The Power and Promise of Pharmacogenomics
eBook
Published: January 23, 2025

Credit: Technology Networks
Pharmacogenomics is transforming precision medicine, enabling treatments tailored to individual genetic profiles. By bridging genetic insights and therapeutic applications, this field is helping researchers and clinicians optimize drug efficacy, reduce adverse reactions and improve patient outcomes.
Yet, the challenges of variable drug responses and clinical translation demand innovative approaches. This eBook explores advanced tools, technologies and the future opportunities pharmacogenomics presents for researchers and healthcare professionals.
Download this eBook to discover:
- How pharmacogenomics optimizes drug efficacy and reduces adverse reactions
- Advanced tools and techniques enabling scalable genetic analysis
- Strategies for integrating pharmacogenomics into clinical practice
Sponsored by
THE PROMISE
AND POWER OF
PHARMACOGENOMICS
Page 3
Pharmacogenomics:
Driving progress in
precision medicine
Page 4
Tools and technologies
for pharmacogenomics
Page 5
Bridging bench
and bedside with
pharmacogenomics
Page 6
Pharmacogenomics:
Scalable techniques
and actionable insights
© 2022–2024 Thermo Fisher Scientific Inc. All rights reserved. All trademarks are the property of
Thermo Fisher Scientific and its subsidiaries unless otherwise specified. COL028293 0624
Learn more at thermofisher.com/here
Guide clinical decision-making with pharmacogenomic
molecular testing, enabling more effective patient outcomes
Pharmacogenomics (PGx) can lead to better overall quality of care by making sure that
medications are prescribed with the specific individual in mind, rather than guessing what may
work best under the “standard of care” paradigm.
PGx helps provide a better understanding of how variations in key areas of an individual’s
genome may impact the efficacy of a medication, dosage considerations, and potential
adverse drug reactions (ADRs). Thus, PGx can become a vital piece of the overall
healthcare puzzle.
Scan or click here to explore
qPCR research solutions for PGx
THE PROMISE AND POWER OF PHARMACOGENOMICS 3
PHARMACOGENOMICS:
DRIVING PROGRESS IN
PRECISION MEDICINE
The push for more precision
therapeutic discovery drives
scientists to develop novel
drugs tailored to patient-specific needs. Many factors
influence interindividual therapeutic outcomes, including drug toxicity and efficacy, which vary between patients and disease states. Pharmacogenomics (PGx) is an
ever-growing field in precision medicine,
helping researchers optimize translational
findings and define targeted success on a
case-by-case basis.1
What is pharmacogenomics?
PGx is a subset of precision medicine
that focuses on the genetics behind
pharmaceutical interactions, toxicities, and efficacies.2 In this field,
researchers investigate how an individual’s genetic makeup modulates
therapeutic response-related factors,
such as drug metabolism and off-target effects.1
Interindividual response variability is a complex phenomenon related
to age, environment, lifestyle, and
genetics. This variability significantly
challenges successful drug discovery and clinical translation. However,
researchers may improve drug development success rates by incorporating
genomic data into their workflows,
such as selecting genetically supported
targets, identifying disease driver
mutations, or considering germline
genetic variations that predict drug
toxicity.1 PGx helps scientists predict
effective drug doses, improve efficacy,
prevent adverse drug reactions, and
develop more targeted treatments.1
Addressing therapeutically
relevant research questions
Scientists estimate that efficacy rates vary
broadly between different drugs, ranging from 25-80% effective, with some of
the most used therapeutics failing more
patients than they help.1
Additionally,
variable adverse drug reactions are global
healthcare burdens that contribute to
costly drug toxicity and clinical development failures.1
PGx allows researchers to
address these dilemmas with genetic explanations and solutions.2
Genetic variation influences drug
metabolism. As a result, PGx can help scientists determine the personalized safe and
effective dose of new or approved therapies.
