14 research outputs found
Increased lipophilicity and subsequent cell partitioning decrease passive transcellular diffusion of novel, highly lipophilic antioxidants
ABSTRACT Oxidative stress is considered a cause or propagator of acute and chronic disorders of the central nervous system. Novel 2,4-diamino-pyrrolo [2,3-d]pyrimidines are potent inhibitors of iron-dependent lipid peroxidation, are cytoprotective in cell culture models of oxidative injury, and are neuroprotective in brain injury and ischemia models. The selection of lead candidates from this series required that they reach target cells deep within brain tissue in efficacious amounts after oral dosing. A homologous series of 26 highly lipophilic pyrrolopyrimidines was examined using cultured cell monolayers to understand the structure-permeability relationship and to use this information to predict brain penetration and residence time. Pyrrolopyrimidines were shown to be a more permeable structural class of membrane-interactive antioxidants where transepithelial permeability was inversely related to lipophilicity or to cell partitioning. Pyrrole substitutions influence cell partitioning where bulky hydrophobic groups increased partitioning and decreased permeability and smaller hydrophobic groups and more hydrophilic groups, especially those capable of weak hydrogen bonding, decreased partitioning, and increased permeability. Transmonolayer diffusion for these membrane-interactive antioxidants was limited mostly by desorption from the receiver-side membrane into the buffer. Thus, in this case, these in vitro cell monolayer models do not adequately mimic the in vivo situation by underestimating in vivo bioavailability of highly lipophilic compounds unless acceptors, such as serum proteins, are added to the receiving buffer. A series of novel 2,4-diamino-pyrrolo[2,3-d]pyrimidines were described as potent inhibitors of iron-dependent lipid peroxidation, and proved to be cytoprotective in cell culture models of oxidative injury and neuroprotective in brain injury and ischemia models Structural determinants of permeability and partitioning are discussed for a series of structurally similar homologs. In addition, detailed studies were conducted concurrently with two radiolabled compounds from the pyrrolopyrimidine series representing different physicochemical, permeability, and cell partitioning attributes to discern the roles of protein binding and cell partitioning on permeation and to complement ongoing pharmacological and pharmacokinetic studies. The data proved useful in predicting which compounds were most likely to leave the blood and penetrate underlying tissue. In a companion paper, brain uptake dynamics and cellular penetration of these compounds are confirmed in viv
Integration of in Silico and in Vitro Tools for Scaffold Optimization during Drug Discovery: Predicting P‑Glycoprotein Efflux
In silico tools are regularly utilized
for designing and prioritizing
compounds to address challenges related to drug metabolism and pharmacokinetics
(DMPK) during the process of drug discovery. P-Glycoprotein (P-gp)
is a member of the ATP-binding cassette (ABC) transporters with broad
substrate specificity that plays a significant role in absorption
and distribution of drugs that are P-gp substrates. As a result, screening
for P-gp transport has now become routine in the drug discovery process.
Typically, bidirectional permeability assays are employed to assess
in vitro P-gp efflux. In this article, we use P-gp as an example to
illustrate a well-validated methodology to effectively integrate in
silico and in vitro tools to identify and resolve key barriers during
the early stages of drug discovery. A detailed account of development
and application of in silico tools such as simple guidelines based
on physicochemical properties and more complex quantitative structure–activity
relationship (QSAR) models is provided. The tools were developed based
on structurally diverse data for more than 2000 compounds generated
using a robust P-gp substrate assay over the past several years. Analysis
of physicochemical properties revealed a significantly lower proportion
(<10%) of P-gp substrates among the compounds with topological
polar surface area (TPSA) <60 Ă…<sup>2</sup> and the most basic
cpKa <8. In contrast, this proportion of substrates was greater
than 75% for compounds with TPSA >60 Ă…<sup>2</sup> and the
most
basic cpKa >8. Among the various QSAR models evaluated to predict
P-gp efflux, the Bagging model provided optimum prediction performance
for prospective validation based on chronological test sets. Four
sequential versions of the model were built with increasing numbers
of compounds to train the models as new data became available. Except
for the first version with the smallest training set, the QSAR models
exhibited robust prediction profiles with positive prediction values
(PPV) and negative prediction values (NPV) exceeding 80%. The QSAR
model demonstrated better concordance with the manual P-gp substrate
assay than an automated P-gp substrate screen. The in silico and the
in vitro tools have been effectively integrated during early stages
of drug discovery to resolve P-gp-related challenges exemplified by
several case studies. Key learning based on our experience with P-gp
can be widely applicable across other DMPK-related challenges
In Silico and in Vitro Assessment of OATP1B1 Inhibition in Drug Discovery
The
organic anion-transporting polypeptide 1B1 transporter belongs
to the solute carrier superfamily and is highly expressed at the basolateral
membrane of hepatocytes. Several clinical studies show drug–drug
interactions involving OATP1B1, thereby prompting the International
Transporter Consortium to label OATP1B1 as a critical transporter
that can influence a compound’s disposition. To examine OATP1B1
inhibition early in the drug discovery process, we established a medium-throughput
concentration-dependent OATP1B1 assay. To create an in silico OATP1B1
inhibition model, deliberate in vitro assay enrichment was performed
with publically known OATP1B1 inhibitors, noninhibitors, and compounds
from our own internal chemistry. To date, approximately 1200 compounds
have been tested in the assay with 60:40 distribution between noninhibitors
and inhibitors. Bagging, random forest, and support vector machine
fingerprint (SVM-FP) quantitative structure–activity relationship
classification models were created, and each method showed positive
and negative predictive values >90%, sensitivity >80%, specificity
>95%, and Matthews correlation coefficient >0.8 on a prospective
test
set indicating the ability to distinguish inhibitors from noninhibitors.
