1 23 Structural Chemistry Computational and Experimental Studies of Chemical and Biological Systems ISSN 1040-0400 Volume 24 Number 3 Struct Chem (2013) 24:967-980 DOI 10.1007/s11224-012-0193-x Structure–activity relationships of the antiviral D4T and seven 4′-substituted derivatives using MP2 and DFT methods M. Alcolea Palafox & N. Iza
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Structure-activity relationships of the antiviral D4T and seven 4´-substituted derivatives using MP2 and DFT methods
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1 23
Structural ChemistryComputational and ExperimentalStudies of Chemical and BiologicalSystems ISSN 1040-0400Volume 24Number 3 Struct Chem (2013) 24:967-980DOI 10.1007/s11224-012-0193-x
Structure–activity relationships of theantiviral D4T and seven 4′-substitutedderivatives using MP2 and DFT methods
M. Alcolea Palafox & N. Iza
1 23
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ORIGINAL RESEARCH
Structure–activity relationships of the antiviral D4T and seven40-substituted derivatives using MP2 and DFT methods
M. Alcolea Palafox • N. Iza
Received: 20 December 2012 / Accepted: 22 December 2012 / Published online: 15 March 2013
� Springer Science+Business Media New York 2013
Abstract A comprehensive quantum chemical investiga-
tion of the conformational landscapes of the anti-HIV D4T
nucleoside analogue was carried out. Thus, all the possible
stable structures were determined with full optimization of
all the geometrical parameters. The whole conformational
parameters (v, b, c, P, mmax) were analyzed. The hydration
was simulated by explicit water molecules. The most stable
conformer was determined as C1 either in isolated state as
in aqueous solution, b = 63.8�, N-type. Conformer C3
(b = 165.08) is stable with 1–7 water molecules but with a
number larger than eight, C1 is the only stable form in a
close hydrated cluster. However, hydration of the natural
nucleoside thymidine with 13 water molecules stabilizes the
conformer C3 with b ca. 1808 due to the presence of the
C30-OH group. The first phosphorylation step in D4T was
simulated through the interaction with the ATP anion. This
simulation was performed for C1 and C3 conformers in
isolated state, showing that C1 changes to C3 by rotation of
C50-OH group until the value of b ca. 1808. Phosphorylation
of hydrated clusters is only possible with a number of water
molecules below of eight, which permits the C50-OH group
rotation to be accessible for the phosphate group. The
bonding of D4TTP to DNA viral through the reverse
transcriptase enzyme was also simulated. Seven 40-substituted
D4T derivatives were full optimized and analyzed on basis
of the activity reported on TK-1 enzyme and effective
concentration EC50, and several structure–activity rela-
tionships/tendencies were established. The two best cor-
relations correspond to those observed between the TK-1
phosphorylation activity of D4T derivatives and AZT, and
both the calculated exocyclic b angle and dipole moment.
Significant progress has been made towards the chemother-
apy (and prophylaxis) of HIV infections [1–5], where
nucleoside analogues have an important role in the current
treatment of cancer and viral infections. Compounds con-
taining an unsaturated ribose ring and with lack of 20- and 30-OH groups, appear as the most effective alternative substrates
of the reverse transcriptase enzyme of the human immuno-
deficiency HIV virus. D4T (20,30-didehydro-20,30-dideoxyt-
hymidine, stavudine or Zerit) (Scheme 1) was one of the first
nucleosides synthesized nearly 40 years ago at the Michigan
Cancer Foundation [6], and Lin and Prusoff [7] at Yale
University discovered the capability of this molecule in
treating HIV/AIDS. Thus, D4T shows exceptional interest. It
was approved by the Food and Drug Administration (FDA)
for clinical use in the infection caused by virus HIV [8, 9]. It
belongs to the Nucleoside Reverse Transcriptase Inhibitors
(NRTIs) antiviral agents that have also wide range of others
biological activity as anti-tumour and antibiotic agents. These
nucleoside analogues are the inactive unphosphorylated form
(prodrugs). Their activation to the triphosphate form by cel-
lular kinases is required for drug potency. Currently, all
Dedicated to Professor Aldo Domenicano on the occasion of his 75th
birthday.
Electronic supplementary material The online version of thisarticle (doi:10.1007/s11224-012-0193-x) contains supplementarymaterial, which is available to authorized users.
