11 research outputs found
Computational Analysis of LOX1 Inhibition Identifies Descriptors Responsible for Binding Selectivity
Computational Analysis of LOX1 Inhibition Identifies Descriptors Responsible for Binding Selectivity
Lipoxygenases
are a family of cytosolic, peripheral membrane enzymes,
which catalyze the hydroperoxidation of polyunsaturated fatty acids
and are implicated in the pathogenesis of major human diseases. Over
the years, a substantial number of scientific reports have introduced
inhibitors active against one or another subtype of the enzyme, but
the selectivity issue has proved to be a major challenge for drug
design. In the present work, we assembled a dataset of 317 structurally
diverse molecules hitherto reported as active against 15S-LOX1, 12S-LOX1,
and 15S-LOX2 and identified, using supervised machine learning, a
set of structural descriptors responsible for the binding selectivity
toward the enzyme 15S-LOX1. We subsequently incorporated these descriptors
in the training of QSAR models for LOX1 activity and selectivity.
The best performing classifiers are two stacked models that include
an ensemble of support vector machine, random forest, and k-nearest
neighbor algorithms. These models not only can predict LOX1 activity/inactivity
but also can discriminate with high accuracy between molecules that
exhibit selective activity toward either one of the isozymes 15S-LOX1
and 12S-LOX1
Iridoids from Scutellaria albida ssp. albida
Three iridoid glycosides, 6'-O-E-p-coumaroylgardoside (1), 6'-O-p-E-coumaryl-8-epi-loganic acid (2) and scutelloside (3) were isolated from the aerial parts of Scutellaria albida subsp. albida, in addn. to an anomeric mixt. in equil. of one iridoid aglycon (4, 4a), nine iridoid glycosides (5-13), four known phenylethanoid glycosides (14-17), and six known phenolic derivs. (18-23)
Unexpected Secoiridoid Glucosides from <i>Manulea corymbosa</i>
From an extract of <i>Manulea
corymbosa</i> were isolated
four known secoiridoid glucosides (<b>1</b>–<b>4</b>), 10 new monoterpenoid esters of secologanol, namely, manuleosides
A–I (<b>5</b>–<b>11</b>, <b>13</b>, and <b>14</b>) and dimethyl rhodanthoside A (<b>12</b>), and four new phenylpropanoid esters of carbocyclic iridoid glucosides,
manucorymbosides I–IV (<b>15</b>–<b>18</b>). Also, the caffeoyl phenylethanoid glycoside verbascoside was isolated.
The presence of secoiridoids apparently derived from loganic acid
in the family Scrophulariaceae is unprecedented and greatly unexpected
Further iridoid glucosides in the genus Manulea (Scrophulariaceae)
From Manulea altissima (Scrophulariaceae) were isolated five known secoiridoid glucosides sweroside, eustomoside, eustoside, secoxyloganin and secologanoside as well as the 4″-O-rhamnopyranosyl-feruloyl ester of adoxosidic acid, named altissimoside. Also, the caffeoyl phenylethanoid glycoside verbascoside was isolated. In addition two previously unknown terpenoid esters of 6β-hydroxy 8-epi-boschnaloside, named manucoside A and B were isolated from a formerly obtained fraction from the work-up of Manulea corymbosa. The distribution of iridoid glucosides in the Scrophulariaceae is discussed