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Vol. 56, Issue 3, 633-643, September 1999
Department of Medicine and Cancer Center (E.D.S., S.B.H.), and Department of Pharmacology (J.M.B.), University of California, San Diego, La Jolla, California
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Summary |
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Intrastrand DNA adducts formed by cisplatin and oxaliplatin were modeled with molecular mechanics minimization and restrained molecular dynamics simulations in a comparative study. A reasonable set of force field parameters for the Pt atom were refined by using the available cisplatinated DNA crystal structure as a guide. This crystal structure was also used as the starting structure for the simulations. Analysis of the resulting structures indicated that the covalent effects of oxaliplatin coordination on DNA structure were very similar to those of cisplatin. The most prominent difference between the two structures resulted from the presence of the 1,2-diaminocyclohexane ring in the oxaliplatin adduct. The modeling indicated that this ring protrudes directly outward into, and fills much of, the narrowed major groove of the bound DNA, forming a markedly altered and less polar major groove in the area of the adduct. The differences in the structure of the adducts produced by cisplatin and oxaliplatin are consistent with the observation that they are differentially recognized by the DNA mismatch repair system.
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Introduction |
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It
is generally accepted that the primary cytotoxic mode of action of
cisplatin is the production of adducts in DNA. The most prevalent adduct is the intrastrand linkage of two adjacent guanine bases by the nitrogen atoms at position 7 (the GG adduct).
Experimentally derived structures for the cisplatin GG adduct in
double-stranded DNA are available in the form of an octamer duplex
solved by NMR (Yang et al., 1995
) and a dodecamer duplex solved by
crystallography (Takahara et al., 1996a
,b
) and NMR (Gelasco and
Lippard, 1998
). The three structures display a notable bend toward the
major groove in the double helix of 35-78°, which varies depending
on the structure and the particular method of measurement used. This
bend produces a narrowing of the major groove and a broadening and
flattening of the minor groove similar to that seen in A-DNA.
Furthermore, the crystal structure assumes a more A-DNA-like
conformation on one end of the molecule and a more B-DNA-like
conformation on the other, although this was not observed in the NMR
structures and may be a product of crystal packing forces (Gelasco and
Lippard, 1998
).
Oxaliplatin [1R,2R-diaminocyclohexane platinum
(II) oxalate], a platinum compound now in clinical development
(Raymond et al., 1998
), differs from cisplatin by the addition of a
cyclohexane ring to the ammines of cisplatin to form a
diaminocyclohexane (DACH) ring (Fig. 1).
Although the postbiotransformation leaving groups of these compounds
are apparently the same (Raymond et al., 1998
), and it has been shown
that oxaliplatin has a similar adduct formation profile to that of
cisplatin (Saris et al., 1996
; Woynarowski et al., 1998
), one would
anticipate the GG adduct to be structurally dissimilar once the drugs
are bound to DNA.
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It is now known that components of the DNA mismatch repair (MMR) system
bind to the cisplatin GG adduct (Mello et al., 1996
; Yamada et al.,
1997
) and, by an undetermined mechanism, promote cellular apoptosis.
Thus, cells that lack a functional MMR system are more resistant to
cisplatin injury (Fink et al., 1996
). The MMR system may enhance
cisplatin sensitivity through the shielding of adducts from appropriate
repair, direct signaling to the apoptotic machinery, or the initiation
of a futile cycle of attempted repair that eventually produces lethal
DNA strand breaks. In contrast, the loss of functional MMR does not
confer resistance to oxaliplatin (Fink et al., 1996
). Thus, oxaliplatin
adducts apparently are not recognized or processed by the MMR system in
the same way as cisplatin adducts. The structural basis for the lack of
oxaliplatin recognition is unclear and could involve direct steric
hindrance by the DACH ring or a distortion in DNA that is
distinct from that produced by cisplatin. Only limited information is
available on the structure of hMSH2 (De las Alas et al., 1998
),
the primary DNA binding protein of the MMR system, and no structural
information is available on the other human MMR proteins. However, data
is available for the homologous system in bacteria that suggests that
the MMR proteins contact mismatches at multiple sites, both at the
point of the mismatch and at other atoms up and down the major and
minor grooves (Biswas and Hsieh, 1997
).