M. A. Palafox (&) � N. Iza
Departamento de Quımica Fısica I, Facultad de Ciencias
Quımicas, Universidad Complutense, Ciudad Universitaria,
The calculated values correspond to the B3LYP/6-31G** level ? ZPEa m(N1–C10–O40–C40). b EC required to achieve 50 % protection from HIV in MT-2 cells, Ref. [66]. c In the addition of 40-substituted analogues
of D4T to a TK (thymidine kinase) assay, Ref. [66]
Fig. 2 Three types of
conformers determined in D4T
corresponding to the three
ranges of rotation of v with both
b and c * 60�
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and ca. 0.4 D with the 6-311??G(3df,pd) basis set, as
compared to MP2.
Under DM model the first hydration shell of D4T was
simulated using 13 explicit water molecules [25] and 20
water molecules [35, 36] (Fig. 4), in the most stable con-
formers C1, C2 and C3 [56]. C1 and C2 are structurally
similar with b angle 60� and -60�, respectively. Thus,
their hydration clusters are basically the same. Conformer
C3 changes to C1 with addition of more than 8 water
molecules due to water molecules appear between the
thymine and furanose rings, therefore forcing the packing
of the structure and shielding close clusters. In these
clusters with more than eight water molecules, the orien-
tation of the b angle ca. 60� is not appropriate for the
phosphorylation by kinases. The hydration of other con-
formers was also carried out, and they follow similar trend
with a b value ca. 60�, which is neither appropriate for
phosphorylation. Therefore, the cluster with 20 water
Fig. 3 Geometry of the 12 best conformers in decreasing order of stability. The values of the strongest intramolecular H-bond distances, in A,
were determined at B3LY/6-31G**, B3LYP/6-311??G(3df,pd) and MP2/6-31G** (values in parentheses) levels
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molecules of Fig. 4 is the most stable one in a water
environment. We can conclude that in the presence of more
than 8 water molecules per nucleotide, the C1 conformer
will be the only stable one.
By contrast, the hydration of the natural nucleoside
thymidine lead to an orientation of the –O50H group
appropriate for phosphorylation with b ca. 180�, Fig. 5.
This is because the two hydroxyl groups –O50H and –O30Hcan be H-bonded through a water molecule. This fact can
explain the higher phosphorylation of the natural nucleo-
sides than their corresponding 30-deoxynucleosides
analogues.
In the solid state
By X-ray several kinds of D4T crystals have been observed
in the solid state: orthorhombic [33], rhombic [57, 58],
monoclinic [32, 33] and triclinic [31, 33]. In these studies,
as well as in other X-ray studies [59, 60] of related
nucleosides and uridine analogues [61, 62], it is shown that
the glycosyl torsion angle is in anti orientation and their
geometries are stabilized by the formation of self-associ-
ated species. We have well simulated [63] the dimer forms
of the X-ray data with C1 conformers or C1–A2. The
concordance of our calculated values with the experimental
X-ray data, Table 2, confirms the validity of our method-
ology performed on D4T.
Natural NBO atomic charges
It is observed that the largest negative charge in all the
conformers and levels is on the O50 hydroxyl oxygen. Its
value in conformer C1 is similar to that found in dT [25,
26], by MP2 -0.809 e- (where e- is the charge of an
electron). The second atom with large negative charge is
the N3 thymine nitrogen and O2 oxygen. The negative
charge on N3 is larger, ca. 0.2 e-, than on N1 atom. These
features are also in accordance to those calculated in dT
[25] and in AZT [54].
The highest positive charge is on C4 and C2 atoms in
agreement, respectively, to the high negative charge on the
O4 and O2 atoms. C2 has higher positive charge than C4
because of O2 has slight higher negative charge than O4.
The hydrogen atom with the highest positive value corre-
sponds to H50, i.e. it is the most reactive. Closely appears
H3 hydrogen.
First phosphorylation
The first phosphorylation of the nucleosides analogues by
the ATP kinase is a crucial step in the activity of these
prodrugs. The proportion of compound phosphorylated is
in general very small in the majority of the prodrugs. For
understanding this fact, we have simulated first in the
isolated state the interaction of ATP with conformers C1
and C3 of D4T, Fig. 6. It is observed that the interaction of
the phosphate group with the O50-H moiety of conformer
C1 produces a rotation of the b angle to a value ca. 180�,
i.e. conformer C1 changes to C3, and this conformer C3
appears with the b value appropriate for phosphorylation.
