Directory UMM :wiley:Public:journals:jcc:suppmat:17:
Supplement To:
Parametrization of the GROMOS Force Field for
Oligosaccharides and Assessment of the Efficiency of
Molecular Dynamics Simulations
Karl-Heinz Ott1 and Bernd Meyer2
Complex Carbohydrate Research Center and Departments of Biochemistry
and Chemistry, The University of Georgia, 220 Riverbend Rd., Athens, GA
30602, USA
Present Addresses:
1) American Cyanamid Co., P.O. Box 400, Princeton, NJ 08543-0400, USA and
2)
Institut
Germany
für
Organische
Chemie,
M.L.
King
Platz
6,
20146
Hamburg,
Cluster analysis:
A complete, hierarchical clustering algorithm1,2 was used to group the
conformations that were represented by sine and cosine values of selected
dihedral angles.
defined by the
ϕ
For run w60, a four dimensional conformational space was
and
ψ
angles and by two intra-ring dihedral angles (O5-C1-
C2-C3) that are characteristic for the ring conformations. The statistical data
analysis
package
BLSS3
was
used
to
generate
conformations observed in 300 fs intervals.
the
cluster
tree
for
The resulting cluster tree was
analyzed statistically and an appropriate cutting level was chosen.
remaining conformations, sampled in 100 fs steps, were
nearest cluster.
the
sorted
The
into
the
Conformations that differed by more than 1.5 times the
standard deviations from the cluster definitions were rejected.
procedure but with the
ϕ, ψ ,
and the both
ω
The same
angles as parameters for the
clustering was used to classify the results of the other MD simulations of this
work (data only shown for run w).
1
J.A. Hartigan, Clustering
Algorithms,Wiley, New York, 1975.
2
B.Everitt, Cluster
3
D.M. Abraham and F. Rizzardy, The Berkley Interactive Statistical
Analysis
, Halsted, New York, 1980.
System, Norton, NY 1988.
Run w
The
data
set
was
split
into
6
clusters,
each
having
a
correlation
coefficient of its associated conformations of between 0.3 and 0.7 (Tab. SII).
The
highest
populated
cluster
with
a
population
of
32%
has
a
gg
conformation in the reducing ring and a gt conformation in the nonreducing
ring with the glycosidic linkage at
cluster
with
22%
population
hydroxymethyl groups but has
ϕ
≈
has
and
ψ
-40o/-40o.
the
at
≈
same
0o.
Another highly populated
conformations
of
the
The same glycosidic linkage
conformation with both hydroxymethyl groups in a gg conformation is found
in another cluster with 11% population.
cluster that has average
ϕ
and
ψ
angles of
24% of the conformations form a
≈
-30o which are the angles found
in X-ray crystal studies (F. Takusagawa and G.A. Jacobson, Acta Cryst,
Cryst, B34,
213. 1978). In this cluster the
ω
angles are oriented in the gg and the tg
position for the reducing and the nonreducing residue, respectively (cf. Tab.
SII).
A cluster with 7.5% of the total population has both
2
ω
dihedral angles in
a
gt
ϕ /ψ
conformation.
The glycosidic linkage of this cluster is characterized by
values of ≈ -10o.
As is evident from the populations of the hydroxymethyl groups, the MD
simulation was not run for a long enough time to give correct statistics of the
populations of different minima, which is even true for the most populated
minima.
Run w60
The cluster analysis resulted in 19 clusters (Tab. SIII).
Based on the
analysis of the transition rates between the clusters four major groups of
clusters can be identified (cf. Tab. SIII).
They are characterized by the
differences in the conformations of the glucose rings and have the glycosidic
linkage in conformations close to the global minimum.
4C
1
conformers have both hexose rings in the
Only 18% of the
orientation.
In 64% of the
simulation either the reducing or the nonreducing ring has the inverted
ring conformation.
In 17% of the simulation both rings adopted the
1C
4
1C
4
conformation.
The cluster analysis revealed that the accessible range of the glycosidic
4C
1
linkage space is significantly dependent on the ring conformations.
conformers restrict the conformational flexibility of the glycosidic linkage
compared
to
the
1C
4
conformers.
The
strongest
effect
1C -1C
4
4
comparing the conformational space accessible to the
that of the 4C1-4C1 species
minimum of the 4C1-4C1
previously
described
is
found
when
species with
(Fig. 1a,d).
The position and size of the global
conformers
is
calculations
at
similar
350K
and
to
those
400K.
found
The
in
the
additional
conformational flexibility apparent from the conformational space totally
accesses at 600K (Fig. 1, hatched area) originates from a glucose in an
inverted
1C
4
1b).
