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Study of
successful drug targets could hasten
development of new medications
Newswise — Guidance
from an innovative computational approach
could speed up the process and cut down the
cost of new drug development, researchers
from the University of Chicago Medical
Center and Columbia University suggest in a
study to be published in the February 2008
issue of Genome Research, available early
online.
The researchers
analyzed specific properties of the human
genes and proteins that serve as targets for
nearly a thousand FDA-approved drugs. They
identified a number of characteristics that
were common among successful drug
targets–and especially common among
high-revenue drugs.
"To make a good drug,
you need to find a good drug target," said
Andrey Rzhetsky, PhD, professor of medicine
at the University of Chicago and senior
author of the study. "Here we provide
guidelines for more efficient target
screening. When a drug company must decide
which target to pursue among pathologic
pathways, this could provide useful
estimates of each target's expected success
rate."
Gleevec, Prozac,
Viagra: these successful drugs all target
specific proteins and provoke a desired
response. They reward the people who need
them, as well as to those who invent,
manufacture and market them.
But he development of a
new drug is complicated and expensive, "a
fusion of art and science," the authors
note. It involves finding an accessible drug
target and a molecule that binds that target
as selectively as possible. Then it must
trigger a desirable physiological change.
But "every highly visible success," the
authors note, "rests on an iceberg of
invisible failures." Since the estimated
cost of developing a new drug ranges from
$800 million to $1.2 billion, "information
that helps only a little bit," Rzhetsky
said, "can still be quite valuable."
What characteristics,
they asked, distinguished the targets that
eventually became the focus of such
successful drugs? How are these genes or
proteins different from the tens of
thousands of less desirable targets?
To find out, the
researchers looked at the relationships
between 919 successful drugs, their human
gene or protein targets, and the functional
properties of those targets.
They found that most
successful drugs are very precise; 62% of
them have only one specific target.
But that's just a start. "A target molecule
with an appropriate, 'drugable' structure is
a necessary but not sufficient condition for
success," write the authors. But the
selection of a prospective drug target is "a
complicated balance of many considerations,"
Additional properties
that distinguish most good targets include:
-- Connectivity--how many other proteins
does the target protein interact with
directly? Effective drugs targets--according
to Rzhetsky and colleague Lixia Yao, from
Columbia University--interact with about
nine other genes or proteins, which is above
average but not extremely high. This is
enough connections to have a significant
impact but not so many as to multiply the
risks of serious side effects. The
very-high-revenue drugs, the authors note,
tend to target genes and proteins with
slightly lower connectivity.
-- Betweenness--how
often does this protein serve as the
shortest path between two networks of
proteins? Successful drugs, they found, tend
to bridge two of more clusters of
interacting molecules.
-- Consistency--how
much does the gene for this protein vary
from person to person? Limited individual
variation is better, so the drug works the
same way in most people.
-- Tissue specificity--where is the gene for
the drug target expressed? In just one
tissue, say brain, or skin, or all over the
body? Ideally, the researchers found that
the best targets were genes or proteins
primarily expressed in one specific tissue,
so the drug treats the disease at its core,
without interfering with other, healthy
tissues or organs, and thus causes fewer
side-effects. Six tissue types, they found,
were significantly "undertargeted" by
pharmaceutical research: male reproductive
tissues, embryonic structures, skin,
cartilage, bone and lymph.
-- Overlap--Finally, successful drug targets
significantly overlap with disease
genes--those in which a mutation can cause a
specific disease, such as cystic
fibrosis--and with essential genes, that are
required for normal development.
"We found that genes
associated with successful FDA-approved
drugs have several properties at the
network, sequence, and tissue-expression
levels that significantly distinguish them
from other human genes," the authors
conclude.
"Although the drug
target-selection guidelines that we suggest
cannot replace expensive experiments, they
can help at the earliest stage of a
drug-development project."
This work was supported
by the NIH and the Cure Autism Now
Foundation.
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