The interaction of ATP with the optimum hydrated
clusters of D4T was also simulated. The interaction in the
cluster of C1 conformer with 8 and 12 water molecules is
shown in Fig. 7. It is observed that this interaction of ATP
is not enough strong to rotate the b angle to a value
appropriate for phosphorylation, b ca. 180�. Moreover, the
phosphate groups little affect the values of the b and ctorsional angles. Thus, at this point, it is clear that the
number of water molecules surrounding the nucleoside in
the ATP kinase cavity should be lower than 8.
We study also the interaction of ATP with D4T in the
clusters with lower number than 8 water molecules. For
simplification, in this Fig. 8 is only shown the interaction
of C3 clusters with 6 and 7 water molecules. Similar trend
is observed in the interaction with C1 cluster, because the
phosphate group interaction is strong enough to rotate the
b angle toward the C3 form, which is appropriate for
phosphorylation. Successive steps in the simulation show
Fig. 4 Scheme followed in the
hydration of conformers C1 and
C3 of D4T up to the optimum
cluster with 20 water molecules
reproducing the first hydration
shell. H-bonds D4T-water and
water–water molecules are
denoted by dotted lines
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that the phosphate group with negative charge takes a
hydrogen atom from a neighbour water molecule. Then, the
new OH group formed from this water molecule takes
another H atom from the C50-OH group of D4T. Thus, the
O50 atom is negatively charged and ready to be bonded to a
P atom with positive charge in the ATP. This process
involves one water molecule as observed in the cluster with
6 H2O, or two water molecules in the cluster with 7 H2O.
This feature indicates that the hydrolysis process of ATP in
the phosphorylation, implicates a proton transfer between
ATP and D4T through the neighbour water molecules.
Thus, we can conclude that in the first phosphorylation
by the ATP kinase, the D4T cluster looses some of its water
molecules inside of the enzyme cavity facilitating the
rotation of C50-OH bond to get b ca. 1808, and leading to
interaction with the ATP molecule and the further phos-
phorylation. Therefore, the number of water molecules in
the cavity surrounding the nucleoside is predicted to be
lower than 8.
Bonding of D4TTP to DNA viral
One of the goals of the present paper is the prediction of
new drugs with higher activity than D4T. For this purpose,
we have simulated how the bonding process of D4TTP to
DNA viral is in the cavity of the reverse transcriptase
enzyme, Fig. 9, based on the CHARMm25 force field [64,
65]. It looks clear in this figure that substituents in
Fig. 5 Hydration of the natural
nucleoside thymidine with 13
water molecules stabilizes the
conformer C3 due to C30-OH
group presence. The formation
of two hydrogen bonds between
C50-OH and C30-OH groups and
one water molecule permits a
value of b ca. 180�
Table 2 A comparison of the
calculated dimer forms in D4T
molecule with those reported in
the crystal
The exocyclic torsional angles
and the pseudorotational angle
P are in degrees. The calculated
values correspond to the
B3LYP/6-31G** level ? ZPEam(N1–C10–O40–C40)
Dimer Molecule v c ma P mmax
I A Calculated conformer C1 -108.70 62.04 -129.7 80.86 8.0
X-ray data, orthorhombic -102.1 50.5 -129.0
X-ray data, rhombic -102.0 52.0
B Calculated conformer C1 -107.75 62.80 -129.5 80.69 7.5
X-ray data, orthorhombic -117.2 62.0 -127.6
X-ray data, rhombic -159.9
G/H A Calculated conformer A2 -174.80 44.91 -127.0 90.43 5.3
X-ray data, triclinic -172.6 54.1 -125.6 90.4 4.8
X-ray data, monoclinic -174.1 53.8 -123.1
B Calculated conformer C1 -108.61 62.54 -130.0 81.03 8.3
X-ray data, triclinic -85.1 55.5 -128.8 103.6 6.2
X-ray data, monoclinic -118.0 60.6 -130.5
Fig. 6 First step in the
phosphorylation of conformers
C1 and C3 of D4T by one ATP
molecule in the isolated state. In
this interaction conformer C1
changes to conformer C3 where
C50-OH group with b ca. 180�has the adequate orientation to
loose the proton by the
phosphate moiety
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20-position should be very small for steric interaction with
Residue Y115. In 30-position the substituents can be
something larger than in 20, but not too much. In 40-position
substituents with three carbon atoms are admitted, and
thus, several authors [66, 67] have synthesized D4T
derivatives with different substituents in this position,
Scheme 1. We have studied them in the next section.
