Гомологичное моделирование комплекса белка с лигандом

In [1]:
from IPython.display import Image

def pdb2img(file_name1, file_name2):
    command = ''
    command += f'load {file_name1}, xxx; load {file_name2}, yyy; align xxx, yyy;'
    command += 'as cartoon; as sticks, hetatm; orient; move z, 20;'
    command += 'set ray_trace_mode, 3; set antialias, 3;'
    command += f'ray {1920//2}, {1080//2}; png tmp.png'
    ! pymol -Q -c -d "$command"
    display(Image('tmp.png'))
In [2]:
#загрузка модулей 
import sys 
import modeller 
import _modeller
import modeller.automodel
In [3]:
env=modeller.environ()
env.io.hetatm = True
                         MODELLER 9.20, 2018/05/30, r11208

     PROTEIN STRUCTURE MODELLING BY SATISFACTION OF SPATIAL RESTRAINTS


                     Copyright(c) 1989-2018 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 emkeller 4.15.0-142-generic x86_64
Date and time of compilation         : 2018/05/30 15:42:57
MODELLER executable type             : x86_64-intel8
Job starting time (YY/MM/DD HH:MM:SS): 2021/09/15 16:53:21

In [4]:
! wget -q http://www.pdb.org/pdb/files/1lmp.pdb
! wget -q http://www.uniprot.org/uniprot/P82174.fasta #Galleria mellonella (Greater wax moth)
In [5]:
alignm = modeller.alignment(env)
In [6]:
#добавим последовательность для моделирования и структуру известного лизоцима
alignm.append(file='P82174.fasta', align_codes='all', alignment_format='FASTA')
#создадим модель
mdl = modeller.model(env, file='1lmp.pdb', model_segment=('FIRST:'+'A', 'LAST:'+'A'))
#и добавим в выравнивание
alignm.append_model(mdl, atom_files='1lmp.pdb', align_codes='1lmp')
alignm[0].code = 'seq'
alignm[1].code = 'pdb'
In [7]:
#делаем выравнивание и сохраняем
alignm.salign()
alignm.write(file='all_in_one.ali', alignment_format='PIR')
SALIGN_____> adding the next group to the alignment; iteration    1
In [8]:
#посмотрим на получившееся выравнивание, не блещет 
! cat all_in_one.ali
>P1;seq
sequence::     : :     : :::-1.00:-1.00
KTFTRCELVQALRRQGFD---EAKLRDWVCLVENESRGRTDIVGKPNKNGSRDYGLFQINDKYWCSN--TSKAGK
DCNITCSQLLTDDITVASKCAKKVYKRHNFM-AWYGWRNHCQNKPLPDISK---C*

>P1;pdb
structureX:1lmp.pdb:   1 :A:+129 :A:MOL_ID  1; MOLECULE  LYSOZYME; CHAIN  A; SYNONYM  MUCOPEPTIDE N-ACETYLMURAMYLHYDROLASE; EC  3.2.1.17:MOL_ID  1; ORGANISM_SCIENTIFIC  ONCORHYNCHUS MYKISS; ORGANISM_COMMON  RAINBOW TROUT; ORGANISM_TAXID  8022; ORGAN  KIDNEY: 2.00: 0.16
KVYDRCELARALKASGMDGYAGNSLPNWVCLSKWESSYNTQATNR-NTDGSTDYGIFQINSRYWCDDGRTPGAKN
VCGIRCSQLLTDDLTVAIRCAKRVVLDPNGIGAWVAWRLHCQNQDLRSYVAGCGV*
In [9]:
#построим модель и выбираем объект для моделирования 
s = alignm[0]
pdb = alignm[1]

print(s.code, pdb.code)

#создаем объект automodel и проводим моделирование
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

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
----------------------------------------------
     18     1   18    22      D     E    8.206
    126     1  125   129      K     C    8.792
END OF TABLE
read_to_681_> topology.submodel read from topology file:        3
patch_s_522_> Number of disulfides patched in MODEL:        3
mdtrsr__446W> A potential that relies on one protein is used, yet you have at
              least one known structure available. MDT, not library, potential is used.
0 atoms in HETATM/BLK residues constrained
to protein atoms within 2.30 angstroms
and protein CA atoms within 10.00 angstroms
0 atoms in residues without defined topology
constrained to be rigid bodies
condens_443_> Restraints marked for deletion were removed.
              Total number of restraints before, now:    11271    10410


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      121
Number of all, selected real atoms                :      982     982
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10410   10410
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     2088
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                                    :         856.7200





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              :    1002       0      0   0.006   0.006      9.7052       1.000
 2 Bond angle potential               :    1348       0      7   2.186   2.186      126.77       1.000
 3 Stereochemical cosine torsion poten:     641       0     22  46.695  46.695      213.17       1.000
 4 Stereochemical improper torsion pot:     407       0      0   1.258   1.258      14.180       1.000
 5 Soft-sphere overlap restraints     :    2088       0      0   0.002   0.002     0.83720       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)      :    2171       0      3   0.387   0.387      96.632       1.000
10 Distance restraints 2 (N-O)        :    2309       0      2   0.406   0.406      105.90       1.000
11 Mainchain Phi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
12 Mainchain Psi dihedral restraints  :       0       0      0   0.000   0.000      0.0000       1.000
13 Mainchain Omega dihedral restraints:     120       0      3   4.915   4.915      34.180       1.000
14 Sidechain Chi_1 dihedral restraints:     108       0      0  66.290  66.290      18.879       1.000
15 Sidechain Chi_2 dihedral restraints:      80       0      0  67.940  67.940      36.520       1.000
16 Sidechain Chi_3 dihedral restraints:      35       0      0  69.962  69.962      23.802       1.000
17 Sidechain Chi_4 dihedral restraints:      22       0      0 106.181 106.181      17.479       1.000
18 Disulfide distance restraints      :       3       0      0   0.004   0.004     0.95775E-02   1.000
19 Disulfide angle restraints         :       6       0      0   1.662   1.662     0.36604       1.000
20 Disulfide dihedral angle restraints:       3       0      0  32.895  32.895      3.0775       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)  :    1404       0      0   0.382   0.382      24.573       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:     119       7     18  30.586  42.507      96.255       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     632       0      0   0.654   0.654      34.380       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:   12062.8770



