5 (X-Y)        :    1401       3      9   0.095   0.095      97.269       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: seq_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:   20352.8242



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  2                           : Bond angle potential                    
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   1432  92A  92A C   CA    459  457  131.68  108.00   23.68    5.49  108.00   23.68    5.49
    2   1433  92A  93A C   N     459  461  143.35  120.00   23.35    5.31  120.00   23.35    5.31
    3   1436  93A  93A N   CA    461  462  123.13  107.00   16.13    4.64  107.00   16.13    4.64

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

Feature  9                           : Distance restraints 1 (CA-CA)           
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   4685  93A 109A CA  CA    462  542    7.07    4.98    2.09    5.86    4.98    2.09    5.86

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

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   6868 106A 103A N   O     526  515    6.00    3.15    2.85    5.04    3.15    2.85    5.04

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

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   2791 104A 104A CA  C     517  519 -129.47 -180.00   50.53   10.10 -180.00   50.53   10.10

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

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   2546  15A  16A C   N      74   76   77.26   55.40   24.50    1.92  -62.50  155.44   31.59
    1         16A  16A N   CA     76   77   27.14   38.20                  -40.90
    2   2548  17A  18A C   N      84   86   -1.56  -62.50   98.39   14.90 -134.00  162.91    8.93
    2         18A  18A N   CA     86   87 -118.15  -40.90                  147.00
    3   2551  20A  21A C   N      99  101   59.61   55.40   10.35    0.37  -62.50  140.56   28.59
    3         21A  21A N   CA    101  102   28.74   38.20                  -40.90
    4   2552  21A  22A C   N     104  106   66.00   55.40   23.33    0.85  -62.50  141.11   28.66
    4         22A  22A N   CA    106  107   17.41   38.20                  -40.90
    5   2567  36A  37A C   N     179  181   66.59   55.40   13.57    0.92  -62.50  147.52   30.00
    5         37A  37A N   CA    181  182   30.51   38.20                  -40.90
    6   2568  37A  38A C   N     184  186   61.41   55.40    9.73    0.43  -62.50  143.02   29.09
    6         38A  38A N   CA    186  187   30.54   38.20                  -40.90
    7   2579  48A  49A C   N     239  241   87.76   55.40   44.59    2.44  -62.50  157.86   31.84
    7         49A  49A N   CA    241  242    7.52   38.20                  -40.90
    8   2584  53A  54A C   N     264  266   93.26 -134.00  138.10    3.36  -62.50 -154.53   32.32
    8         54A  54A N   CA    266  267 -174.91  147.00                  -40.90
    9   2587  56A  57A C   N     279  281   59.22   55.40   15.33    1.24  -62.50  153.75   31.10
    9         57A  57A N   CA    281  282   53.04   38.20                  -40.90
   10   2591  60A  61A C   N     299  301  -60.32  -62.50   53.79    8.71  -62.50   53.79    8.71
   10         61A  61A N   CA    301  302  -94.64  -40.90                  -40.90
   11   2592  61A  62A C   N     304  306  -97.40  -62.50   38.73    7.87  -62.50   38.73    7.87
   11         62A  62A N   CA    306  307  -57.69  -40.90                  -40.90
   12   2593  62A  63A C   N     309  311   35.95  -68.20  114.63    8.01  -62.50  169.79   33.02
   12         63A  63A N   CA    311  312   97.43  145.30                  -40.90
   13   2594  63A  64A C   N     314  316 -156.92 -134.00   58.56    2.62  -62.50  151.29   29.72
   13         64A  64A N   CA    316  317 -159.11  147.00                  -40.90
   14   2595  64A  65A C   N     319  321 -132.72 -134.00    3.65    0.17  -62.50 -170.95   34.74
   14         65A  65A N   CA    321  322  143.58  147.00                  -40.90
   15   2596  65A  66A C   N     324  326  -71.59  -68.20    5.96    0.38  -62.50  169.15   28.18
   15         66A  66A N   CA    326  327  150.20  145.30                  -40.90
   16   2597  66A  67A C   N     329  331 -153.25 -134.00   24.06    0.62  -62.50 -178.07   34.66
   16         67A  67A N   CA    331  332  161.42  147.00                  -40.90
   17   2598  67A  68A C   N     334  336 -148.19 -134.00   14.70    0.36  -62.50 -171.19   35.53
   17         68A  68A N   CA    336  337  150.85  147.00                  -40.90
   18   2599  68A  69A C   N     339  341  -73.92  -68.20    5.74    0.47  -62.50  173.66   29.03
   18         69A  69A N   CA    341  342  145.82  145.30                  -40.90
   19   2600  69A  70A C   N     344  346  -77.04  -68.20    8.88    0.78  -62.50  175.21   29.45
   19         70A  70A N   CA    346  347  144.50  145.30                  -40.90
   20   2602  71A  72A C   N     354  356  -77.64  -68.20   11.95    0.77  -62.50  167.16   28.16
   20         72A  72A N   CA    356  357  152.63  145.30                  -40.90
