Caffeine bound to CYP3A4. Below: the crystal structure and two predictions of it —
same molecule, same model, same settings, same batch. One is essentially correct, one is
wrong, and the model cannot tell you which.
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Measured
crystalbestworsthemeFe
Both predictions put caffeine in the right pocket. Their centres
sit 0.38 Å and 0.53 Å from the crystal — a rounding error apart. One scores
0.908 and the other 0.320, because the molecule is turned the wrong way inside the
site. Generation is not the bottleneck; choosing between what was generated is.
Boltz's own confidence ranks these at chance (within-ligand
ρ = −0.033), so picking the most confident pose is worse than random.
Why this pocket defeats co-folding
6ththe only free coordination siteIron already holds four pyrrole nitrogens and the Cys442 thiolate. Ligand density on
the proximal face is physically impossible, whatever the model reports.
2.20 Åmedian Fe–donor in crystals1.94 / 2.20 / 2.38 Å at p5/p50/p95 over 116 deposited CYP3A4 entries. 83 of 101
unique ligands coordinate the iron directly.
F/Gthe loop that movesOpenADMET's cryoEM work names F/G-loop remodelling as why co-folding does poorly
here — the region left unmodelled in many X-ray structures.
Type II inhibition, in one paragraph
An sp2 nitrogen — imidazole, triazole, pyridine — donates its
lone pair into the iron's empty dz² orbital at about 2.0–2.3 Å.
A dative bond with a hard directional requirement, not a soft contact, and the single most
CYP-specific signal available to a scorer. Caffeine is not a Type II binder, which is why
its closest approach here is 3.3–3.7 Å rather than 2.2 Å.
What we tried at the iron, and why it failed
Forcing the Fe→donor contact during generation is a null: oracle
−0.0023, selected −0.0278. About 84% of poses already land inside any reasonable
coordination window, so an acceptance test on it is nearly inert — it moved selection
by −0.0002. Coordination is real signal as a scorer (+0.14 LDDT-PLI for
coordinating poses) and useless as a filter. On the challenge compounds, though,
only 41% / 28.5% coordinate — there it has real variance, which is the opposite of
what our own crystal-set finding would have predicted.
Campaign record
Sixteen findings, most of them negative. The noise floor here is
+0.0138; anything under +0.020 is indistinguishable from
a random feature. Verified against a formal multiple-comparisons correction — the two
routes agree to 0.0008.