The twin rise of make-on-demand
libraries and speedy in silico docking has supercharged fragment screening and
optimization: we’ve written previously about V-SYNTHES, Crystal Structure First
and a related method. Another advance is described by Jens Carlsson (Uppsala
University) and a large group of multinational collaborators in an (open access) Nat. Commun. paper.
The researchers were interested
in 8-oxoguanine DNA glycosylase (OGG1), a DNA-repair enzyme and potential anti-inflammatory
and anticancer target. They started with a crystal structure into which they
docked 14 million fragments (MW < 250 Da) or 235 million lead-like molecules
(250-350 Da) from ZINC15. Multiple conformations and thousands of orientations
were sampled for each molecule. In all, 13 trillion fragment complexes and 149
trillion lead-like complexes were evaluated using DOCK3.7, a process that took
just 2 hours and 11 hours on a 3500 core cluster.
After removing PAINS and
molecules similar to previously reported OGG1 inhibitors, the top-scoring
0.05-0.07% molecules from each screen were clustered and, after manual
evaluation, 29 fragments and 36 lead-like compounds were purchased from
make-on-demand catalogs. These were tested at 495 µM (for fragments) or 99 µM (for larger molecules) in a DSF screen.
None of the lead-like compounds significantly stabilized the protein, while several
fragments did. Four of the fragments were successfully crystallized with OGG1,
and in all cases the key interactions predicted in the computational screens
were confirmed in the actual crystal structures.
Compound 1 showed the greatest
stabilization of OGG1 (2.8 ºC) and some inhibition in an enzymatic assay, but
not enough to calculate an IC50. Searching for analogs that
contained compound 1 as a substructure in the Enamine REAL database of 11
billion compounds produced few hits, but, as before, thinking in fragments proved
fruitful. Searching for molecules containing just the core heterocycle and amide
(colored blue below) yielded nearly 43,000 possibilities. Docking these and
making and testing a few dozen led to compound 5, with mid-micromolar
inhibition. Further iterations led to low micromolar compound 7.
The same high-throughput docking
approach was applied to three other protein targets: SMYD3, NUDT5, and PHIP. In
each case crystal structures of bound fragments were available to use as
starting points. Multiple compounds with improved docking scores compared to
the initial fragments were identified, though no compounds were actually
synthesized and tested.
The success in finding compound 1
demonstrates experimentally the advantage fragments have in efficiently searching chemical space. The researchers note that 97% of the >30 billion currently available make-on-demand
compounds have molecular weights >350 Da, while only 50 million are < 250
Da. Screening all of these fragments in silico is possible; screening
everything, less so. Although the fragment hits for OGG1 were weak, this isn’t
always the case, as noted here. The fact that fragment 1 could be advanced to a
sub-micromolar inhibitor after synthesizing just a few dozen molecules also testifies
to the efficiency of in silico approaches.
The paper contains lots of useful
details and suggestions for streamlining the process and is well worth perusing
if you are trying to find hits against a structurally-enabled protein.
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