For example, polymorphisms in the gene
CYP2C9 affect its encoded enzyme’s ability to metabolize the anticoagulant medication warfarin. This informs clinical decisions to administer lower warfarin doses
for patients with these polymorphisms,
avoiding overexposure and achieving therapeutic success.1
Researchers apply this
concept to drug discovery and development across many disease states, including anticancer drugs, antidepressant and
antipsychotic medications, and pro-drugs
such as pain management and cardiovascular disease therapies.1,2
PGx research also goes hand in hand
with other key aspects of drug pharmacodynamics and pharmacokinetics beyond
metabolism, including drug absorption,
distribution, and excretion.1,2 These are
critical medicinal chemistry benchmarks
for scientists developing and optimizing
therapeutic candidates.1,2 Many in vitro and
in vivo investigations have demonstrated
that genetic factors play an important role
in determining interindividual pharmacokinetics, such as monozygotic and dizygotic
twin studies that revealed heritable pharmacokinetics for medications used to treat
heart, renal, and liver disease.1
PGx testing may also provide opportunities for genetically informed early interventions related to lifestyle and environmental risk factors and disease susceptibilities,
such as introducing diagnostics and treatments at the right time for the right person
to maximize therapeutic benefit.3
A blossoming research field
Although genetic factors do not account
for all therapeutic response variability,
PGx holds promise to help scientists
move away from a one-size-fits-all mentality in drug development, enabling
more personalized treatment choices
and drug doses, and successful translational applications.1
The therapeutic utility of PGx stems in
large part from scientific progress identifying molecular pathways associated
with drug pharmacokinetics and pharmacodynamics, and evidence that interindividual genetic studies can yield controllable research questions and answers.
PGx encourages researchers to continue
exploring new drug discovery and development avenues.2
In addition to its growing relevance
in academic research settings, PGx
investigations may improve patient outcomes and enable more clinical implementation of genomics in future precision medicine. This can help reduce
the economic burden of adverse drug
reactions by helping the right medication reach the right patient at the
right time, with less trial and error.1
See references on page 8
THE PROMISE AND POWER OF PHARMACOGENOMICS 4
TOOLS AND
TECHNOLOGIES FOR
PHARMACOGENOMICS
Following the footsteps and
findings of the Human
Genome Project, scientists
use and develop genetic technologies to optimize therapeutic response through pharmacogenomics
(PGx).1 Technological advances, stateof-the-art testing platforms, optimized
methods, and standardized laboratory practices help researchers make
clinically relevant and genomically
informed choices during targeted therapeutic development.2
History of PGx insights
Over the past two decades, PGx research
has driven successful precision medicine
efforts, progressing the field into standard of care applications and paradigm
shifting drug discovery. Early PGx studies established drug–gene variant pairs
as fundamental units of precision medicine, centering pharmacokinetic, pharmacodynamic, and genetic mechanisms
that provide insight into personalized
drug dosing.2
These initial steps toward present-day
PGx applications were largely taken by
global experts in specific disease fields
at academic medical centers. As a result,
DNA testing lacked regulatory oversight
and standardization and was not widely
adopted across clinical and translational
research laboratories.2
Alongside increased inclusion of
genetic information on drug labels in the
late 1990s and early 2000s, new technologies for genome-wide marker arrays,
data management, and sequencing instigated more standardized and regulated
PGx-guided drug development.2,3 These
techniques ultimately replaced inefficient and manual laboratory practices
for DNA extraction, Sanger sequencing,
and variant determination, enabling
technical scalability in the PGx field.2
Power in the present
Scalable technologies and evidence-supported best practices for large scale
genome-informed breakthroughs have
emerged as key PGx tools. Advances in
genotyping and sequencing enable standardized, regulated, and efficient data
production.2 For example, high throughput techniques including real-time
PCR, microarrays, and whole genome
sequencing offer researchers speed and
scalability and provide a foundation for
automated variant detecting methods.2
Fully established PCR-based methods
for PGx help achieve industrial genotyping efficiency. Real-time PCR technological advances contribute to scalable,
off-the-shelf assays that detect genetic
