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I. Maciagiewicz et al. / Bioorg. Med. Chem. Lett. 21 (2011) 4524–4527
Figure 3. Comparison of experimental versus calculated %Frel for AM1A and C11U with 90% prediction bands shown as dashed lines.
RNA specificity is summarized in Figure 2. The ligand-induced ef-
fects were, on average, 23% lower for AM1A compared to C11U.
This is consistent with the known small structural differences be-
tween AM1A and C11U14,15 and likely indicates slight ligand bind-
ing mode differences between the two RNA.
Interestingly, two compounds led to a negative %Frel (IMB-15
and IMB-21). Both IMB-15 and IMB-21 contain a strongly elec-
tron-withdrawing nitro group on the phenyl carbamate. The fact
that related nitro-substituted phenyl esters (IMB-52, IMB-58,
IMB-68) do not show this effect suggests that the decrease in the
FRET may be due to ligand-specific binding interactions resulting
from the enhanced acidity of the carbamate N–H rather than a
non-specific electrostatic repulsion with the phosphodiester back-
bone of the RNA helices. The hypothesis that H-bonding may play a
role in binding is further supported by the fact that in the series of
4-substituted phenyl carbamates the %Frel increases as the electro-
negativity of the substituent decreases.
compounds with the greatest extent of ligand-induced FRET
changes (IMB-73 and IMB-80). Other compounds with high QPlog-
Po/w values included IMB-61, IMB-67, IMB-69, IMB-76, and IMB-
81. This trend was overshadowed by other factors in the carbamate
series. For example, IMB-22, a phenyl carbamate substituted by a
t-butyl group and methyl group, did not show this higher %Frel even
though it has a high QPlogPo/w value. This hydrophobic trend,
along with the significance of hydrogen bonding, is consistent with
previous studies which indicated that non-ionic interactions,
including hydrophobic interactions, likely play a role in oxazolidi-
none binding.12,13
With regards to RNA specificity, the globularity descriptor20
was significant in the AM1A fit (0.01 < P < 0.05), but not in the
C11U fit. This is consistent with the known structural differences
between the two antiterminator model RNA.14,15 The ligand globu-
larity may contribute to the observed ligand-induced FRET differ-
ences between AM1A and C11U.
While the relative magnitude of ligand-induced %Frel change
does not necessarily correlate with RNA affinity, previous studies
have demonstrated that FRET changes are indicative of ligand
binding.12,13,17 Consequently, the oxazolidinone %Frel data were
correlated with ligand descriptors in order to begin to develop a
quantitative structure–activity relationship (QSAR) for ligands
binding the T-box antiterminator RNA. Physico-chemical descrip-
tors of the compounds were computed using QikProp 2.1 (Schrö-
dinger) and utilized in a multiple linear regression analysis of the
data with QikFit 2.1 (Schrödinger). The correlation of experimental
versus calculated %Frel data are shown in Figure 3 and the fit
parameters are listed in the Supplementary data. Previous studies
indicated the significance of protonated amines and ionic interac-
tions in RNA ligand binding.12,17,18 In this study, the library was
specifically designed to investigate non-ionic interactions at the
C-5 position.
In summary, we have investigated the structure–activity rela-
tionship for a series of oxazolidinone ligands binding to T-box anti-
terminator model RNA. The overall QSAR highlighted the
importance of hydrogen bonding and hydrophobic properties in li-
gand binding. Further studies on binding affinity, effects of chiral-
ity, 3D descriptors and binding location will be reported in the
future.
Acknowledgments
We thank the National Institutes of Health (GM073188) for sup-
port of this work. We also thank Ohio University for support of the
BioMolecular Innovation and Technology project.
Supplementary data
In the multiple linear regression fit for AM1A (R2 = 0.8) and the
fit for C11U (R2 = 0.8), the descriptors with greatest contribution to
the fit that were the most statistically significant (P <0.01) were di-
pole (computed dipole moment), FISA (hydrophilic component of
total solvent accessible surface area), donorHB (number of hydro-
gen bond donors), QPlogPo/w (predicted octanol/water partition
coefficient), and index of cohesive interaction in solids.19,20 That
the dipole moment and hydrogen bonding were significant is con-
sistent with the observations discussed above with respect to the
acidity of the carbamate nitrogen in IMB-15 and IMB-21. Substitu-
tion of the phenyl of benzoate esters showed a clear impact of this
with halogen, and methoxy substitution (IMB-53, IMB-55, IMB-64,
and IMB-65) leading to higher %Frel values. The significance of the
QPlogPo/w descriptor highlights the importance of hydrophobic
groups. For example, ligands with higher QPlogPo/w values
typically correlated with higher %Frel values, including the two
Supplementary data (multiple linear regression data as well as
alternate versions of Table 1 containing the data organized by
functional group) associated with this article can be found, in the
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