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

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


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

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

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3442  32E  33S C   N     268  270 -138.18  -64.10   84.50    8.55  -64.10   84.50    8.55
    1         33S  33S N   CA    270  271    5.66  -35.00                  -35.00
    2   3452  42K  43P C   N     343  345  -76.01  -58.70   24.96    1.72  -64.50  160.13   12.57
    2         43P  43P N   CA    345  346  -12.52  -30.50                  147.20
    3   3473  63S  64N C   N     519  521 -142.70  -63.20   95.34   15.67  -63.20   95.34   15.67
    3         64N  64N N   CA    521  522  -93.72  -41.10                  -41.10
    4   3478  68A  69G C   N     554  556  167.65   82.20   94.38    4.46  -62.40  130.31   22.87
    4         69G  69G N   CA    556  557  -31.57    8.50                  -41.20
    5   3510 100F 101M C   N     803  805  -66.49  -63.40   51.31    7.43  -63.40   51.31    7.43
    5        101M 101M N   CA    805  806   10.72  -40.50                  -40.50
    6   3528 118I 119S C   N     959  961 -112.82  -64.10   83.99    9.60  -64.10   83.99    9.60
    6        119S 119S N   CA    961  962 -103.42  -35.00                  -35.00
    7   3529 119S 120K C   N     965  967   66.68   56.60   12.98    1.62 -118.00 -161.86    9.20
    7        120K 120K N   CA    967  968   46.79   38.60                  139.10


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    0    6   12   44   62  113   84  121  141  189  154


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


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      121
Number of all, selected real atoms                :      982     982
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10410   10410
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     2030
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                                    :         825.1884





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              :    1002       0      0   0.006   0.006      10.217       1.000
 2 Bond angle potential               :    1348       0      9   2.166   2.166      125.04       1.000
 3 Stereochemical cosine torsion poten:     641       0     19  46.208  46.208      210.81       1.000
 4 Stereochemical improper torsion pot:     407       0      0   1.243   1.243      14.239       1.000
 5 Soft-sphere overlap restraints     :    2030       0      0   0.002   0.002      1.0609       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)      :    2171       0      3   0.408   0.408      96.494       1.000
10 Distance restraints 2 (N-O)        :    2309       0      2   0.434   0.434      110.85       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:     120       0      2   4.659   4.659      30.711       1.000
14 Sidechain Chi_1 dihedral restraints:     108       0      0  63.975  63.975      16.796       1.000
15 Sidechain Chi_2 dihedral restraints:      80       0      0  59.990  59.990      28.866       1.000
16 Sidechain Chi_3 dihedral restraints:      35       0      0  69.012  69.012      24.022       1.000
17 Sidechain Chi_4 dihedral restraints:      22       0      0  90.823  90.823      14.330       1.000
18 Disulfide distance restraints      :       3       0      0   0.005   0.005     0.13564E-01   1.000
19 Disulfide angle restraints         :       6       0      0   1.669   1.669     0.36917       1.000
20 Disulfide dihedral angle restraints:       3       0      0  33.278  33.278      3.0280       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)  :    1404       0      0   0.462   0.462      24.474       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:     119       5     13  28.491  38.605      77.855       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     632       0      0   0.726   0.726      36.012       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:   11271.9893



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

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


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

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

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3442  32E  33S C   N     268  270 -142.20  -64.10   90.34    8.98  -64.10   90.34    8.98
    1         33S  33S N   CA    270  271   10.42  -35.00                  -35.00
    2   3473  63S  64N C   N     519  521 -149.01  -63.20  101.06   16.62  -63.20  101.06   16.62
    2         64N  64N N   CA    521  522  -94.47  -41.10                  -41.10
    3   3510 100F 101M C   N     803  805  -67.52  -63.40   55.95    8.04  -63.40   55.95    8.04
    3        101M 101M N   CA    805  806   15.30  -40.50                  -40.50
    4   3528 118I 119S C   N     959  961 -108.49  -64.10   82.40    9.17  -64.10   82.40    9.17
    4        119S 119S N   CA    961  962 -104.42  -35.00                  -35.00
    5   3529 119S 120K C   N     965  967   68.22   56.60   13.19    1.69 -118.00 -162.31    9.22
    5        120K 120K N   CA    967  968   44.85   38.60                  139.10


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    5   18   45   62  100   95  121  125  167  153


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
seq.B99990001.pdb              856.71997
seq.B99990002.pdb              825.18842

In [10]:
pdb2img('seq.B99990001.pdb', '1lmp.pdb')
pdb2img('seq.B99990002.pdb', '1lmp.pdb')
In [11]:
#добавляем лиганд
seq_lig = ''
for res in alignm[0].residues:
    seq_lig += res.code
for lig in alignm[1].residues[-3:]:
    seq_lig += lig.code
alignm.append_sequence(seq_lig)

alignm[2].code = 'seq_lig'
del alignm[0]
In [12]:
alignm.salign()
alignm.write(file='all_in_one2.ali', alignment_format='PIR')
SALIGN_____> adding the next group to the alignment; iteration    1
In [13]:
! cat all_in_one2.ali
>P1;pdb
structureX:1lmp.pdb:   1 :A:+129 :A:MOL_ID  1; MOLECULE  LYSOZYME; CHAIN  A; SYNONYM  MUCOPEPTIDE N-ACETYLMURAMYLHYDROLASE; EC  3.2.1.17:MOL_ID  1; ORGANISM_SCIENTIFIC  ONCORHYNCHUS MYKISS; ORGANISM_COMMON  RAINBOW TROUT; ORGANISM_TAXID  8022; ORGAN  KIDNEY: 2.00: 0.16
KVYDRCELARALKASGMDGYAGNSLPNWVCLSKWESSYNTQATNR-NTDGSTDYGIFQINSRYWCDDGRTPGAKN
VCGIRCSQLLTDDLTVAIRCAKRVVLDPNGIGAWVAWRLHCQNQDLRSYVAGCGV*

>P1;seq_lig
sequence::1    : :+124 : :undefined:undefined:-1.00:-1.00
KTFTRCELVQALRRQGFDE---AKLRDWVCLVENESRGRTDIVGKPNKNGSRDYGLFQINDKYWCSN--TSKAGK
DCNITCSQLLTDDITVASKCAKKVYKRHNFM-AWYGWRNHCQNKPLPDISKCCGV*
In [14]:
s = alignm[1]
pdb = alignm[0]

print(s.code, pdb.code)


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_lig 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()

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
patch_s_522_> Number of disulfides patched in MODEL:        4
mdtrsr__446W> A potential that relies on one protein is used, yet you have at
              least one known structure available. MDT, not library, potential is used.
0 atoms in HETATM/BLK residues constrained
to protein atoms within 2.30 angstroms
and protein CA atoms within 10.00 angstroms
0 atoms in residues without defined topology
constrained to be rigid bodies
condens_443_> Restraints marked for deletion were removed.
              Total number of restraints before, now:    11555    10675
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                   :      124
Number of all, selected real atoms                :      999     999
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10675   10675
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     2085
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                                    :         840.3017