Relationships/tendencies observed
The possibility to establish general structure–activity rela-
tionships/tendencies in a series of anti-HIV D4T derivatives
dideoxynucleosides thymidine analogues is another objec-
tive of the present work. Unfortunately, only two papers
report the anti-HIV activity with more than three D4T
derivatives under the same experimental conditions [66, 67].
We have selected Dutschman et al. [66] data due to the bigger
derivative numbers and smaller size of substituents than
those by Argawal et al. [67]. These authors performed
experiments with dT, AZT, D4T and 40-substituted D4T
derivatives, with methyl, vinyl, ethynyl, methylethynyl,
chloroethynyl, allyl and cyano groups, Scheme 1, to evaluate
antiviral effect, cellular toxicity, interaction with TK-1 and
TP enzymes, and pharmacokinetic properties. To start this
study, a full optimization of all compounds was carried
out by B3LYP/6-31G** level ? ZPE to obtain the most
stable conformer. In all cases the global minimum corre-
sponds to the characteristic torsional angles of conformer C1,
as in the former compound D4T, Table 1 and Scheme 1.
Based in all these data, we have related two antiviral
activity parameters, the effective concentration EC50, and
Fig. 7 Interaction of ATP
molecule with the optimum
cluster of D4T in conformer
C1 ? 12H2O and ?8H2O. This
interaction is not enough strong
to rotate the b (C40–C50–O50–H50) exocyclic torsional angle.
H-bonds between D4T-water
and water–water molecules are
denoted by dotted lines
Fig. 8 First step in the phosphorylation of D4T in C3 cluster with 6H2O and 7H2O by one ATP molecule. A proton migration appears from O50-H to the phosphate moiety though one/two water molecules. H-bonds between D4T-water and water–water molecules are denoted by dotted lines
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the potential of these compounds to be phosphorylated,
named as % activity in a TK-1 kinase assay with [14C]dT
[66]. In this assay, the amount of conversion to [14C]dTMP
with or without addition of analogues in concentration
10-fold-higher than natural nucleoside was compared.
Thus, we have found several interesting structure–activity
relationships/tendencies with our calculated geometric
parameters and dipole moments, some of them are shown
in Fig. 10. The correlation is not so good because the
activity depends on other factors not considered here, but
the tendency is important. Thus, analyzing the different
parameters on these figures was noted the following:
(i) The different substituents on C40 of D4T structure
mainly produce a change in the NBO atomic charge on
O40. An increment in the negative charge on O40 is
linear related to an increase in the negative charge on
O50, a shortening of C40-C50 and a lengthening of C50-O50 and O50-H50. All these changes lead to other effects:
thus an increase in the negative charge on O40 is linear
related to a slight closing of the furanose pucker P and to
an increase in the negative charge on O2 and O4 of the
thymine ring, and as consequence a linear increment in
the dipole moment. Also it is observed a shortening in
the O50���O4 interatomic distance with the increase in
the negative charge on O40. All these features give to the
following conclusion: all the substituents on C40 that
produce an increase in the negative charge on O40,Fig. 10a, and as consequence on O2, O4 and the dipole
moment, increment the activity, Fig. 10e.
(ii) The D4T derivatives with high activity have in
general a low value of the furanose pucker P,
Fig. 10b, and of the exocyclic torsional angle b, but
high torsional angle c in the g? orientation, within
their corresponding ranges, Fig. 10c and d. In these
last figures we have considered important to include
the value of the most used anti-HIV drug AZT, which
follows the tendency observed.
(iii) An increase in the activity in thymidine derivatives is
linearly related to an increment in the dipole
moment, Fig. 10e.
(iv) An increment in the activity appears related to a
lower concentration required to achieve 50 % pro-
tection from HIV in MT-2 cells, EC50, Fig. 10f.
(v) In the few experimental data reported of EC50, a
tendency is suggested between b and c vs. EC50,
Fig. 10g.
(vi) Finally, a lower EC50 value is required in compounds
with a low value of furanose pucker P angle and
dipole moment, Fig. 10h.