1C
4
conformation (Fig. 1b-d).
conformation, the
ϕ/ψ
When the nonreducing residue is in a
contour extends to more negative
In contrary, when the reducing residue adopts a
the nonreducing residue has the
4C
1
conformation the
1C
4
ϕ/ψ
ϕ
angles (Fig.
conformation and
contours extend to
more positive values (Fig. 1c). In the fourth group of clusters, with both rings
in the
1C
4
conformation, the
ϕ/ψ
contour shows the increased flexibility to
more negative ψ angles as well as to more positive
ϕ and
Two
small
clusters
glycosidic linkage.
show
up
for
the
inverted
ψ
angles (Fig. 1d).
conformation
of
the
This inverted conformer remains stable for about 4 ps
3
while the hexose ring conformations are both in
with
ψ
4C .
1
Some of the conformers
around 180o are found during the time of conformational transitions
of the nonreducing glucose residue.
4
Table S I:
Energy averages of the MD simulations.
The total energies (Tot) together
with their standard deviations (Std) and the change in the total energy over
the entire run (Slp) calculated from a linear regression analysis are given for
the MD simulations, wb1, wb2, w, w35, w40, w60 and the in vacuo MD
simulations.
Additionally, the total kinetic energy (Kin) the total potential
Energy (Pot), the electrostatic energy terms for the maltose (El-malt), for the
water (El-wat) and for the maltose-water interaction (El-mw) as well as the
corresponding van-der
van-der-Waals
-Waals energy terms (LJ-malt, LJ-wat, and LJ-mw) are
listed. The sum of the bond angle and dihedral energies are in column (Bond).
The average energy terms for the six MD simulations in water (AVG water),
and for the three in vacuo MD simulations (AVG vacuo) are also displayed.
ND: not determined.
Run
Tot
Std
Slp
Kin
Pot
Bond
EL-malt
LJ-malt
El-mw
LJ-mw
El-wat
LJ-wat
wb1 200ps
-14342
177
0
4279
-18621
127
573
-24
-420
-96
-21889
3109
wb2 500ps
-14443
178
-129
4273
-18717
46
572
-21
-424
-97
-21904
3111
w 250ps
-3741
74
nd
1201
-4942
123
492
-21
-401
-90
-5909
865
w35 200ps
-3220
69
14
1353
-4573
137
574
-20
-397
-88
-5556
777
w40 200ps
-2704
64
13
1559
-4263
148
573
-20
-371
-90
-5218
715
w60 950ps
-1055
64
5
2301
-3356
189
572
-18
-305
-93
-4303
601
589
6
1
68
522
120
420
-18
va 500ps
vb 500ps
591
6
1
68
523
126
414
-16
vc 500ps
670
4
1
68
602
139
480
-18
Avg water
Avg wb
Avg vacuo
-6584
2494
-9078
128
559
-21
-386
-92
-10797
1529
-14393
4276
-18669
86
572
-22
-422
-96
-21896
3110
617
68
549
128
438
-17
5
Table SII:
Statistic of the cluster analysis of run w that used sine and cosine values of
the
ϕ, ψ
ω
and both
dihedral angles as parameters for the cluster definition.
The population (Pop) of the six clusters together with their average
ϕ
and
ψ
angles, their hydroxymethyl group orientation of the reducing (ω1) and the
nonreducing (ω2) glucose are listed.
The last column contains the correlation
coefficient (Cor) that are calculated from correlating the vectors defined by
the four dihedral anglesϕ,
Pop % P
806
32
ϕ
-45
ψ
-39
ψ
ω 1−ω 2
gg-gt
and
ω1,2.
Cor
0.47
597
24
-22
-26
gg-tg
0.35
564
23
-1
-2
gg-gt
0.42
283
11
0
-1
gg-gg
0.65
184
7
-13
-10
gt-gt
0.33
66
3
-29
-31
tg-gt
0.44
6
Table SIII:
Cluster statistics from a cluster analysis of MD simulation w60.
(Avg) and standard deviation (Std) of the
ϕ
and
ψ
dihedral angles and the
average total energy (E-tot) are tabulated for all 19 clusters.
sorted
by
the
conformation
of
the
glucose
rings.
The average
The clusters are
Clusters
representing
inverted glycosidic linkage conformations are listed separately at the bottom
of the table.
For each group, the total population and the group averages and
standard deviations are added in bold font (Sum).
