As covalent drug discovery
becomes increasingly common, researchers are becoming more rigorous in how they
characterize their molecules. The simple IC50 values used for
reversible inhibitors are meaningless for irreversible ligands unless the incubation times are also disclosed. And as molecules become more potent during the
course of optimization, the incubation time may need to be shortened. An early
hit might require treatment overnight to give 50% protein modification,
while a potent lead might completely modify the protein in seconds. How do you quantitatively
compare these?
The most rigorous parameter to
characterize irreversible ligands is kinact/KI,
sometimes called covalent efficiency, which we recently discussed here and here.
Unfortunately, determining kinact/KI is a pain: it
requires running multiple dose-response studies at multiple time points, and is
thus typically only done for key compounds. In a new (open-access) Nat.
Commun. paper, Robert Everley and colleagues at Frontier Medicines (including
yours truly) provide a shortcut.
The new method relies on the fact
that, especially for low-affinity fragments, much of the data collected in a
conventional dose-response time course (DRTC) is redundant, providing little additional
value. For example, if a compound at one concentration gives virtually no
modification after 8 hours, it also won’t modify after 1 hour. The trick is to
collect just the most informative data in a “diagonal” dose-response time
course, or dDRTC.
I won’t go into the mathematics
and full implementation details since the paper is open-access, but suffice it
to say that dDRTC lowers the number of required data points by a factor of
eight, thus saving both time and reagents – including precious protein.
The paper appropriately notes
limitations, such as the fact that for compounds with better affinities (KI
< 50 µM), the values derived from dDRTC can underestimate the true kinact/KI.
However, this situation is uncommon for fragments, and indeed the potencies for
even some clinical compounds such as sotorasib and VVD-133214 are largely
driven by (specific) kinact rather than KI.
The paper shows good agreement for kinact/KI values
determined using dDRTC with those determined using the conventional approach
for compounds having kinact/KI from 1 to 2000 M-1s-1.
Perhaps most relevant for this
blog, dDRTC is a practical solution for collecting important data. The
next time you’re running a covalent program, give it a try!