We can conclude that the % activity, is related to
high values of the negative charge on O4’ into the
(-0.575 to -0.601) range, dipole moment (4.02-5.43),
c angle (62.088-63.268) and low values of pseudorotation
angle P (76.588-84.608) and b angle (62.248-68.008).Two good correlations are observed for % activity of
D4T derivatives and AZT with b angle and dipole
moment. On the other hand, correlations for antiviral
activity as EC50 from only four derivatives suggest that
Fig. 9 Bonding of D4TTP and
their derivatives under study to
DNA viral through the reverse
transcriptase enzyme
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is favoured by high b angle values, high % activity, low
P angle and low dipole moment. The c angle has a little
influence on EC50. To confirm the validity of these
relations, we have carried out optimization of 1, 4, 5 and
8 compounds at MP2 level and the results are in
agreement with the tendency observed at B3LYP level.
Additional EC50 data in D4T derivatives will be neces-
sary to confirm these tendencies.
Fig. 10 Structure–activity relationships/tendencies established in seven 40-substituted D4T derivatives
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Summary and Conclusions
The conformational landscape of the HIV-1 reverse tras-
criptase inhibitor, the nucleoside analogue D4T was explored
using a comprehensive set of modern computational tech-
niques and using four levels of calculation in the isolated
state and two levels in the hydrated form. Comparisons of our
simulated dimer forms with the crystal structure data provide
support for the quality of our quantum chemical calculations.
Thus, the geometries and values presented here appear to
improve the results to date. In the present work the most
important findings are the following:
(1) In general conformers type C are more stable than
conformers type A and B. The calculated five first
optimum conformers are the same by all the methods
and levels. Conformer C1 corresponds to the global
minimum at all the levels of computation, either in
isolated state as in aqueous solution (v = -103.68,b = 63.88, c = 60.68, N-type). In the NBO charges
small differences were observed with dT in AZT.
(2) The first hydration shell was simulated with explicit
water molecules up to 20. The cluster with conformer
C1 was the most stable one. Conformer C3 (v =
-122.38, b = 165.08, c = 43.78), is stable with 1–8
water molecules but with a number of water mole-
cules larger eight, C1 is the only stable form with a
close hydrated cluster.
(3) Hydration of the natural nucleoside thymidine with
13 water molecules stabilizes the conformer C3 with
b ca. 1808 due to the presence of the group C30-OH.
The formation of a molecular pincers between C50-OH and C30-OH groups through two hydrogen bonds
with one water molecule permits a value of b ca. 1808and is stabilized by a four hydrogen bonded water
molecules net.
(4) The first phosphorylation step in D4T was simulated
through the interaction with the ATP anion and for C1
and C3 conformers. The simulation was carried out
under the isolated state consideration as well as under
hydration environment with different amounts of
explicit water molecules. In the isolated state this
interaction is enough strong to change C1 to C3 form
by rotation of C50-OH group until the value of b ca.
1808. This conformer C3 has the value of the b angle
appropriate for the phosphorylation.
(5) Phosphorylation of the D4T hydrated clusters is only
possible with a number of water molecules below of
eight, which permits the C50-OH group rotation to be
accessible for phosphate group. For a successful
phosphorylation, the ATP kinase enzyme must
remove the majority of the water molecules around
the nucleoside and therefore stabilizing conformer
C3, which is the stable form with less than 8 water
molecules.
(6) Hydrolysis process of ATP in the phosphorylation,
implicates a proton transfer between ATP and D4T
through the neighbour water molecules.
(7) Bonding of D4TTP and their derivatives to DNA viral
through the reverse transcriptase enzyme provides
further support for the fact that the biological activity
of 20,30-didehydro-20,30-dideoxy analogues is directly
related to the lack of an OH group at the C30-position.
The study shows also that substituents in 20-position
should be very small for steric interaction with
Residue Y115, substituents in 30-position should not
be large, while substituents in 40-position can be
large.
(8) For the first time structure–activity relationships/
tendencies were established in seven 40-substituted
D4T derivatives and AZT. All the substitutents on C40
in D4T that produce an increase in the negative
charge on O40 (and as consequence on O2, O4 and the
dipole moment) increment the TK-1 % enzymatic
activity.
The first phosphorylation is a crucial step in the activity
of anti-HIV drugs. Good comprehension of the mechanism
that has been proposed for this phosphorylation and all the
parameters investigated here could be very useful for
developing drugs with high anti-HIV activity and low
toxicity. Any information that could shed light on this
problem is important.
Acknowledgments The authors wish to thank to the MCI (Minis-
terio de Ciencia e Innovacion) through CTQ2010-18564 (subprogram
BQU), and to Dra. M. de la Fuente for her great help in the present
work.
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