Although
mAbs targeting the programmed cell death protein 1 (PD-1)/programmed
cell death ligand 1 (PD-L1) pathway have achieved remarkable therapeutic
potential against multiple types of cancer, it is still of great interest
for researchers to develop small-molecule PD-1/PD-L1 inhibitors without
the mAb-related disadvantages of no oral bioavailability and poor
solid tumor penetration. However, targeting the PD-1/PD-L1 pathway
with small molecules is normally considered challenging because of
the flat and large interaction surface of the PD-1/PD-L1 complex.
In this paper, a total of 2558 PD-1/PD-L1 inhibitors were compiled
from recent patents and literatures and then used for exploring the
chemical space and structural features of PD-1/PD-L1 inhibitors by
partial least-squares discriminant analysis. The results showed that
intramolecular H bond, amphotericity indices, radius of gyration,
nonbond electrostatic energy, fractional van der Waals surface area
of H-bond donors, octanol–water partition coefficient, and
molecular weight are the seven key features discriminating the PD-1/PD-L1
inhibitors from noninhibitors, with the prediction accuracy larger
than 0.90. Based on the seven crystal structures of the PD-L1 dimer
complexed with the patent
Bristol
Myers Squibb
(BMS) inhibitors, the feasibility of molecular docking for this
unconventional binding pocket was further investigated. The results
showed that the ensemble-based flexible docking protocol can reproduce
the near-native binding conformations of the BMS inhibitors with a
strong correlation between the IC
50
values and ligand–receptor
interaction energies (
R
= 0.81). In general, this
paper delineates, for the first time, the characteristic features
of the PD-1/PD-L1 inhibitors as well as a high-quality flexible docking
strategy for the unconventional binding pocket of the PD-L1 dimer.