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              :    1019       0      0   0.006   0.006      10.866       1.000
 2 Bond angle potential               :    1371       0     10   2.196   2.196      130.71       1.000
 3 Stereochemical cosine torsion poten:     651       0     22  46.495  46.495      217.59       1.000
 4 Stereochemical improper torsion pot:     413       0      0   1.221   1.221      14.061       1.000
 5 Soft-sphere overlap restraints     :    2085       0      0   0.003   0.003      1.6726       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)      :    2234       0      1   0.302   0.302      79.556       1.000
10 Distance restraints 2 (N-O)        :    2382       0      1   0.355   0.355      100.50       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:     123       0      3   4.980   4.980      35.967       1.000
14 Sidechain Chi_1 dihedral restraints:     110       0      0  69.313  69.313      22.655       1.000
15 Sidechain Chi_2 dihedral restraints:      80       0      0  69.647  69.647      27.497       1.000
16 Sidechain Chi_3 dihedral restraints:      35       0      0  73.194  73.194      25.207       1.000
17 Sidechain Chi_4 dihedral restraints:      22       0      0  99.010  99.010      16.269       1.000
18 Disulfide distance restraints      :       4       0      0   0.008   0.008     0.41937E-01   1.000
19 Disulfide angle restraints         :       8       0      0   2.861   2.861      1.4460       1.000
20 Disulfide dihedral angle restraints:       4       0      0  27.457  27.457      2.6330       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)  :    1449       0      0   0.555   0.555      29.371       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:     122       4     15  28.980  35.479      85.617       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     648       0      0   0.757   0.757      38.643       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_lig.V99990001
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   12067.2764



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

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


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

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

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3502  32E  33S C   N     268  270 -135.16  -64.10   78.44    8.28  -64.10   78.44    8.28
    1         33S  33S N   CA    270  271   -1.78  -35.00                  -35.00
    2   3533  63S  64N C   N     519  521 -147.46  -63.20  100.47   16.51  -63.20  100.47   16.51
    2         64N  64N N   CA    521  522  -95.81  -41.10                  -41.10
    3   3538  68A  69G C   N     554  556  168.11   82.20   94.87    4.48  -62.40  129.83   22.79
    3         69G  69G N   CA    556  557  -31.73    8.50                  -41.20
    4   3570 100F 101M C   N     803  805  -67.29  -63.40   55.07    7.93  -63.40   55.07    7.93
    4        101M 101M N   CA    805  806   14.43  -40.50                  -40.50


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    0    5   10   48   74  103   91  125  148  160  163


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


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      124
Number of all, selected real atoms                :      999     999
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10675   10675
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     2155
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                                    :         851.0093





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              :    1019       0      0   0.006   0.006      11.861       1.000
 2 Bond angle potential               :    1371       0      8   2.325   2.325      146.87       1.000
 3 Stereochemical cosine torsion poten:     651       0     24  47.146  47.146      225.00       1.000
 4 Stereochemical improper torsion pot:     413       0      0   1.399   1.399      17.499       1.000
 5 Soft-sphere overlap restraints     :    2155       0      0   0.003   0.003      2.2949       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)      :    2234       0      5   0.314   0.314      89.397       1.000
10 Distance restraints 2 (N-O)        :    2382       0      2   0.355   0.355      106.98       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:     123       0      4   5.019   5.019      36.542       1.000
14 Sidechain Chi_1 dihedral restraints:     110       0      1  62.051  62.051      21.715       1.000
15 Sidechain Chi_2 dihedral restraints:      80       0      2  60.548  60.548      31.757       1.000
16 Sidechain Chi_3 dihedral restraints:      35       0      0  74.738  74.738      26.250       1.000
17 Sidechain Chi_4 dihedral restraints:      22       0      0  94.457  94.457      15.277       1.000
18 Disulfide distance restraints      :       4       0      0   0.007   0.007     0.36006E-01   1.000
19 Disulfide angle restraints         :       8       0      0   2.253   2.253     0.89662       1.000
20 Disulfide dihedral angle restraints:       4       0      0  27.226  27.226      2.9566       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)  :    1449       0      0   0.461   0.461      27.485       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:     122       6     14  25.288  39.822      55.176       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     648       0      0   0.700   0.700      33.017       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_lig.V99990002
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   12008.0938



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

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


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

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

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   3488  18D  19E C   N     150  152 -170.54  -63.60  119.75   20.57  -63.60  119.75   20.57
    1         19E  19E N   CA    152  153  -94.17  -40.30                  -40.30
    2   3502  32E  33S C   N     268  270 -139.09  -64.10   87.58    8.61  -64.10   87.58    8.61
    2         33S  33S N   CA    270  271   10.25  -35.00                  -35.00
    3   3533  63S  64N C   N     519  521 -146.35  -63.20   97.10   15.97  -63.20   97.10   15.97
    3         64N  64N N   CA    521  522  -91.23  -41.10                  -41.10
    4   3568  98H  99N C   N     784  786  -91.93 -119.90   54.89    1.79  -63.20  133.98   15.34
    4         99N  99N N   CA    786  787   89.76  137.00                  -41.10
    5   3569  99N 100F C   N     792  794  -57.38  -63.20    8.63    0.99 -124.20  178.96    9.68
    5        100F 100F N   CA    794  795  -50.68  -44.30                  143.30
    6   3570 100F 101M C   N     803  805  -75.80  -63.40   50.78    6.72  -63.40   50.78    6.72
    6        101M 101M N   CA    805  806    8.74  -40.50                  -40.50


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    0    7   12   46   67  105   93  151  151  149  163


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
seq_lig.B99990001.pdb          840.30170
seq_lig.B99990002.pdb          851.00928

