3 research outputs found
Design of Novel FLT-3 Inhibitors Based on Dual-Layer 3D-QSAR Model and Fragment-Based Compounds <i>in Silico</i>
FMS-like tyrosine kinase 3 (FLT-3) is strongly correlated
with
acute myeloid leukemia, but no FLT-3–inhibitor cocomplex structure
is available
to assist the design of therapeutic inhibitors. Hence, we propose
a dual-layer 3D-QSAR model for FLT-3 that integrates the pharmacophore,
CoMFA, and CoMSIA. We then coupled the model with the fragment-based
design strategy to identify novel FLT-3 inhibitors. In the first layer,
the previously established model, Hypo02, was evaluated in terms of
its correlation coefficient (<i>r</i>), RMS, cost difference,
and configuration cost, with values of 0.930, 1.24,
106.45, and 16.44, respectively. Moreover, Fischer’s cross-validation
test of data generated by Hypo02 yielded a 98% confidence level, and
the validation of the testing set yielded a best <i>r</i> value of 0.87. The features of Hypo02 were separated into two parts
and then used to screen the MiniMaybridge fragment compound database.
Nine novel FLT-3 inhibitors were generated in this layer. In the second
layer, Hypo02 was subjected to an alignment rule to generate CoMFA-
and CoMSIA-based models, for which the partial least-squares validation
method was utilized. The values of <i>q</i><sup>2</sup>, <i>r</i><sup>2</sup>, and predictive <i>r</i><sup>2</sup> were 0.58, 0.98, and 0.76, respectively, derived
from the CoMFA model with steric and electrostatic fields. The CoMSIA
model with five different fields yielded values of 0.54, 0.97, and
0.76 for <i>q</i><sup>2</sup>, <i>r</i><sup>2</sup>, and predictive <i>r</i><sup>2</sup>, respectively. The
CoMFA and CoMSIA models were used to constrain 3D structures of the
nine novel FLT-3 inhibitors. This dual-layer 3D-QSAR model constitutes
a valuable tool to easily and quickly screen and optimize novel potential
FLT-3 inhibitors for the treatment of acute myeloid leukemia
Serendipitous Discovery of Short Peptides from Natural Products as Tyrosinase Inhibitors
Tyrosinase, which is the crucial
copper-containing enzyme involved
in melanin synthesis, is strongly associated with hyperpigmentation
disorders, cancer, and neurodegenerative disease; thus, it has attracted
considerable interest in the fields of medicine and cosmetics. The
known tyrosinase inhibitors show numerous adverse side effects, and
there is a lack of safety regulations governing their use. As a result,
there is a need to develop novel inhibitors with no toxicity and long-term
stability. In this study, we use molecular docking and pharmacophore
modeling to construct a reasonable and reliable pharmacophore model,
called Hypo 1, that could be used for identifying potent natural products
with crucial complementary functional groups for mushroom tyrosinase
inhibition. It was observed that, out of 47 263 natural compounds, <b>A5</b> structurally resembles a dipeptide (WY) and natural compound <b>B16</b> is the equivalent of a tripeptide (KFY), revealing that
the C-terminus tyrosine residues play a key role in tyrosinase inhibition.
Tripeptides RCY and CRY, which show high tyrosinase inhibitory potency,
revealed a positional and functional preference for the cysteine residue
at the N-terminus of the tripeptides, essentially determining the
capacity of tyrosinase inhibition. CRY and RCY used the thiol group
of cysteine residues to coordinate with the Cu ions in the active
site of tyrosinase and showed reduced tyrosinase activity. We discovered
the novel tripeptide CRY that shows the most striking inhibitory potency
against mushroom tyrosinase (IC<sub>50</sub> = 6.16 μM); this
tripeptide is more potent than the known oligopeptides and comparable
with kojic acid-tripeptides. Our study provides an insight into the
structural and functional roles of key amino acids of tripeptides
derived from the natural compound <b>B16</b>, and the results
are expected to be useful for the development of tyrosinase inhibitors
Discovery of Potent Cysteine-Containing Dipeptide Inhibitors against Tyrosinase: A Comprehensive Investigation of 20 × 20 Dipeptides in Inhibiting Dopachrome Formation
Tyrosinase is an essential copper-containing
enzyme required for
melanin synthesis. The overproduction and abnormal accumulation of
melanin cause hyperpigmentation and neurodegenerative diseases. Thus,
tyrosinase is promising for use in medicine and cosmetics. Our previous
study identified a natural product, A5, resembling the structure of
the dipeptide <b>WY</b> and apparently inhibiting tyrosinase.
Here, we comprehensively estimated the inhibitory capability of 20
× 20 dipeptides against mushroom tyrosinase. We found that cysteine-containing
dipeptides, directly blocking the active site of tyrosinase, are highly
potent in inhibition; in particular, N-terminal cysteine-containing
dipeptides markedly outperform the C-terminal-containing ones. The
cysteine-containing dipeptides, <b>CE</b>, <b>CS</b>, <b>CY</b>, and <b>CW</b>, show comparative bioactivities, and
tyrosine-containing dipeptides are substrate-like inhibitors. The
dipeptide <b>PD</b> attenuates 16.5% melanin content without
any significant cytotoxicity. This study reveals the functional role
of cysteine residue positional preference and the selectivity of specific
amino acids in cysteine-containing dipeptides against tyrosinase,
aiding in developing skin-whitening products