Quasi-atomistic Receptor Surrogates for the 5-HT2A Receptor: A 3D-QSAR Study on Hallucinogenic Substances
Abstract
The 5-HT2A receptor is known to act as the biological target
for a series of hallucinogenic substances including substituted
phenylalkylamines, tryptamines and LSD. A
prerequisite for a hallucinogenic effect is an agonistic
binding mode to the high-af®nity state of the receptor.
Attempts to establish a quantitative structure-activity
relationship for such compounds are typically based on
homology models or 3D-QSAR.
In this paper, we describe a surrogate for the 5-HT2A
receptor derived by means of quasi-atomistic receptor
modeling (software Quasar), a more recently developed
3D-QSAR technique. This approach allows for the simulation
of local induced ®t, H-bond ¯ip-¯op, and solvation
phenomena. The QSARs are established based on a familyof receptor-surface models, generated by a genetic algorithm
combined with cross-validation. The surrogate for the
5-HT2A receptor yielded a cross-validated q2 of 0.954 for
the 23 compounds de®ning the training set. A series of 7 test
compounds was then used to validate the model, resulting in
a RMS deviation of 0.40 kcalymol between DG0
prd. and
DG0
exp.. The largest individual deviation was 0.61 kcaly
mol, corresponding to an uncertainty of a factor 2.7 in the
binding af®nity. A scramble test with negative outcome
(q2.0.144, slope. 70.019) demonstrates the sensitivity
of the model with respect to the biological data.
Subsequently, the surrogate was used to estimate the
activity of a series of 53 hypothetical congeneric
compounds, some of which are predicted to be close in
activity to LSD.
Description
The 5-HT2A receptor is known to act as the biological target
for a series of hallucinogenic substances including substituted
phenylalkylamines, tryptamines and LSD. A
prerequisite for a hallucinogenic effect is an agonistic
binding mode to the high-af®nity state of the receptor.
Attempts to establish a quantitative structure-activity
relationship for such compounds are typically based on
homology models or 3D-QSAR.
In this paper, we describe a surrogate for the 5-HT2A
receptor derived by means of quasi-atomistic receptor
modeling (software Quasar), a more recently developed
3D-QSAR technique. This approach allows for the simulation
of local induced ®t, H-bond ¯ip-¯op, and solvation
phenomena. The QSARs are established based on a familyof receptor-surface models, generated by a genetic algorithm
combined with cross-validation. The surrogate for the
5-HT2A receptor yielded a cross-validated q2 of 0.954 for
the 23 compounds de®ning the training set. A series of 7 test
compounds was then used to validate the model, resulting in
a RMS deviation of 0.40 kcalymol between DG0
prd. and
DG0
exp.. The largest individual deviation was 0.61 kcaly
mol, corresponding to an uncertainty of a factor 2.7 in the
binding af®nity. A scramble test with negative outcome
(q2.0.144, slope. 70.019) demonstrates the sensitivity
of the model with respect to the biological data.
Subsequently, the surrogate was used to estimate the
activity of a series of 53 hypothetical congeneric
compounds, some of which are predicted to be close in
activity to LSD.
Keywords
Quasi-atomistic Receptor Surrogates for the 5-HT2A Receptor: A 3D-QSAR Study on Hallucinogenic Substances