In [15]:
pdb2img('seq_lig.B99990001.pdb', '1lmp.pdb')
pdb2img('seq_lig.B99990002.pdb', '1lmp.pdb')
In [19]:
! rm seq_lig.rsr
rm: cannot remove 'seq_lig.rsr': No such file or directory
In [21]:
#Переместим лиганд в другое место
class mymodel(modeller.automodel.automodel):
    def special_restraints(self, aln):
        rsr = self.restraints
        at = self.atoms
        for x,y in [('O:123','CA:114')]:
            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 [22]:
a.name = 'mod' + s.code
a.starting_model = 1
a.ending_model = 2
a.make()
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
patch_s_522_> Number of disulfides patched in MODEL:        4
mdtrsr__446W> A potential that relies on one protein is used, yet you have at
              least one known structure available. MDT, not library, potential is used.
0 atoms in HETATM/BLK residues constrained
to protein atoms within 2.30 angstroms
and protein CA atoms within 10.00 angstroms
0 atoms in residues without defined topology
constrained to be rigid bodies
condens_443_> Restraints marked for deletion were removed.
              Total number of restraints before, now:    11556    10676
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                   :      124
Number of all, selected real atoms                :      999     999
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10676   10676
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     2116
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                                    :        1526.7205





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              :    1019       0      4   0.010   0.010      30.101       1.000
 2 Bond angle potential               :    1371       3     14   2.654   2.654      188.09       1.000
 3 Stereochemical cosine torsion poten:     651       0     23  46.774  46.774      222.08       1.000
 4 Stereochemical improper torsion pot:     413       0      0   1.442   1.442      20.662       1.000
 5 Soft-sphere overlap restraints     :    2116       0      0   0.003   0.003      2.6018       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)      :    2234      10     37   0.587   0.587      333.73       1.000
10 Distance restraints 2 (N-O)        :    2382       2     28   0.516   0.516      294.81       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:     123       0      5   5.390   5.390      42.148       1.000
14 Sidechain Chi_1 dihedral restraints:     110       0      0  60.634  60.634      21.247       1.000
15 Sidechain Chi_2 dihedral restraints:      80       0      0  71.351  71.351      36.609       1.000
16 Sidechain Chi_3 dihedral restraints:      35       0      0  76.328  76.328      24.150       1.000
17 Sidechain Chi_4 dihedral restraints:      22       0      0  76.236  76.236      13.544       1.000
18 Disulfide distance restraints      :       4       0      0   0.007   0.007     0.37613E-01   1.000
19 Disulfide angle restraints         :       8       0      0   2.538   2.538      1.1382       1.000
20 Disulfide dihedral angle restraints:       4       0      0  28.842  28.842      3.2781       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)  :    1449       0      0   0.540   0.540      30.631       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:     122      10     18  32.976  48.647      126.36       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     648       0      1   0.776   0.776      46.544       1.000
27 Distance restraints 5 (X-Y)        :       1       1      1   1.736   1.736      88.957       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_lig.V99990001
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   13874.0293



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   2306 114P 115L C   N     928  930  141.46  120.00   21.46    4.88  120.00   21.46    4.88
    2   2392 123G 124V C   N     990  992  145.77  120.00   25.77    5.86  120.00   25.77    5.86

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

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   6130 109H 113K CA  CA    882  915    9.58    7.42    2.16    4.68    7.42    2.16    4.68

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

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   6312   7E 122C N   O      52  987    9.84    6.99    2.84    5.24    6.99    2.84    5.24

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

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   3502  32E  33S C   N     268  270 -138.12  -64.10   82.33    8.60  -64.10   82.33    8.60
    1         33S  33S N   CA    270  271    1.05  -35.00                  -35.00
    2   3511  41G  42K C   N     334  336  -66.40  -62.90    5.16    0.62 -118.00 -176.49    8.07
    2         42K  42K N   CA    336  337  -37.01  -40.80                  139.10
    3   3533  63S  64N C   N     519  521 -143.21  -63.20   89.60   14.71  -63.20   89.60   14.71
    3         64N  64N N   CA    521  522  -81.42  -41.10                  -41.10
    4   3570 100F 101M C   N     803  805  -68.79  -63.40   53.70    7.61  -63.40   53.70    7.61
    4        101M 101M N   CA    805  806   12.92  -40.50                  -40.50
    5   3580 110C 111Q C   N     895  897  -50.91  -63.80   13.03    2.25  -73.00 -179.55   11.36
    5        111Q 111Q N   CA    897  898  -38.39  -40.30                  140.70
    6   3581 111Q 112N C   N     904  906  -58.82  -63.20   17.97    2.04   55.90  150.89   18.17
    6        112N 112N N   CA    906  907  -58.52  -41.10                   39.50
    7   3582 112N 113K C   N     912  914  178.17 -118.00   70.49    2.33  -70.20  115.24    7.73
    7        113K 113K N   CA    914  915  169.02  139.10                  140.40
    8   3584 114P 115L C   N     928  930  -77.61  -63.50   90.74   11.86  -63.50   90.74   11.86
    8        115L 115L N   CA    930  931   48.43  -41.20                  -41.20
    9   3589 119S 120K C   N     965  967   52.87  -62.90  145.93   18.64 -118.00 -166.28    9.02
    9        120K 120K N   CA    967  968 -129.64  -40.80                  139.10
   10   3590 120K 121C C   N     974  976  -53.67  -63.00   14.85    2.49   57.40  128.96   16.64
   10        121C 121C N   CA    976  977  -29.54  -41.10                   36.00

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

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  10676 123G 114P O   CA    991  924    4.74    3.00    1.74   17.36    3.00    1.74   17.36


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    0    6   15   49   66   95  110  136  132  176  150


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


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      124
Number of all, selected real atoms                :      999     999
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :    10676   10676
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     2163
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                                    :        1535.6798





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              :    1019       0      3   0.009   0.009      28.212       1.000
 2 Bond angle potential               :    1371       4     15   2.690   2.690      187.67       1.000
 3 Stereochemical cosine torsion poten:     651       0     23  48.269  48.269      228.04       1.000
 4 Stereochemical improper torsion pot:     413       0      0   1.385   1.385      18.928       1.000
 5 Soft-sphere overlap restraints     :    2163       0      0   0.003   0.003      2.1639       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)      :    2234       7     34   0.556   0.556      307.59       1.000
10 Distance restraints 2 (N-O)        :    2382       5     23   0.500   0.500      284.49       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:     123       0      5   5.625   5.625      45.897       1.000
14 Sidechain Chi_1 dihedral restraints:     110       0      0  64.802  64.802      21.928       1.000
15 Sidechain Chi_2 dihedral restraints:      80       0      0  69.098  69.098      28.286       1.000
16 Sidechain Chi_3 dihedral restraints:      35       0      0  78.349  78.349      22.798       1.000
17 Sidechain Chi_4 dihedral restraints:      22       0      0  87.516  87.516      14.106       1.000
18 Disulfide distance restraints      :       4       0      0   0.011   0.011     0.80539E-01   1.000
19 Disulfide angle restraints         :       8       0      0   2.427   2.427      1.0409       1.000
20 Disulfide dihedral angle restraints:       4       0      0  31.081  31.081      3.6825       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)  :    1449       0      0   0.457   0.457      30.770       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:     122      15     19  37.537  51.952      169.52       1.000
26 Distance restraints 4 (SDCH-SDCH)  :     648       0      2   0.795   0.795      45.037       1.000
27 Distance restraints 5 (X-Y)        :       1       1      1   1.799   1.799      95.445       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_lig.V99990002
# The profile is NOT normalized by the number of restraints.
# The profiles are smoothed over a window of residues:    1
# The sum of all numbers in the file:   14316.8428