An experimentally derived structure does not exist for the oxaliplatin GG adduct. Therefore, we sought to determine a likely structure for the oxaliplatin adduct to provide insight into the structural features that might account for differential recognition by the MMR system. We used molecular mechanics minimization and restrained molecular dynamics to develop a model of the cisplatin and oxaliplatin GG adducts by using the known crystal structure of the cisplatin adduct as a guide. A forcefield was developed that contained a refined set of parameters for the unusual presence of platinum in the molecule, and this field was tested against the crystal structure. The oxaliplatin adduct in a double-stranded DNA molecule was produced through modification of the cisplatin crystal structure. The modeled cisplatin and oxaliplatin adducts were then put through identical energy minimization and molecular dynamics simulations, and the resulting molecules compared to determine the likely effect of the presence of the DACH ring of oxaliplatin on the adduct and overall DNA structure.
An in vacuo modeling environment with implicit consideration of solvent
and some atomic constraints (during dynamics simulations) was used.
This methodology made the computation times tractable during the
multiple, repetitive simulations required in this study. These were
particularly important for the critical development and testing of a
broad range of potential parameters for the platinum atom. Newer
methodologies exist that consider solvent atoms and counterions
explicitly, use the particle mesh Ewald summation for the treatment of
boundary conditions, do not require atomic constraints, and have been
shown to produce more accurate DNA structures than the methods used
here (Young et al., 1997
; Duan et al., 1997
). However, the extremely
high central processing unit demands and run times of these
methods precluded their use in this study, and the reader is therefore
cautioned to take note of this limitation. Implicit solvent techniques
have been suggested to provide acceptable accuracy for DNA modeling
(Falsafi and Reich, 1993
; Kozack and Loechler, 1997
), and this initial
work provides a foundation for the eventual exploration of strained,
platinated DNA molecules with the advanced full solvent techniques
mentioned above.
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Materials and Methods |
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Computing.
All modeling was performed on a Silicon Graphics
workstation with the InsightII (95.0) and (97.0) software suites
(Molecular Simulations Inc., San Diego). Molecular mechanics and
dynamics simulations were performed with the Discover module of this
package. The assisted model building with energy refinement
(AMBER) force field (Weiner et al., 1984
; equation given below),
as provided with InsightII (95.0), was used with specific modifications
for the presence of a platinum atom as discussed below. Analysis of the
resultant structures was performed with the Analysis module of InsightII.
AMBER Equation.
The AMBER equation used was as follows.
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Starting Structure.
The structure on which the
modeling effort was based was the available crystal structure
(Takahara et al., 1996a
,b
) for the cisplatinated DNA dodecamer
d[CCTCTG*G*TCTCC]/d[GGAGACCAGAGG], where G* denotes an adducted
base. This structure was downloaded from the Protein Data Bank (PDB;
Bernstein et al., 1977
; www.pdb.bnl.gov/www.rcsb.org; PDB
code 1AIO) and modified for use in this study. As the PDB file contains
two very similar molecules (one unit cell), we selected the first of
the two in the PDB file for use in our study. We adopted the identical
base numbering pattern (for referring to particular nucleotides) as was
used in the PDB file and by Takahara et al. (1996a
,b
).
1Å
1) with the rest
of the molecule fixed. All comparisons made to the "starting
structure" of oxaliplatin refer to this structure. It should be noted
that at the beginning of the simulations, the oxaliplatin and cisplatin
adduct structures were completely identical, with the exception of the
added cyclohexane ring of the oxaliplatin structure.
Forcefield Parameterization.
Because cisplatin and
oxaliplatin contain a platinum atom, for which the standard AMBER
forcefield does not include parameters, it was necessary to develop a
modified version of the field that included appropriate values. A set
of forcefield parameters and partial charges has been proposed by Yao
et al. (1994)
. These parameters integrated a variety of experimental
data and previous molecular modeling studies, and the authors were able
to demonstrate agreement with both NMR and crystallographic data of
cisplatin bound to several small guanine base structures. However, this study was completed before the availability of the full-length, double-stranded NMR (Yang et al., 1995
; Gelasco and Lippard, 1998
) and
crystal (Takahara et al., 1996a
,b
) structures now available. It was
deemed reasonable to test these parameters against the double-stranded
crystal structure and make minor modifications if necessary to enhance agreement.
= 4rij was used to mimic solvent effects, an arrangement that has been
successfully used in previous studies (Orozco et al., 1990
0.2, according to the method
described by Veal and Wilson (1991)
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1
rad
2 (Table 1).
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1 (Table 1).
Torsions without platinum as a central atom also required adjustment.
