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Discussion
Our current results suggest that it is
possible to identify susceptibility regions
using this methodology.
The presented method takes advantage
of the large amount of phenotype data
generated by high-content imaging and the
detailed genotype information available for
inbred mouse strains. This allows us to
perform a high-throughput scan for QTLs
affecting cytotoxic responses.
This information, combined with the
increasing amount of protein interaction and
functional data available, can potentially
help the discovery of genes involved in drug
adverse reactions.
Results
We currently have 35 drugs screened that
are in different stages of the image
acquisition and analysis. We have not
advanced to the point of QTL mapping yet.
Partial results show some differences
between strains in drug response (Figures 1
and 2).
Methods
We have screened embryonic fibroblasts from
32 inbred mouse strains with 35
toxicants/drugs in a high-content imaging
screen that determines changes in specific
cell-health status phenotypes (nuclear
changes, membrane permeability,
mitochondrial membrane potential and
apoptosis).
The phenotype data generated will be used
in haplotype-based genome-wide association
scans. The experimental design is outlined in
the following sequence.
Introduction
Pharmacogenetic studies have successfully
identified genetic variants that contribute to
variation in susceptibility to drug responses,
but it is still a complex and challenging task
to evaluate broadly across the human
genome to identify the genetic components
of response to drugs. Despite limitations
there is a pressing need to identify genetic
components that contribute to the efficacy
and toxicity of drugs, across a wide spectrum
of agents. We have proposed that using an
alternative model population approach will
provide many underlying mechanisms and
pathways that are implicated in drug activity
and responses. We have developed a
platform from genetically well defined mouse
strains which will enable us to assess effects
of toxicity and efficacy of current and novel
agents in drug therapies.
The use of inbred mouse strains has
potential advantages in screening a large
number of compounds for response
variations. It is a genetically stable population
that allows us to quickly perform association
scans using available genotype information
and the large amounts of phenotypic data
generated by this project.
Here, we present a new strategy to
identify genes and gene pathways that
underlie susceptibility to cellular-level
adverse drug reaction. No targets have been
validated yet, but we demonstrate the ability
to multiplex cell-based assays for high-
throughput QTL discovery.
The cells are treated using 9 different drug concentrations, ranging from 15 nM to 100 M.
Genome-wide association scans are used to discover QTLs involved in cytotoxic response.
Candidate gene selection based on functional and expression information and validation.
-logP
Cumulative position
SNPster (haplotype association mapping)
Cell fixation and multiplex staining after 24 h and 72 h for high-content imaging analysis
Hoechst Permeability dyeMitochondria
membrane potential Cytochrome c
Control
Cycloheximide 100M
Pharmacogenetics: In-vitro drug toxicity screeningO. Suzuki1, N. Butz1, R. Singh2, B. Steffy1, D. Scoville1,
B. Parks2, R. Thomas2 , T. Wiltshire1 1) School of Pharmacy, University of North Carolina, Chapel Hill, NC;
2) The Hamner Institute for Health Sciences, Research Triangle Park, NC.
NOR/LtJWSB/EiJ
Some strains display markedly different responses to drug treatment
Figure 2: Cell permeability dose-response curves (A) after 24h of treatment with Cycloheximide, showing differences between two inbred mouse strains. WSB/EiJ cells have increased cell permeability (B) after treatment with 100M Cycloheximide for 24 h (green fluorescence).
A)
B)
DNA content Cell membrane permeability
Mitochondrial membrane potential changes
Cell loss
Nuclear morphology
Cytochrome c localization and release from
mitochondria
Segmentation of acquired images and calculation of different parameters relevant to cytotoxic response:
Mouse embryonic fibroblasts from 32 different inbred mouse strains are simultaneously grown and seeded onto single 384-well plates.
Nonlinear regression and extraction of quantitative phenotypic data.
Figure 1: Strains display different sensitivities to Cycloheximide after 24 h of treatment.
Dose: log[Cycloheximide] (nM)
Cell permeability
Differences in dose-response curves between strains