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   2387 122C 123G C   N     986  988  140.39  120.00   20.39    4.63  120.00   20.39    4.63
    2   2389 123G 123G N   CA    988  989  123.52  107.00   16.52    4.75  107.00   16.52    4.75
    3   2392 123G 124V C   N     990  992  146.55  120.00   26.55    6.03  120.00   26.55    6.03

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

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   4289  10Q 124V CA  CA     77  993    9.18    6.74    2.44    4.75    6.74    2.44    4.75

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

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   6312   7E 122C N   O      52  987    9.54    6.99    2.55    4.70    6.99    2.55    4.70

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

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   3488  18D  19E C   N     150  152 -156.47  -63.60  102.72   17.62  -63.60  102.72   17.62
    1         19E  19E N   CA    152  153  -84.19  -40.30                  -40.30
    2   3502  32E  33S C   N     268  270 -134.77  -64.10   77.38    8.26  -64.10   77.38    8.26
    2         33S  33S N   CA    270  271   -3.47  -35.00                  -35.00
    3   3512  42K  43P C   N     343  345  -62.62  -58.70    9.12    0.53  -64.50  169.47   12.55
    3         43P  43P N   CA    345  346  -22.26  -30.50                  147.20
    4   3533  63S  64N C   N     519  521 -149.86  -63.20   94.38   15.44  -63.20   94.38   15.44
    4         64N  64N N   CA    521  522  -78.48  -41.10                  -41.10
    5   3535  65T  66S C   N     534  536  -58.20  -64.10   45.63    3.00  -72.40  128.14    8.03
    5         66S  66S N   CA    536  537  -80.25  -35.00                  152.40
    6   3536  66S  67K C   N     540  542  -54.29  -62.90   16.02    1.85   56.60  144.67   18.04
    6         67K  67K N   CA    542  543  -54.31  -40.80                   38.60
    7   3537  67K  68A C   N     549  551   72.85  -68.20  147.27   13.74  -68.20  147.27   13.74
    7         68A  68A N   CA    551  552 -172.36  145.30                  145.30
    8   3538  68A  69G C   N     554  556  151.00   82.20   84.22    3.24  -62.40  146.60   26.14
    8         69G  69G N   CA    556  557  -40.07    8.50                  -41.20
    9   3570 100F 101M C   N     803  805  -68.91  -63.40   58.39    8.30  -63.40   58.39    8.30
    9        101M 101M N   CA    805  806   17.63  -40.50                  -40.50
   10   3580 110C 111Q C   N     895  897   19.33  -63.80  115.58   15.13  -73.00  135.15   10.46
   10        111Q 111Q N   CA    897  898 -120.61  -40.30                  140.70
   11   3581 111Q 112N C   N     904  906 -101.98 -119.90   40.59    1.39   55.90  169.28   15.26
   11        112N 112N N   CA    906  907  100.59  137.00                   39.50
   12   3582 112N 113K C   N     912  914 -165.62 -118.00   48.41    1.70  -70.20   95.71    6.81
   12        113K 113K N   CA    914  915  147.83  139.10                  140.40
   13   3584 114P 115L C   N     928  930  -85.82  -63.50   84.00   10.61  -63.50   84.00   10.61
   13        115L 115L N   CA    930  931   39.77  -41.20                  -41.20
   14   3588 118I 119S C   N     959  961 -139.34 -136.60   84.66    4.35  -64.10  126.41    9.04
   14        119S 119S N   CA    961  962   66.58  151.20                  -35.00
   15   3591 121C 122C C   N     980  982 -162.37  -63.00  101.49   15.69  -63.00  101.49   15.69
   15        122C 122C N   CA    982  983  -20.45  -41.10                  -41.10

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

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  10676 123G 114P O   CA    991  924    4.80    3.00    1.80   17.99    3.00    1.80   17.99


report______> Distribution of short non-bonded contacts:


DISTANCE1:  0.00 2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40
DISTANCE2:  2.10 2.20 2.30 2.40 2.50 2.60 2.70 2.80 2.90 3.00 3.10 3.20 3.30 3.40 3.50
FREQUENCY:     0    0    0    0    0    6   13   62   77   96  102  132  126  164  175


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
seq_lig.B99990001.pdb         1526.72046
seq_lig.B99990002.pdb         1535.67981

In [26]:
pdb2img('seq_lig.B99990001.pdb', '1lmp.pdb')
pdb2img('seq_lig.B99990002.pdb', '1lmp.pdb')
In [ ]:
#на вид ничего не изменилось, но скоры сильно просели
In [28]:
# заменим всех аминокислот на Ala
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' * 120 + '...'
alignm.append_sequence(seq_ala)

alignm[0].code = 'pdb'
alignm[1].code = 'seq_ala'
In [29]:
alignm.salign()
alignm.write(file='all_in_one3.ali', alignment_format='PIR')
SALIGN_____> adding the next group to the alignment; iteration    1
In [30]:
! cat all_in_one3.ali
>P1;pdb
structureX:1lmp.pdb:   1 :A:+129 :A:MOL_ID  1; MOLECULE  LYSOZYME; CHAIN  A; SYNONYM  MUCOPEPTIDE N-ACETYLMURAMYLHYDROLASE; EC  3.2.1.17:MOL_ID  1; ORGANISM_SCIENTIFIC  ONCORHYNCHUS MYKISS; ORGANISM_COMMON  RAINBOW TROUT; ORGANISM_TAXID  8022; ORGAN  KIDNEY: 2.00: 0.16
KVYDRCELARALKASGMDGYAGNSLPNWVCLSKWESSYNTQATNRNTDGSTDYGIFQINSRYWCDDGRTPGAKNV
CGIRCSQLLTDDLTVAIRCAKRVVLDPNGIGAWVAWRLHCQNQDLRSYVAGCGV*

>P1;seq_ala
sequence::1    : :+123 : :undefined:undefined:-1.00:-1.00
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA------AAAAAAAAAA...*
In [31]:
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()