Red NR
Glucose
Popu-
Pop ϕ
ψ
% Avg Std Avg Std kJ/mol
E-tot
lation
4C1 4C1
274
4C1 4C1
139
16
-66
8
-40
10
-1061
8
-56
9
-61
7
-1070
4C1 4C1
75
4
-39
14
-83
14
-1039
4C1 4C1
625
36
-30
19
-11
15
-1065
4C1 4C1
415
24
-28
15
-43
11
-1050
4C1 4C1
110
6
-52
15
-25
20
-1032
4C1 4C1
61
4
-87
16
-35
15
-1046
1738
18
-41
15
-28
13
-1052
4C1 1C4
1244
50
-94
22
-25
20
-1050
4C1 1C4
1263
50
-48
17
-32
23
-1059
2507
26
-71
20
-29
22
-1055
1C4 4C1
1108
30
-23
26
26
29
-1049
1C4 4C1
254
7
-82
17
-37
20
-1058
1C4 4C1
1666
46
-48
11
-44
18
-1063
1C4 4C1
547
15
-18
12
-47
16
-1050
Sum
Sum
3655
38
-38
17
-18
22
-1055
1C4 1C4
Sum
222
14
-36
35
22
26
-1043
1C4 1C4
258
16
-137
21
-10
31
-1039
1C4 1C4
870
54
-76
15
-34
23
-1053
1C4 1C4
250
16
-35
20
-56
21
-1067
1600
17
-16
21
-26
25
-1051
4C1 4C1
39
33
-25
14
192
18
-1068
1C4 4C1
80
67
-32
18
169
38
-1032
119
1
60
17
181
33
-1050
Sum
Sum
7
Conformational Analysis of Oligosaccharides
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ψ 0
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ϕ
90
180
Figure 1:
The conformational space of the glycosidic linkage dihedral
angles
ϕ
displayed
and
in
ψ
all
occupied during MD simulation w60 at 600K
four
parts
of
the
figures
as
hatched
area.
Overplotted in a thick closed line, the conformational space is
indicated
4C -1C
1
4
for
C)
those
1C -4C
4
1
conformers
D)1C4-1C4
that
have
A)
4C -4C
1
1
B)
conformations of the reducing
and the nonreducing glucose's, respectively.
Lowest contours
and area boundaries are drawn at 10 percent of the height of
the highest populated bin.
8
Parametrization of the GROMOS Force Field for
Oligosaccharides and Assessment of the Efficiency of
Molecular Dynamics Simulations
Karl-Heinz Ott1 and Bernd Meyer2
Complex Carbohydrate Research Center and Departments of Biochemistry
and Chemistry, The University of Georgia, 220 Riverbend Rd., Athens, GA
30602, USA
Present Addresses:
1) American Cyanamid Co., P.O. Box 400, Princeton, NJ 08543-0400, USA and
2)
Institut
Germany
für
Organische
Chemie,
M.L.
King
Platz
6,
20146
Hamburg,
Cluster analysis:
A complete, hierarchical clustering algorithm1,2 was used to group the
conformations that were represented by sine and cosine values of selected
dihedral angles.
defined by the
ϕ
For run w60, a four dimensional conformational space was
and
ψ
angles and by two intra-ring dihedral angles (O5-C1-
C2-C3) that are characteristic for the ring conformations. The statistical data
analysis
package
BLSS3
was
used
to
generate
conformations observed in 300 fs intervals.
the
cluster
tree
for
The resulting cluster tree was
analyzed statistically and an appropriate cutting level was chosen.
remaining conformations, sampled in 100 fs steps, were
nearest cluster.
the
sorted
The
into
the
Conformations that differed by more than 1.5 times the
standard deviations from the cluster definitions were rejected.
procedure but with the
ϕ, ψ ,
and the both
ω
The same
angles as parameters for the
clustering was used to classify the results of the other MD simulations of this
work (data only shown for run w).
1
J.A. Hartigan, Clustering
Algorithms,Wiley, New York, 1975.
2
B.Everitt, Cluster
3
D.M. Abraham and F. Rizzardy, The Berkley Interactive Statistical
Analysis
, Halsted, New York, 1980.
System, Norton, NY 1988.
Run w
The
data
set
was
split
into
6
clusters,
each
having
a
correlation
coefficient of its associated conformations of between 0.3 and 0.7 (Tab. SII).
The
highest
populated
cluster
with
a
population
of
32%
has
a
gg
conformation in the reducing ring and a gt conformation in the nonreducing
ring with the glycosidic linkage at
cluster
with
22%
population
hydroxymethyl groups but has
ϕ
≈
has
and
ψ
-40o/-40o.
the
at
≈
same
0o.