In the normal AMBER field, torsions with the atoms CB-NB at the center
are arranged with the term *-CB-NB-*, where * denotes any atom. This
"wildcard" term is assigned a high force constant, with a
angle
of 180°, which promotes planarity of the base. If the
torsions for NBX were simply copied from this arrangement, the result
was terms such as C-CB-NBX-PT and CB-CB-NBX-PT with extremely high
planar force constants. On exploratory energy minimization, a severe
pucker of the base in the direction of the platinum atom occurred as
the molecule strained to achieve planarity. An identical situation
existed for *-CK-NBX-*. In both cases, it was found that setting the
torsional force constants to 0 (where PT was involved) corrected the
problem. However, the planar geometry of the base was somewhat
destabilized, so it was decided to retain a CB-CB-NBX-PT force constant
of 5 kcal/mol (Table 1).
Yao et al. (1994)Oxaliplatin Parameterization. A small number of additional parameters were necessary for the oxaliplatin adduct as a result of the presence of the cyclohexane ring in this compound. The standard AMBER atom types of CT for the carbons and HC for the hydrogens were used for the cyclohexane ring. As with the cisplatin parameterization, many of the parameters for interaction of N3X with the cyclohexane ring were arranged through the use of the standard AMBER parameters for N3. This method was sufficient for parameterization of all interactions not involving the PT atom, and therefore explicit values are not listed in Table 1.
Only one additional parameterization was required that involved the platinum atom, and once again modified forms of the parameters for the CT atom type were used to determine values for PT. For the CT-N3X-PT bond angle deformation, an angle of 109.5° (the same as that for H3-N3X-PT) was chosen to promote a tetrahedral geometry around the N3X atoms. However, the CT-N3-CT force constant of 50 kcal mol
1 rad
2 was used to
reflect the presence of CT (as opposed to H3) in the CT-N3X-PT angle group.
Charges for the oxaliplatin adduct also had to be developed, and they
were obtained from those used for the cisplatin adduct, with the
exception of the charges on the N3X atoms. It was necessary to adjust
the charges on these atoms to reflect attachment to the two CT atoms of
cyclohexane as opposed to H3 hydrogens. To estimate the appropriate
charge shift, the Pt atom was substituted with a carbon, and the
automatic forcefield charge assignments were examined for the ammine
nitrogens, a cyclohexane ring, and amine nitrogens bound to cyclohexane
to produce a pseudo "oxaliplatin" molecule. The AMBER field did not
have a full set of built-in charge assignments for this interaction, so
the consistent valence force field available through the
InsightII interface was used. The relative charge shifts observed were
adapted to the actual oxaliplatin adduct, based on the cisplatin
charges provided by Yao et al. (1994)
0.132. An additional charge of
0.05 was also withdrawn from CT by
N3X, resulting in a final CT charge of +0.262 and a final N3X charge of
0.698.
Simulations. This study consisted of both energy minimization and molecular dynamics simulations. In both cases, the aim was to establish valid simulation conditions by ensuring agreement of the modeled cisplatin adduct structure with that of the crystal structure. Once the conditions were validated, they were applied to the oxaliplatin adduct.
Energy Minimization.
Energy minimization of the
parameterized molecules was performed in vacuo with the same dielectric
and 1-4 nonbond adjustments as described above. The phosphate charges
were reduced to
0.2 per nucleotide to account for counterion
condensation. Both adducted DNA molecules were minimized for 500 steepest descent and 6000 conjugate gradient steps, at which point the
structures had RMS derivatives of ~0.03 kcal
mol
1Å
1 for cisplatin
and ~0.008 kcal mol
1Å
1 for oxaliplatin. The energy-minimized cisplatin adduct
retained a structure very similar to the crystal structure (heavy atom RMS deviation for the whole molecule was 0.84Å). However, the oxaliplatin-adducted DNA exhibited multiple structural deviations, most
notably, severe narrowing of the major groove and broadening of the
minor groove. Although these differences suggested an alternate overall
DNA structure for the oxaliplatin adduct (Scheeff and Howell, 1998
),
severe narrowing of the major groove requires tight packing of the
phosphate groups, a configuration that seemed unlikely.
0.2 provides an insufficient repulsive force to
prevent the close packing of the phosphates in a bent DNA molecule,
leading to collapse of the structure. These results may indicate a
limitation to this often-used technique.
Therefore, experiments were conducted with different levels of
phosphate charge:
0.4,
0.6,
0.8, and the standard level of
1.