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
----------------------------------------------
    110     1  110   117      A     A   12.552
END OF TABLE
buildc__467W> All coordinates in MODEL have been assigned.
buildc__468W> Some coordinates in MODEL are still undefined.
buildc__467W> All coordinates in MODEL have been assigned.
buildc__468W> Some coordinates in MODEL are still undefined.
invent__526W> Inventing the mainchain model coordinates.
generat_607W> Cannot find params in params file:
              CHARMM atoms :  C UNDF
              IUPAC atoms  :  C N
              Atom indices :      599     601
              Residues     :  ALA CYS
addprm__440W> Adding params (mean,force,period):        1.3258      300.0000        0
              For atoms:  C UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  UNDF UNDF
              IUPAC atoms  :  CB CA
              Atom indices :      605     602
              Residues     :  CYS CYS
addprm__440W> Adding params (mean,force,period):        1.5447      300.0000        0
              For atoms:  UNDF UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  CC UNDF
              IUPAC atoms  :  C CA
              Atom indices :      613     612
              Residues     :  VAL VAL
addprm__440W> Adding params (mean,force,period):        1.5664      300.0000        0
              For atoms:  CC UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  CT1 C UNDF
              IUPAC atoms  :  CA C N
              Atom indices :      597     599     601
              Residues     :  ALA ALA CYS
addprm__440W> Adding params (mean,force,period):      121.2296       60.0000        0
              For atoms:  CT1 C UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  C UNDF UNDF
              IUPAC atoms  :  C N CA
              Atom indices :      599     601     602
              Residues     :  ALA CYS CYS
addprm__440W> Adding params (mean,force,period):      119.8740       60.0000        0
              For atoms:  C UNDF UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  UNDF C O
              IUPAC atoms  :  N C O
              Atom indices :      601     599     600
              Residues     :  CYS ALA ALA
addprm__440W> Adding params (mean,force,period):      126.2406       60.0000        0
              For atoms:  UNDF C O
generat_607W> Cannot find params in params file:
              CHARMM atoms :  UNDF UNDF UNDF
              IUPAC atoms  :  N CA CB
              Atom indices :      601     602     605
              Residues     :  CYS CYS CYS
addprm__440W> Adding params (mean,force,period):      108.4854       60.0000        0
              For atoms:  UNDF UNDF UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  UNDF UNDF CC
              IUPAC atoms  :  N CA C
              Atom indices :      611     612     613
              Residues     :  VAL VAL VAL
addprm__440W> Adding params (mean,force,period):      104.5036       60.0000        0
              For atoms:  UNDF UNDF CC
generat_607W> Cannot find params in params file:
              CHARMM atoms :  UNDF CC OC
              IUPAC atoms  :  CA C O
              Atom indices :      612     613     614
              Residues     :  VAL VAL VAL
addprm__440W> Adding params (mean,force,period):      110.1571       60.0000        0
              For atoms:  UNDF CC OC
generat_607W> Cannot find params in params file:
              CHARMM atoms :  UNDF C CT1 CT3
              IUPAC atoms  :  N C CA CB
              Atom indices :      601     599     597     598
              Residues     :  CYS ALA ALA ALA
addprm__440W> Adding params (mean,force,period):      131.0444       10.0000        3
              For atoms:  UNDF C CT1 CT3
generat_607W> Cannot find params in params file:
              CHARMM atoms :  UNDF C CT1 NH1
              IUPAC atoms  :  N C CA N
              Atom indices :      601     599     597     596
              Residues     :  CYS ALA ALA ALA
addprm__440W> Adding params (mean,force,period):        7.8145       10.0000        3
              For atoms:  UNDF C CT1 NH1
generat_607W> Cannot find params in params file:
              CHARMM atoms :  O C UNDF UNDF
              IUPAC atoms  :  O C N CA
              Atom indices :      600     599     601     602
              Residues     :  ALA ALA CYS CYS
addprm__440W> Adding params (mean,force,period):        4.1120       10.0000        3
              For atoms:  O C UNDF UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  CT1 C UNDF UNDF
              IUPAC atoms  :  CA C N CA
              Atom indices :      597     599     601     602
              Residues     :  ALA ALA CYS CYS
addprm__440W> Adding params (mean,force,period):     -174.0557       10.0000        3
              For atoms:  CT1 C UNDF UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  UNDF UNDF UNDF UNDF
              IUPAC atoms  :  SG CB CA N
              Atom indices :      606     605     602     601
              Residues     :  CYS CYS CYS CYS
addprm__440W> Adding params (mean,force,period):      -64.4538       10.0000        3
              For atoms:  UNDF UNDF UNDF UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  C UNDF UNDF UNDF
              IUPAC atoms  :  C N CA CB
              Atom indices :      599     601     602     605
              Residues     :  ALA CYS CYS CYS
addprm__440W> Adding params (mean,force,period):      144.4096       10.0000        3
              For atoms:  C UNDF UNDF UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  UNDF UNDF UNDF CC
              IUPAC atoms  :  CG1 CB CA C
              Atom indices :      616     615     612     613
              Residues     :  VAL VAL VAL VAL
addprm__440W> Adding params (mean,force,period):     -175.3415       10.0000        3
              For atoms:  UNDF UNDF UNDF CC
generat_607W> Cannot find params in params file:
              CHARMM atoms :  OC CC UNDF UNDF
              IUPAC atoms  :  O C CA CB
              Atom indices :      614     613     612     615
              Residues     :  VAL VAL VAL VAL
addprm__440W> Adding params (mean,force,period):      -99.4752       10.0000        3
              For atoms:  OC CC UNDF UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  UNDF UNDF UNDF UNDF
              IUPAC atoms  :  C CA N O
              Atom indices :      603     602     607     604
              Residues     :  CYS CYS GLY CYS
addprm__440W> Adding params (mean,force,period):        1.0526       60.0000        0
              For atoms:  UNDF UNDF UNDF UNDF
generat_607W> Cannot find params in params file:
              CHARMM atoms :  UNDF UNDF CC UNDF
              IUPAC atoms  :  CA N C CB
              Atom indices :      612     611     613     615
              Residues     :  VAL VAL VAL VAL
addprm__440W> Adding params (mean,force,period):       29.9746       60.0000        0
              For atoms:  UNDF UNDF CC UNDF
mdtrsr__446W> A potential that relies on one protein is used, yet you have at
              least one known structure available. MDT, not library, potential is used.
0 atoms in HETATM/BLK residues constrained
to protein atoms within 2.30 angstroms
and protein CA atoms within 10.00 angstroms
0 atoms in residues without defined topology
constrained to be rigid bodies
condens_443_> Restraints marked for deletion were removed.
              Total number of restraints before, now:     8209     7602