Another highly populated
conformations
of
the
The same glycosidic linkage
conformation with both hydroxymethyl groups in a gg conformation is found
in another cluster with 11% population.
cluster that has average
ϕ
and
ψ
angles of
24% of the conformations form a
≈
-30o which are the angles found
in X-ray crystal studies (F. Takusagawa and G.A. Jacobson, Acta Cryst,
Cryst, B34,
213. 1978). In this cluster the
ω
angles are oriented in the gg and the tg
position for the reducing and the nonreducing residue, respectively (cf. Tab.
SII).
A cluster with 7.5% of the total population has both
2
ω
dihedral angles in
a
gt
ϕ /ψ
conformation.
The glycosidic linkage of this cluster is characterized by
values of ≈ -10o.
As is evident from the populations of the hydroxymethyl groups, the MD
simulation was not run for a long enough time to give correct statistics of the
populations of different minima, which is even true for the most populated
minima.
Run w60
The cluster analysis resulted in 19 clusters (Tab. SIII).
Based on the
analysis of the transition rates between the clusters four major groups of
clusters can be identified (cf. Tab. SIII).
They are characterized by the
differences in the conformations of the glucose rings and have the glycosidic
linkage in conformations close to the global minimum.
4C
1
conformers have both hexose rings in the
Only 18% of the
orientation.
In 64% of the
simulation either the reducing or the nonreducing ring has the inverted
ring conformation.
In 17% of the simulation both rings adopted the
1C
4
1C
4
conformation.
The cluster analysis revealed that the accessible range of the glycosidic
4C
1
linkage space is significantly dependent on the ring conformations.
conformers restrict the conformational flexibility of the glycosidic linkage
compared
to
the
1C
4
conformers.
The
strongest
effect
1C -1C
4
4
comparing the conformational space accessible to the
that of the 4C1-4C1 species
minimum of the 4C1-4C1
previously
described
is
found
when
species with
(Fig. 1a,d).
The position and size of the global
conformers
is
calculations
at
similar
350K
and
to
those
400K.
found
The
in
the
additional
conformational flexibility apparent from the conformational space totally
accesses at 600K (Fig. 1, hatched area) originates from a glucose in an
inverted
1C
4
1b).
1C
4
conformation (Fig. 1b-d).
conformation, the
ϕ/ψ
When the nonreducing residue is in a
contour extends to more negative
In contrary, when the reducing residue adopts a
the nonreducing residue has the
4C
1
conformation the
1C
4
ϕ/ψ
ϕ
angles (Fig.
conformation and
contours extend to
more positive values (Fig. 1c). In the fourth group of clusters, with both rings
in the
1C
4
conformation, the
ϕ/ψ
contour shows the increased flexibility to
more negative ψ angles as well as to more positive
ϕ and
Two
small
clusters
glycosidic linkage.
show
up
for
the
inverted
ψ
angles (Fig. 1d).
conformation
of
the
This inverted conformer remains stable for about 4 ps
3
while the hexose ring conformations are both in
with
ψ
4C .
1
Some of the conformers
around 180o are found during the time of conformational transitions
of the nonreducing glucose residue.
4
Table S I:
Energy averages of the MD simulations.
The total energies (Tot) together
with their standard deviations (Std) and the change in the total energy over
the entire run (Slp) calculated from a linear regression analysis are given for
the MD simulations, wb1, wb2, w, w35, w40, w60 and the in vacuo MD
simulations.
Additionally, the total kinetic energy (Kin) the total potential
Energy (Pot), the electrostatic energy terms for the maltose (El-malt), for the
water (El-wat) and for the maltose-water interaction (El-mw) as well as the
corresponding van-der
van-der-Waals
-Waals energy terms (LJ-malt, LJ-wat, and LJ-mw) are
listed. The sum of the bond angle and dihedral energies are in column (Bond).
The average energy terms for the six MD simulations in water (AVG water),
and for the three in vacuo MD simulations (AVG vacuo) are also displayed.
ND: not determined.