An energy minimization of the cisplatin molecule was performed as
described above and then an exploratory dynamics trajectory as
described below was undertaken with these different reduction levels. A
charge of
0.6 per nucleotide was found to be the minimum requirement
for maintenance of the basic major groove geometry observed in the
crystal structure. Thus, a charge reduction of
0.6 was used for the
remainder of the simulations, with specific point charges arranged in
the manner described previously (Veal and Wilson, 1991
1Å
1. The
oxaliplatin structure achieved convergence (maximum derivative <0.001
kcal mol
1Å
1) before
the completion of the full 7000 conjugate gradient steps. The resultant
structures were analyzed and also were used as starting structures for
the molecular dynamics simulations.
As our cisplatin parameters had been initially been refined in a
molecule with phosphate charges of
0.2, it was important to ensure
that the changes made to the phosphate charges had not compromised the
reliability of the forcefield values. A cisplatin molecule with
phosphate charges of
0.2 was subjected to an identical minimization
as described above, and the minimized forms of
0.2 and
0.6
phosphate-charged molecules compared. The shift in charge had a minimal
effect on the structures, with a whole-molecule (heavy atom) RMS
deviation of only 0.23Å. If only the platinum, amine nitrogens, and
heavy atoms of the two bound guanine bases were considered, RMS
deviation was only 0.03Å.
Checked against the crystal structure, the energy-minimized cisplatin
structure (with a
0.6 charge per nucleotide) still provided a
reasonable model, with a whole-molecule (heavy atom) RMS deviation of
0.92Å. If only the platinum, amine nitrogens, and heavy atoms of the
two bound guanine bases were considered, the RMS deviation was only
0.34Å, a value equivalent to that achieved in the initial parameter
development stage. Thus, no adjustments were made to the platinum
parameters from the values determined earlier in this study.
Molecular Dynamics. To search a larger conformational space and provide a structure less subject to the local minima often achieved during energy minimization, molecular dynamics simulations of the cisplatin- and oxaliplatin-adducted DNA models were performed with the Discover module of InsightII. All dynamics simulations were performed in the same in vacuo conditions and with the same parameters and charges as described above. The starting structures used were the energy-minimized forms described in the previous section. Exploratory dynamics trajectories were run at a constant temperature of 298°K for 200 ps after a 20-ps equilibration. A time step of 0.001 ps was used, and conformers were sampled every 0.05 ps. No cutoffs were used for nonbonded interactions.
Although the adjustment of the phosphate charges to
0.6 prevented
closure of the major groove in the cisplatin molecule, the exploratory
simulations were somewhat unstable. Irreversible base pair-opening
events were observed in most simulations within the first 100 ps,
leading to considerable degradation of the DNA structure, especially at
the ends of the molecule. This sort of structure degradation can be
dealt with by using force constraints to maintain hydrogen bond
distances between base pairs in the molecule (Kozack and Loechler,
1997| |
Results |
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The Cisplatin Adduct Model.
The final cisplatin structure
predicted by the modeling process was compared with the crystal
starting structure to validate the chosen parameters. The parameters
proved to be a reasonable predictor of cisplatin complex behavior. If
the overall structures were considered, RMS deviation (of heavy atoms)
between the final cisplatin structure and the crystal structure was
1.37Å. If only the platinum, ammine nitrogens, and heavy atoms of the
two bound guanine bases were considered, RMS deviation was 0.28Å, a
value similar to those observed in the validation steps of Yao et al. (1994)
, and superior to the 0.34Å value that was achieved in the prior
energy minimization step.
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The Oxaliplatin Adduct Model. Overall, the cisplatin and oxaliplatin final structures exhibited a great degree of similarity. If the cyclohexane ring was disregarded and RMS deviation between the two molecules calculated, the differences were minimal. The RMS deviation between the heavy atoms of the entire molecules was 0.98Å, a value less than that for the cisplatin final modeled structure versus the crystal structure. When only the Pt, ammine/amine nitrogen, and heavy guanine atoms were considered, the RMS deviation was 0.07Å.
Although the adduct structures were very similar, the presence of the oxaliplatin cyclohexane ring, which maintained the expected "chair" conformation, did have a mild effect on the adduct geometry. The N31-PT-N32 and NB1-PT-NB2 angles were decreased, and the N31-PT-NB2 and N32-PT-NB1 angles were increased, as shown in Table 3. Furthermore, base roll relative to the platinum atom was increased as measured by the N*-NBX-PT (N9-N7-PT) and CB-NBX-PT (C4-N7-PT) angles. The oxaliplatin structure exhibited the same square-planar geometry as the cisplatin structure, although the cyclohexane residue appeared to reduce the planarity of the complex mildly. The NB1-PT-N31 and NB2-PT-N32 angles were reduced from complete planarity (180°) to a greater degree than those in cisplatin (Table 3).