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      123
Number of all, selected real atoms                :      618     618
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :     7602    7602
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     1076
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                                    :         712.5024





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              :     617       0      0   0.006   0.006      6.5539       1.000
 2 Bond angle potential               :     862       0      7   2.504   2.504      106.17       1.000
 3 Stereochemical cosine torsion poten:     256       1     37  76.272  76.272      269.66       1.000
 4 Stereochemical improper torsion pot:     246       3      5   3.084   3.084      48.694       1.000
 5 Soft-sphere overlap restraints     :    1076       0      0   0.002   0.002     0.38818       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)      :    2233       0      3   0.410   0.410      87.959       1.000
10 Distance restraints 2 (N-O)        :    2371       0      4   0.420   0.420      107.43       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:     122       0      3   4.665   4.665      31.310       1.000
14 Sidechain Chi_1 dihedral restraints:       2       0      2  61.091  61.091      7.8715       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)  :     708       0      0   0.339   0.339      5.2870       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:     121      22     15  31.491  69.806      32.288       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      64       0      2   1.219   1.219      8.8948       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_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:   11199.0078



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  3                           : Stereochemical cosine torsion 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   1729 123V 123V CG2 CB    617  615  -23.93   -4.66  -19.27    6.11   -4.66  -19.27    6.11

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

Feature  4                           : Stereochemical improper torsion potentia
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   1976 121C 121C C   CA    603  602   25.86    1.05   24.81    6.18    1.05   24.81    6.18
    2   1977 121C 121C CA  N     602  601   28.44    1.05   27.39    6.82    1.05   27.39    6.82

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

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   1996  15A  16A C   N      74   76   78.97   55.40   27.54    1.99  -62.50  155.62   31.61
    1         16A  16A N   CA     76   77   23.95   38.20                  -40.90
    2   1999  18A  19A C   N      89   91   65.35   55.40   23.11    0.83  -62.50  140.48   28.53
    2         19A  19A N   CA     91   92   17.34   38.20                  -40.90
    3   2001  20A  21A C   N      99  101   53.89   55.40    3.69    0.34  -62.50  138.86   28.21
    3         21A  21A N   CA    101  102   34.83   38.20                  -40.90
    4   2002  21A  22A C   N     104  106   61.95   55.40    8.26    0.52  -62.50  144.81   29.45
    4         22A  22A N   CA    106  107   33.16   38.20                  -40.90
    5   2017  36A  37A C   N     179  181   66.39   55.40   13.79    0.88  -62.50  147.03   29.90
    5         37A  37A N   CA    181  182   29.86   38.20                  -40.90
    6   2018  37A  38A C   N     184  186   62.33   55.40   11.66    0.49  -62.50  142.98   29.08
    6         38A  38A N   CA    186  187   28.82   38.20                  -40.90
    7   2029  48A  49A C   N     239  241   86.02   55.40   44.31    2.26  -62.50  155.80   31.41
    7         49A  49A N   CA    241  242    6.18   38.20                  -40.90
    8   2034  53A  54A C   N     264  266   90.71 -134.00  140.74    3.43  -62.50 -156.91   31.90
    8         54A  54A N   CA    266  267 -174.21  147.00                  -40.90
    9   2037  56A  57A C   N     279  281   59.00   55.40   13.04    1.08  -62.50  152.18   30.81
    9         57A  57A N   CA    281  282   50.73   38.20                  -40.90
   10   2047  66A  67A C   N     329  331   82.44   55.40   60.31    2.18  -62.50  147.11   29.18
   10         67A  67A N   CA    331  332  -15.71   38.20                  -40.90
   11   2050  69A  70A C   N     344  346  -62.86  -62.50   22.04    3.63  -68.20  151.86   12.44
   11         70A  70A N   CA    346  347  -62.93  -40.90                  145.30
   12   2051  70A  71A C   N     349  351 -117.37 -134.00   49.48    2.32  -62.50  151.57   22.88
   12         71A  71A N   CA    351  352  100.39  147.00                  -40.90
   13   2054  73A  74A C   N     364  366   52.71   55.40   18.55    0.91  -62.50  150.89   30.42
   13         74A  74A N   CA    366  367   56.55   38.20                  -40.90
   14   2057  76A  77A C   N     379  381   65.16   55.40   10.13    1.19  -62.50  151.63   30.81
   14         77A  77A N   CA    381  382   40.92   38.20                  -40.90
   15   2084 103A 104A C   N     514  516   79.03 -134.00  158.33    3.63  -62.50 -178.75   28.77
   15        104A 104A N   CA    516  517 -154.13  147.00                  -40.90
   16   2089 108A 109A C   N     539  541 -111.08 -134.00   62.51    2.85  -62.50  138.53   20.94
   16        109A 109A N   CA    541  542   88.84  147.00                  -40.90
   17   2090 109A 110A C   N     544  546 -147.17 -134.00   19.50    1.15  -62.50 -166.93   28.95
   17        110A 110A N   CA    546  547  132.62  147.00                  -40.90
   18   2091 110A 111A C   N     549  551 -144.97 -134.00   15.16    0.44  -62.50 -178.54   34.15
   18        111A 111A N   CA    551  552  157.47  147.00                  -40.90
   19   2092 111A 112A C   N     554  556  158.19 -134.00   78.57    1.84  -68.20  139.87   10.38
   19        112A 112A N   CA    556  557 -173.33  147.00                  145.30
   20   2094 113A 114A C   N     564  566 -134.60 -134.00   60.20    3.43  -62.50  146.64   21.97
   20        114A 114A N   CA    566  567   86.80  147.00                  -40.90
   21   2100 119A 120A C   N     594  596   73.22   55.40   39.01    1.42  -62.50  142.79   28.81
   21        120A 120A N   CA    596  597    3.50   38.20                  -40.90
   22   2101 120A 121C C   N     599  601   17.74  -63.00  144.12   15.21  -63.00  144.12   15.21
   22        121C 121C N   CA    601  602 -160.48  -41.10                  -41.10


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    0    4   27   43   64   52   67   89   89   64


<< end of ENERGY.