A SVMF-FP regression model was also created that showed an <i>R</i><sup>2</sup> of 0.39, Spearman’s rho equal to 0.76,
and was capable of predicting 69% of the prospective test set within
the experimental variability of the assay (3-fold). In addition to
the in silico quantitative structure–activity relationship
(QSAR) models, physicochemical trends were examined to provide structure
activity relationship guidance to early discovery teams. A JMP partition
tree analysis showed that among the compounds with calculated logP
>3.5 and ≥1 negatively charged atom, 94% were identified
as
OATP1B1 inhibitors. The combination of the physicochemical trends
along with an in silico QSAR model provides discovery project teams
a valuable tool to identify and address drug–drug interaction
liability due to OATP1B1 inhibition
Breast Cancer Resistance Protein Interacts with Various Compounds in Vitro, but Plays a Minor Role in Substrate Efflux at the Blood-Brain Barrier
Expression of breast cancer resistance protein (Bcrp) at the blood-brain
barrier (BBB) has been revealed recently. To investigate comprehensively the
potential role of Bcrp at the murine BBB, a chemically diverse set of model
compounds (cimetidine, alfuzosin, dipyridamole, and LY2228820) was evaluated
using a multiexperimental design. Bcrp1 stably transfected MDCKII cell
monolayer transport studies demonstrated that each compound had affinity for
Bcrp and that polarized transport by Bcrp was abolished completely by the Bcrp
inhibitor chrysin. However, none of the compounds differed in brain uptake
between Bcrp wild-type and knockout mice under either an in situ brain
perfusion or a 24-h subcutaneous osmotic minipump continuous infusion
experimental paradigm. In addition, alfuzosin and dipyridamole were shown to
undergo transport by P-glycoprotein (P-gp) in an MDCKII-MDR1 cell monolayer
model. Alfuzosin brain uptake was 4-fold higher in
mdr1a(–/–) mice than in mdr1a(+/+) mice in in
situ and in vivo studies, demonstrating for the first time that it undergoes
P-gp-mediated efflux at the BBB. In contrast, P-gp had no effect on
dipyridamole brain penetration in situ or in vivo. In fact, in situ BBB
permeability of these solutes appeared to be primarily dependent on their
lipophilicity in the absence of efflux transport, and in situ brain uptake
clearance correlated with the intrinsic transcellular passive permeability
from in vitro transport and cellular accumulation studies. In summary, Bcrp
mediates in vitro transport of various compounds, but seems to play a minimal
role at the BBB in vivo
Selenorhodamine Photosensitizers for Photodynamic Therapy of P‑Glycoprotein-Expressing Cancer Cells
We
examined a series of selenorhodamines with amide and thioamide
functionality at the 5-position of a 9-(2-thienyl) substituent on
the selenorhodamine core for their potential as photosensitizers for
photodynamic therapy (PDT) in P-glycoprotein (P-gp) expressing cells.
These compounds were examined for their photophysical properties (absorption,
fluorescence, and ability to generate singlet oxygen), for their uptake
into Colo-26 cells in the absence or presence of verapamil, for their
dark and phototoxicity toward Colo-26 cells, for their rates of transport
in monolayers of multidrug-resistant, P-gp-overexpressing MDCKII-MDR1
cells, and for their colocalization with mitochondrial specific agents
in Colo-26 cells. Thioamide derivatives <b>16b</b> and <b>18b</b> were more effective photosensitizers than amide derivatives <b>15b</b> and <b>17b</b>. Selenorhodamine thioamides <b>16b</b> and <b>18b</b> were useful in a combination therapy
to treat Colo-26 cells in vitro: a synergistic therapeutic effect was observed when Colo-26 cells
were exposed to PDT and treatment with the cancer drug doxorubicin
Stereochemistry Balances Cell Permeability and Solubility in the Naturally Derived Phepropeptin Cyclic Peptides
Cyclic peptide (CP) natural products
provide useful model systems
for mapping “beyond-Rule-of-5” (bRo5) space. We identified
the phepropeptins as natural product CPs with potential cell permeability.
Synthesis of the phepropeptins and epimeric analogues revealed much
more rapid cellular permeability for the natural stereochemical pattern.
Despite being more cell permeable, the natural compounds exhibited
similar aqueous solubility as the corresponding epimers, a phenomenon
explained by solvent-dependent conformational flexibility among the
natural compounds. When analyzing the polarity of the solution structures
we found that neither the number of hydrogen bonds nor the total polar
surface area accurately represents the solvation energies of the high
and low dielectric conformations. This work adds to a growing number
of natural CPs whose solvent-dependent conformational behavior allows
for a balance between aqueous solubility and cell permeability, highlighting
structural flexibility as an important consideration in the design
of molecules in bRo5 chemical space