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angles of the DNA backbone were almost entirely in the range of
105-130°, higher than the angle for the C3'-endo pucker of canonical
A-DNA (~85°) and lower than the angle for the C2'-endo pucker of
canonical B-DNA (~155°; canonical angles as given by Takahara et
al., 1996b
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Discussion |
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The molecular modeling results presented here suggest that cisplatin and oxaliplatin produce similar effects on DNA structure. This is particularly true for the covalent effects of the two drugs. The marked similarity in the geometry of the shared cisplatin and oxaliplatin adduct bonds in our models indicates that the cisplatin adduct geometry is likely to be capable of absorbing the stresses introduced by the cyclohexane residue of oxaliplatin without significant distortion.
However, the results do suggest a mild effect of the cyclohexane
residue of oxaliplatin on the major groove structure. Our preliminary
work, with a phosphate-charge reduction to
0.2 per nucleotide,
demonstrated a severe tendency for major groove narrowing relative to
cisplatin on energy minimization. Although this simulation was
unstable, work with a more stable system (with a phosphate charge
reduction to
0.6 per nucleotide) still displayed a more narrow major
groove in the oxaliplatin molecule than in the cisplatin molecule. This
may suggest oxaliplatin has different effects on the larger DNA
structure, perhaps a tendency toward a more A-DNA-like helix. Although
a broadened range of conformational space was searched with the
molecular dynamics simulations, the fact that constraining of the
terminal phosphorous atoms was necessary to stabilize the helix
prevented a complete survey of potential helical conformations.
Therefore, the possibility that the DACH ring of oxaliplatin produces a
more dramatic shift in overall DNA conformation through nonbonded
interactions cannot be excluded.
Because the adducted portions of the molecules were subject to the greatest degree of conformational search, the refined parameters for the Pt and other adduct atoms were also maximally tested. The parameters for Pt and its interacting atoms were quite successful at reproducing the cisplatin adduct within the context of a full-length double- stranded molecule. Although some aspects of the overall molecule and its interactions with the adduct atoms, such as H-bonding, differed from those of the crystal structure, many of these interactions appear to be highly dynamic. Others, such as the rotation of T8 to establish standard H-bonding, may be more a result of the features of the AMBER field than the introduced parameters and may represent corrections of peculiarities in the crystal structure brought on by packing forces.
As this study was nearing completion, the NMR solution structure of an
essentially identical cisplatinated DNA molecule to the one solved
crystallographically (and used here) became available (Gelasco and
Lippard, 1998
). Although this structure displayed the same overall
features as the crystal structure, it also differed with respect to
specific aspects of the geometry, most notably a larger helical bend
and some increase in base roll at the site of the adduct (Gelasco and
Lippard, 1998
). When compared with the crystal structure in the form
used in this study, the NMR structure displays a whole-molecule,
heavy-atom RMS deviation of 5.27 Å. If only the platinum, ammine
nitrogens, and heavy atoms of the two bound guanine bases are
considered, RMS deviation is still a notable 1.22 Å. The final
cisplatin model presented here yields essentially identical results
when compared with the NMR structure, with RMS deviation
measurements of 5.29 and 1.20 Å, respective to the above. As the
crystal structure was used as the basis for the cisplatin model, it is
not surprising that both structures compare similarly to the NMR
results. However, it is interesting to note that relative to the
changes seen in these two experimentally derived cisplatin structures,
the changes observed here between the cisplatin and oxaliplatin models
can be considered to be extremely small.
A complete examination of the overall effects on DNA structure of
oxaliplatin adduct formation may become possible in the future through
the use of full solvent, explicit counter-ions, and the particle mesh
Ewald summation for the treatment of boundary conditions. Recently,
this method has been shown to provide simulations in which the
stability of the DNA helix was retained, and very reasonable structures
produced, in DNA molecules (Young et al., 1997
; Duan et al., 1997
). As
these studies are expanded into the area of platinum drug adducts, we
offer the cisplatin and oxaliplatin parameters refined and developed in
this study.