Run
Tot
Std
Slp
Kin
Pot
Bond
EL-malt
LJ-malt
El-mw
LJ-mw
El-wat
LJ-wat
wb1 200ps
-14342
177
0
4279
-18621
127
573
-24
-420
-96
-21889
3109
wb2 500ps
-14443
178
-129
4273
-18717
46
572
-21
-424
-97
-21904
3111
w 250ps
-3741
74
nd
1201
-4942
123
492
-21
-401
-90
-5909
865
w35 200ps
-3220
69
14
1353
-4573
137
574
-20
-397
-88
-5556
777
w40 200ps
-2704
64
13
1559
-4263
148
573
-20
-371
-90
-5218
715
w60 950ps
-1055
64
5
2301
-3356
189
572
-18
-305
-93
-4303
601
589
6
1
68
522
120
420
-18
va 500ps
vb 500ps
591
6
1
68
523
126
414
-16
vc 500ps
670
4
1
68
602
139
480
-18
Avg water
Avg wb
Avg vacuo
-6584
2494
-9078
128
559
-21
-386
-92
-10797
1529
-14393
4276
-18669
86
572
-22
-422
-96
-21896
3110
617
68
549
128
438
-17
5
Table SII:
Statistic of the cluster analysis of run w that used sine and cosine values of
the
ϕ, ψ
ω
and both
dihedral angles as parameters for the cluster definition.
The population (Pop) of the six clusters together with their average
ϕ
and
ψ
angles, their hydroxymethyl group orientation of the reducing (ω1) and the
nonreducing (ω2) glucose are listed.
The last column contains the correlation
coefficient (Cor) that are calculated from correlating the vectors defined by
the four dihedral anglesϕ,
Pop % P
806
32
ϕ
-45
ψ
-39
ψ
ω 1−ω 2
gg-gt
and
ω1,2.
Cor
0.47
597
24
-22
-26
gg-tg
0.35
564
23
-1
-2
gg-gt
0.42
283
11
0
-1
gg-gg
0.65
184
7
-13
-10
gt-gt
0.33
66
3
-29
-31
tg-gt
0.44
6
Table SIII:
Cluster statistics from a cluster analysis of MD simulation w60.
(Avg) and standard deviation (Std) of the
ϕ
and
ψ
dihedral angles and the
average total energy (E-tot) are tabulated for all 19 clusters.
sorted
by
the
conformation
of
the
glucose
rings.
The average
The clusters are
Clusters
representing
inverted glycosidic linkage conformations are listed separately at the bottom
of the table.
For each group, the total population and the group averages and
standard deviations are added in bold font (Sum).
Red NR
Glucose
Popu-
Pop ϕ
ψ
% Avg Std Avg Std kJ/mol
E-tot
lation
4C1 4C1
274
4C1 4C1
139
16
-66
8
-40
10
-1061
8
-56
9
-61
7
-1070
4C1 4C1
75
4
-39
14
-83
14
-1039
4C1 4C1
625
36
-30
19
-11
15
-1065
4C1 4C1
415
24
-28
15
-43
11
-1050
4C1 4C1
110
6
-52
15
-25
20
-1032
4C1 4C1
61
4
-87
16
-35
15
-1046
1738
18
-41
15
-28
13
-1052
4C1 1C4
1244
50
-94
22
-25
20
-1050
4C1 1C4
1263
50
-48
17
-32
23
-1059
2507
26
-71
20
-29
22
-1055
1C4 4C1
1108
30
-23
26
26
29
-1049
1C4 4C1
254
7
-82
17
-37
20
-1058
1C4 4C1
1666
46
-48
11
-44
18
-1063
1C4 4C1
547
15
-18
12
-47
16
-1050
Sum
Sum
3655
38
-38
17
-18
22
-1055
1C4 1C4
Sum
222
14
-36
35
22
26
-1043
1C4 1C4
258
16
-137
21
-10
31
-1039
1C4 1C4
870
54
-76
15
-34
23
-1053
1C4 1C4
250
16
-35
20
-56
21
-1067
1600
17
-16
21
-26
25
-1051
4C1 4C1
39
33
-25
14
192
18
-1068
1C4 4C1
80
67
-32
18
169
38
-1032
119
1
60
17
181
33
-1050
Sum
Sum
7
Conformational Analysis of Oligosaccharides
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Figure 1
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10
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-180
-90
0
ϕ
90
180
Figure 1:
The conformational space of the glycosidic linkage dihedral
angles
ϕ
displayed
and
in
ψ
all
occupied during MD simulation w60 at 600K
four
parts
of
the
figures
as
hatched
area.
Overplotted in a thick closed line, the conformational space is
indicated
4C -1C
1
4
for
C)
those
1C -4C
4
1
conformers
D)1C4-1C4
that
have
A)
4C -4C
1
1
B)
conformations of the reducing
and the nonreducing glucose's, respectively.
Lowest contours
and area boundaries are drawn at 10 percent of the height of
the highest populated bin.
8