   21   2603  72A  73A C   N     359  361 -147.21 -134.00   14.49    0.33  -62.50 -173.49   35.10
   21         73A  73A N   CA    361  362  152.94  147.00                  -40.90
   22   2604  73A  74A C   N     364  366  -77.93  -68.20   10.56    0.75  -62.50  170.41   28.71
   22         74A  74A N   CA    366  367  149.39  145.30                  -40.90
   23   2605  74A  75A C   N     369  371  -82.25  -68.20   20.15    1.99  -62.50  172.88   27.43
   23         75A  75A N   CA    371  372  130.85  145.30                  -40.90
   24   2606  75A  76A C   N     374  376  161.72 -134.00   69.27    1.59  -62.50 -160.39   39.68
   24         76A  76A N   CA    376  377  172.80  147.00                  -40.90
   25   2607  76A  77A C   N     379  381 -106.22 -134.00   41.48    1.33  -62.50  163.06   24.97
   25         77A  77A N   CA    381  382  116.19  147.00                  -40.90
   26   2608  77A  78A C   N     384  386  160.23 -134.00   69.90    1.63  -62.50 -157.81   40.18
   26         78A  78A N   CA    386  387  170.66  147.00                  -40.90
   27   2609  78A  79A C   N     389  391  -75.47  -68.20   11.26    0.71  -62.50  165.71   27.81
   27         79A  79A N   CA    391  392  153.90  145.30                  -40.90
   28   2610  79A  80A C   N     394  396  -69.26  -68.20    1.61    0.10  -62.50  172.72   28.64
   28         80A  80A N   CA    396  397  146.51  145.30                  -40.90
   29   2611  80A  81A C   N     399  401 -169.76 -134.00   42.16    1.00  -62.50 -175.77   35.84
   29         81A  81A N   CA    401  402  169.32  147.00                  -40.90
   30   2612  81A  82A C   N     404  406  -61.93  -68.20    6.43    0.59  -62.50  172.37   28.22
   30         82A  82A N   CA    406  407  146.73  145.30                  -40.90
   31   2613  82A  83A C   N     409  411  -60.82  -68.20   19.25    1.30  -62.50  168.43   27.68
   31         83A  83A N   CA    411  412  127.52  145.30                  -40.90
   32   2614  83A  84A C   N     414  416  170.64 -134.00   56.02    1.55  -62.50 -153.01   40.56
   32         84A  84A N   CA    416  417  155.55  147.00                  -40.90
   33   2615  84A  85A C   N     419  421  -95.52  -68.20   42.23    4.14  -62.50  157.49   24.41
   33         85A  85A N   CA    421  422  113.09  145.30                  -40.90
   34   2616  85A  86A C   N     424  426  172.28 -134.00   57.16    1.33  -62.50 -162.63   38.86
   34         86A  86A N   CA    426  427  166.54  147.00                  -40.90
   35   2617  86A  87A C   N     429  431 -119.63 -134.00   15.07    0.36  -62.50 -174.35   33.47
   35         87A  87A N   CA    431  432  142.46  147.00                  -40.90
   36   2618  87A  88A C   N     434  436 -131.32 -134.00    3.48    0.20  -62.50 -176.70   33.72
   36         88A  88A N   CA    436  437  149.22  147.00                  -40.90
   37   2619  88A  89A C   N     439  441  -71.84  -68.20   11.17    0.77  -62.50  163.50   27.26
   37         89A  89A N   CA    441  442  155.86  145.30                  -40.90
   38   2621  90A  91A C   N     449  451  -85.04  -68.20   45.68    3.11  -62.50  133.26   23.01
   38         91A  91A N   CA    451  452 -172.23  145.30                  -40.90
   39   2626  95A  96A C   N     474  476   79.92   55.40   53.15    1.93  -62.50  145.96   29.15
   39         96A  96A N   CA    476  477   -8.95   38.20                  -40.90
   40   2629  98A  99A C   N     489  491  -67.46  -62.50    9.77    1.87  -68.20  165.38   13.36
   40         99A  99A N   CA    491  492  -49.32  -40.90                  145.30
   41   2631 100A 101A C   N     499  501   15.91  -68.20  100.35    6.62  -68.20  100.35    6.62
   41        101A 101A N   CA    501  502   90.58  145.30                  145.30
   42   2633 102A 103A C   N     509  511   67.66   55.40   17.14    1.94  -62.50  158.85   32.22
   42        103A 103A N   CA    511  512   50.17   38.20                  -40.90
   43   2634 103A 104A C   N     514  516 -116.14 -134.00   27.80    1.66  -62.50  160.05   29.09
   43        104A 104A N   CA    516  517  168.31  147.00                  -40.90
   44   2635 104A 105A C   N     519  521  -23.76  -62.50   49.84   10.07  -62.50   49.84   10.07
   44        105A 105A N   CA    521  522   -9.53  -40.90                  -40.90
   45   2663 132A 133A C   N     659  661   80.28 -134.00  160.18    3.64  -62.50  177.60   28.48
   45        133A 133A N   CA    661  662 -146.52  147.00                  -40.90
   46   2676 145A 146A C   N     724  726   51.40   55.40    9.19    0.33  -62.50  143.55   29.04
   46        146A 146A N   CA    726  727   46.47   38.20                  -40.90
   47   2685 154A 155A C   N     769  771   71.32   55.40   37.92    1.37  -62.50  141.08   28.48
   47        155A 155A N   CA    771  772    3.78   38.20                  -40.90
   48   2687 156A 157A C   N     779  781   61.17   55.40    6.12    0.54  -62.50  145.70   29.61
   48        157A 157A N   CA    781  782   36.14   38.20                  -40.90

