SAR of SansalVamide A DeriVatiVes in Colon Cancers
Journal of Medicinal Chemistry, 2008, Vol. 51, No. 3 543
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systematically places all side chains in distinct regions of space,
which generates a relatively reasonable model for qualitative SAR
assessment. The full manifold of ligands were then constructed by
initially conserving this backbone conformation, then allowing each
San A-amide analog to relax via an unconstrained MM optimization
(same force field and charges as above; default convergence
settings).
For the HCT116 assay (57 molecules in the original set), a
strongly correlating (R2 ) 0.92; Q2LOO ) 0.74) four-component
model was obtained after discarding four inactive members of
the training set (compounds 13, 25, 28, and 52, respectively).
The 5-fold (FF) cross-validation experiments attest to exceptional
stability and predictivity in the model, with Q2 ) 0.72. For
FF
HCT15 (55 molecules), a solid five-component representation
(R2 ) 0.95; Q2
) 0.71) was attained after discarding five
LOO
inactive ligands (compounds 5, 13, 15, 9, and 52). The model
also exhibits good stability and internal predictivity (Q2
)
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FF
0.64). From the CoMFA analysis, it was observed that steric/
van der Waals interactions accounted for 86 and 84% of the
variable dependency for the HCT116 and HCT15 models,
respectively. This agrees well with our qualitative assessment
that polar residues afford no improvement in bioactivity relative
to the hydrophobic Phe, Leu, and Val aas. We trained our
CoMFA models to the natural logarithmic quantity log[inh. %].
In an attempt to capture tangible information from inactive
compounds, we circumvented the undefined nature of log[0] by
arbitrarily specifying small nonzero inhibition values of 0.001%
(i.e., log[inh. %] ) -6.91) for inactive species. CoMFA
interaction terms for the ligand manifold were computed using
the Tripos Standard Field probe, including both steric and
electrostatic field components, with the latter incorporating a
distance-based dielectric modulation. Field cut-offs and smooth-
ing protocols were set according to default values. CoMFA
model training and evaluation were then utilized via the
SAMPLS algorithm,36 which reports leave-one-out cross-
(13) A total of 80–85% of colon cancers are considered treatable using
current chemotherapeutic drugs. The remaining 15–20% of colon
cancers are drug-resistant colon cancers. The two types of colon
cancers are referred to as MSS for the drug-sensitive colon cancers
and MSI for the drug-resistant colon cancers. MSS (drug-sensitive)
have an IC50 ∼ 5 µM.
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(18) The ClogP values were calculated using an algorithm. The logP value
of a compound, which is the logarithm of its partition coefficient
between n-octanol and water log(coctanol/cwater), is a well established
measure of the compound’s hydrophilicity. Low hydrophilicities and,
therefore, high logP values cause poor absorption or permeation. It
has been shown for compounds to have a reasonable probability of
being well absorbed, their logP value must not be greater than 5.0.
The distribution of calculated logP values of more than 3000 drugs
on the market underlines this fact.
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validated Q2
values for the PLS-fitted model. To ensure a
LOO
robust, correlative, predictive, and statistically significant model,
we iteratively discarded the maximally outlying molecule in each
training set until a core manifold was obtained whose Q2
LOO
value was greater than 0.60 for a number of PLS components
not exceeding 1/7th of the total number of molecules under
consideration.
Acknowledgment. We thank San Diego State University
for financial support.
Supporting Information Available: A table that includes the
description of all changes made to compound structures in text
format and IC50 data curves are supplied. This material is available
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1
All linear pentapeptides were confirmed using LCMS and H NMR.
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