Although cisplatin and oxaliplatin produced only small differences in
the structure of the DNA itself, the presence of the DACH ring in
oxaliplatin resulted in a large difference in adduct structure. The
modeling indicates that the DACH ring projects directly outward into
the major groove, filling much of the available space near the two
bound guanines. Not only is the DACH group bulky relative to ammines of
cisplatin (Fig. 7), Fig. 8 shows that it
is electrostatically distinct due to its nonpolar character. The
adducts of both drugs reside in a portion of the DNA molecule populated
by polar groups and hydrogen bond donors/acceptors. The polar
ammine groups of the cisplatin adduct match this environment nicely,
but the nonpolar cyclohexane group does not. The two amine groups of
oxaliplatin and portions of the other polar groups are partially hidden
behind the cyclohexane residue in the oxaliplatin adduct. This
configuration would surely present a very distinct "binding pocket"
to proteins of the mismatch repair system and any other DNA-binding
proteins that might require interactions with the major groove.
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The presence of the DACH ring in the major groove may be sufficient to
explain the differential treatment cisplatin and oxaliplatin adducts
apparently receive from the MMR system. Both hMSH2 (Mello et al., 1996
)
and the heterodimer of hMSH2 and hMSH6 (Yamada et al., 1997
) bind to
cisplatin adducts. The normal function of the hMSH2/hMSH6 dimer is to
bind to mispaired bases and single base loops. Single or double base
mispairs produce very slight perturbations in DNA structure (Hunter et
al., 1986
; Prive et al., 1991
) that may be mimicked by the projecting
ammine groups of cisplatin. Additionally, some single base loops can
produce helical bends in DNA (Turner, 1992
) and the bend produced by
the cisplatin adduct may also mimic this structure. This mimicry is
thought to be the basis for recognition of cisplatin adducts by the MMR
system. The cisplatin adducts may be sufficiently similar to true
mismatches to attract the MMR proteins, but sufficiently unique to be
improperly processed by the system or bound so tightly that appropriate
repair systems cannot be engaged. In any event, the cyclohexane residue present in oxaliplatin adducts is well positioned to prevent this binding through both its bulkiness and nonpolar character. Figure 9 provides a stereoview of the modeled
oxaliplatin structure.
|
Even if, despite steric hindrance by the DACH ring, the hMSH2/hMSH6 heterodimer could bind to oxaliplatin adducts, the presence of the ring might alter the ability of the MMR complex to process the adduct due to structural differences in the DNA itself. The modeling suggested that the DACH ring promotes narrowing of the major groove, and perhaps a more A-DNA-like conformation to the helix. This conformation change, alone or when coupled to the bulky DACH adduct, might provide a distortion that is distinct enough to alter processing.
The lack of a crystal structure for hMSH2 or any other MMR protein
limits speculation on the specific role of the DACH ring of oxaliplatin
in the differential MMR response to oxaliplatin adducts relative to
cisplatin adducts. However, information on the binding of the bacterial
MutS protein (Biswas and Hsieh, 1997
) suggests that MMR proteins
contact mismatches at multiple points along the major and minor grooves
near the adduct, as well as contacting the adduct directly. Thus, it is
possible that both adduct structure and the drug-induced changes in
overall DNA conformation modulate MMR protein binding. We offer the
modeled oxaliplatin adduct structure as a tool with which to
investigate this issue further.
| |
Acknowledgments |
|---|
We thank Molecular Simulations, Inc. (MSI) for providing software licenses to the San Diego Supercomputer Center in support of molecular modeling classes in which this research was initiated, and the San Diego Supercomputer Center for computer time and facilities support for this work. We also thank Roberto Lins for helpful discussions and suggestions, Celeste Lashley for assistance with computing issues, and John Tate for help in preparing the MOLSCRIPT figures.
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Footnotes |
|---|
Received January 11, 1999; Accepted May 7, 1999
1 Present address: San Diego Supercomputer Center 0537, University of California, San Diego, La Jolla, California.
2 Present address: Department of Biology and Biochemistry, University of Houston, Houston, Texas.
This work was supported by a search contract from Sanofi
Research (Malvern, PA). This work was conducted in part by Clayton Foundation for Research
California Division. Dr. Howell is a Clayton Foundation investigator. A preliminary account of this work was presented at the 1998 Annual Meeting of the American Association for
Cancer Research [Abstract no. 1082, Proc Am Assoc Cancer
Res 39:158]
Send reprint requests to: Stephen B. Howell, M.D., Department of Medicine 0058, UCSD Cancer Center, University of California, San Diego, 9500 Gilman Dr., La Jolla, CA 92093-0058. E-mail: showell{at}ucsd.edu
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Abbreviations |
|---|
DACH, diaminocyclohexane; AMBER, assisted model building with energy refinement; MD, molecular dynamics; MMR, DNA mismatch repair; PDB, Protein Data Bank; RMS, root mean squared.
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References |
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