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

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   8906  92A 160. CA  O6    457  818   10.53    9.55    0.98    4.91    9.55    0.98    4.91
    2   8908  92A 161. CA  O4    457  830   10.15    9.21    0.94    4.72    9.21    0.94    4.72


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    3    7    6   49   67   83   79  110  131  117  116


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
seq_ala.B99990001.pdb         1440.19653
seq_ala.B99990002.pdb         1663.68018

In [37]:
show_model('seq_ala.B99990001.pdb', '1lmp.pdb')
In [38]:
show_model('seq_ala.B99990002.pdb', '1lmp.pdb')

Модели покорёжило, особенно вылетили петли, но в целом вторичные структуры совпадают. Посмотрим на скоры разных моделей.

Модель Без лиганда Нормальный лиганд Сдвинутый лиганд Аланины
Первая 1573.72546 1368.42603 3903.77490 1440.19653
Вторая 1910.63782 1416.42871 3845.05859 1663.68018

Мы видим, что аланиновые лизоцимы оказываются лучше нормальных целевых моделей без лиганда и чуть хуже целевых моделей с лигандом. Модель со сдвинутым лигандом имеет высокий скор потому, что у неё неудовлетворённое ограничение на расстояние между лигандом и далёкими АК. В целом, такие результаты говорят о том, что смоделировать и подогнать можно много чего, это не всегда будет отражением биологии.

На самом деле, мы немного жульничаем, когда отрисовываем только картонки, ведь в PDB указывается, какие отрезки цепи как рисовать. Но ход цепи такие рисунки отражают правильно, добавляя информацию о структуре (но не боковых радикалов, что может быть не очень нужно в нашей задаче).