>> ENERGY; Differences between the model's features and restraints:
Number of all residues in MODEL                   :      123
Number of all, selected real atoms                :      618     618
Number of all, selected pseudo atoms              :        0       0
Number of all static, selected restraints         :     7602    7602
COVALENT_CYS                                      :        F
NONBONDED_SEL_ATOMS                               :        1
Number of non-bonded pairs (excluding 1-2,1-3,1-4):     1057
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                                    :         677.4470





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              :     617       0      0   0.006   0.006      7.0978       1.000
 2 Bond angle potential               :     862       0     10   2.478   2.478      105.58       1.000
 3 Stereochemical cosine torsion poten:     256       2     36  75.930  75.930      271.63       1.000
 4 Stereochemical improper torsion pot:     246       3      5   2.840   2.840      42.143       1.000
 5 Soft-sphere overlap restraints     :    1057       0      0   0.001   0.001     0.24437       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)      :    2233       1      5   0.386   0.386      84.970       1.000
10 Distance restraints 2 (N-O)        :    2371       0      4   0.379   0.379      106.17       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:     122       0      4   4.651   4.651      31.116       1.000
14 Sidechain Chi_1 dihedral restraints:       2       0      1  62.649  62.649      7.3155       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)  :     708       0      0   0.337   0.337      5.1524       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:     121      20     13  27.203  66.025      14.607       1.000
26 Distance restraints 4 (SDCH-SDCH)  :      64       0      0   0.502   0.502      1.4154       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_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:   10813.0518



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  3                           : Stereochemical cosine torsion 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   1729 123V 123V CG2 CB    617  615  -28.59   -4.66  -23.93    8.45   -4.66  -23.93    8.45
    2   1731 122G 123V C   N     609  611  -26.26   -4.66  -21.60    7.26   -4.66  -21.60    7.26

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

Feature  4                           : Stereochemical improper torsion potentia
List of the RVIOL violations larger than   :       4.5000

    #   ICSR  RESNO1/2 ATM1/2   INDATM1/2    FEAT   restr    viol   rviol   RESTR    VIOL   RVIOL
    1   1977 121C 121C CA  N     602  601   22.70    1.05   21.65    5.39    1.05   21.65    5.39
    2   1981 123V 123V O   CA    614  612   19.96    0.00   19.96    6.29    0.00   19.96    6.29

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

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   1996  15A  16A C   N      74   76   78.26   55.40   26.53    1.95  -62.50  155.30   31.55
    1         16A  16A N   CA     76   77   24.74   38.20                  -40.90
    2   1999  18A  19A C   N      89   91   58.31   55.40    3.65    0.23  -62.50  143.21   29.10
    2         19A  19A N   CA     91   92   36.00   38.20                  -40.90
    3   2000  19A  20A C   N      94   96  -60.69  -62.50   19.37    3.09  -68.20  154.70   12.74
    3         20A  20A N   CA     96   97  -60.18  -40.90                  145.30
    4   2001  20A  21A C   N      99  101 -122.02 -134.00   77.69    4.11  -62.50  126.07   18.89
    4         21A  21A N   CA    101  102   70.24  147.00                  -40.90
    5   2002  21A  22A C   N     104  106   59.45   55.40   14.12    0.56  -62.50  138.46   28.16
    5         22A  22A N   CA    106  107   24.67   38.20                  -40.90
    6   2017  36A  37A C   N     179  181   67.36   55.40   14.78    0.97  -62.50  147.71   30.04
    6         37A  37A N   CA    181  182   29.51   38.20                  -40.90
    7   2018  37A  38A C   N     184  186   63.22   55.40   12.54    0.56  -62.50  143.55   29.20
    7         38A  38A N   CA    186  187   28.40   38.20                  -40.90
    8   2029  48A  49A C   N     239  241   85.44   55.40   43.59    2.21  -62.50  155.38   31.33
    8         49A  49A N   CA    241  242    6.61   38.20                  -40.90
    9   2034  53A  54A C   N     264  266   91.22 -134.00  140.36    3.41  -62.50 -156.78   31.95
    9         54A  54A N   CA    266  267 -173.82  147.00                  -40.90
   10   2037  56A  57A C   N     279  281   59.59   55.40   12.09    1.07  -62.50  151.94   30.78
   10         57A  57A N   CA    281  282   49.55   38.20                  -40.90
   11   2047  66A  67A C   N     329  331   82.04   55.40   59.12    2.14  -62.50  146.91   29.18
   11         67A  67A N   CA    331  332  -14.58   38.20                  -40.90
   12   2051  70A  71A C   N     349  351   54.86   55.40    5.67    0.30  -62.50  144.76   29.34
   12         71A  71A N   CA    351  352   43.85   38.20                  -40.90
   13   2054  73A  74A C   N     364  366   53.38   55.40   15.34    0.76  -62.50  149.40   30.16
   13         74A  74A N   CA    366  367   53.40   38.20                  -40.90
   14   2057  76A  77A C   N     379  381   64.62   55.40    9.95    1.18  -62.50  151.73   30.82
   14         77A  77A N   CA    381  382   41.95   38.20                  -40.90
   15   2084 103A 104A C   N     514  516   80.44 -134.00  157.46    3.60  -62.50 -178.38   28.91
   15        104A 104A N   CA    516  517 -152.94  147.00                  -40.90
   16   2089 108A 109A C   N     539  541 -110.23 -134.00   54.57    2.34  -62.50  146.75   22.26
   16        109A 109A N   CA    541  542   97.87  147.00                  -40.90
   17   2090 109A 110A C   N     544  546 -153.75 -134.00   20.07    0.80  -62.50 -162.08   37.32
   17        110A 110A N   CA    546  547  143.48  147.00                  -40.90
   18   2091 110A 111A C   N     549  551 -145.24 -134.00   18.86    0.67  -62.50  177.43   33.50
   18        111A 111A N   CA    551  552  162.14  147.00                  -40.90
   19   2092 111A 112A C   N     554  556  166.73 -134.00   72.90    1.83  -68.20  132.63    9.66
   19        112A 112A N   CA    556  557 -170.57  147.00                  145.30
   20   2100 119A 120A C   N     594  596   67.91   55.40   32.93    1.20  -62.50  139.18   28.17
   20        120A 120A N   CA    596  597    7.73   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    0    7   23   41   63   50   65  101   87   71


<< end of ENERGY.

>> Summary of successfully produced models:
Filename                          molpdf
----------------------------------------
seq_ala.B99990001.pdb          712.50244
seq_ala.B99990002.pdb          677.44702

In [32]:
pdb2img('seq_ala.B99990001.pdb', '1lmp.pdb')
pdb2img('seq_ala.B99990002.pdb', '1lmp.pdb')
In [ ]:
#аланины всему голова, скор лучше чем у изначального выравнивания