variation related to drug metabolizing enzymes, transporters, and receptors.2 For instance, in multicenter
studies such as the INGENIOUS and
PREPARE trials, scientists used PCRbased genotyping of known actionable
alleles to investigate PGx predictors of
adverse reactions for drug–gene pairs
involved in pharmaceutical metabolism, enabling genotype-guided therapeutic dose considerations.2,4,5
Promise of the future
Many commonly prescribed drugs and
those in development pipelines lack efficacy or produce serious adverse reactions
for subsets of patients. Globally, adverse
reactions are substantial disease burdens
that significantly contribute to healthcare
costs. Factors such as dosage, administration frequency, and patient genotype
influence the likelihood of a drug causing an adverse reaction, which may lead
patients to switch or discontinue treatment.6
Advances in PGx technology may
help remedy these costly drug development and prescription pitfalls for pharmaceutical, industry, and academic
researchers alike.7
PGx is expected to continue providing
personalized medicine solutions in drug
development, helping scientists optimize
doses, avoid toxicities, simplify clinical
trials, and increase successful drug development rates. Researchers may also use
PGx methods for biomarker discovery,
turning to the latest technologies such as
genotyping panels and next-generation
sequencing to search for novel clinically
relevant targets.1,2
Large scale research projects made possible by the new genetic technologies continue to innovate and inform PGx testing
for precision medicine.2 Future opportunities to build best-practices in PGx
research include tailoring and reporting
allele variation frequencies across diverse
population samples to broaden drug discovery and development horizons.2,8
Finally, the recent upsurge in pointof-care testing driven by the covid pandemic, such as PCR-based viral genotyping, underscores the unique potential
and power of rapid and scalable molecular diagnostic platforms. Current
technologies and future tools can be
expected to provide quick, actionable results and routine PGx testing
with fast turnaround for clinically relevant precision medicine applications.2
5
F
or the first fourteen years of
her career, Dr. Becky Winslow
practiced as a clinical pharmacist
and directed pharmacy
operations. She became interested
in pharmacogenomics (PGx) eleven years
ago when she first worked as a clinical
science liaison between a PGx laboratory
and clinicians using their PGx test. Dr.
Winslow was impressed by PGx’s potential
to improve the negative medication outcomes
she witnessed patients experience while
practicing pharmacy. In the barriers holding
PGx from helping more patients, she saw
opportunities to repurpose her education,
work experience, and skills to move PGx
towards being a standard laboratory test
prescribers use to manage medications.
Finding success in PGx consulting, she
rebranded her original clinical pharmacy
consulting business to inGENEious RX.
Since then, as a PGx Subject Matter Expert
and Head Consultant at inGENEious RX
and co-host of the Precision Health and PGx
Podcast, Winslow has supported PGx stakeholders in various capacities, using her scientific and clinical education to bridge the gaps
in PGx between the bench and the bedside.
Q: Why is PGx important in the
context of translational research?
Translational research is a systematic effort to convert basic research knowledge into practical applications to enhance
human health. PGx research is a type of
translational research, and I would say PGx
is the epitome of applying scientific discoveries made in the laboratory to real world medical practice. PGx is an interdisciplinary field,
starting at the bench with researchers, and
including clinicians, patients, policymakers,
and payers. For example, laboratory research
outcomes include published guidelines for
how to use PGx in the clinical setting. Those
guidelines started at somebody’s lab bench;
we would not have them without scientists.
Q: What types of tools enable
PGx research?
PGx research in a laboratory setting
involves a variety of tools and technologies
to analyze genetic variations and their effect
on drug response. Sanger sequencing is a
first generation DNA sequencing method.
Researchers use this method to clinically test
for single base pair changes or identify small
insertions and deletions when they suspect
variants in a known gene-linked disease. It
is the gold standard for confirming genetic
variants quickly in a cost effective manner for
a low number of targets but would not likely
be used for large sample numbers. Next generation sequencing (NGS) is massive parallel sequencing that revolutionized genomic
research. It can identify more variants than
traditional Sanger sequencing and provide
information on the full genomic variation
spectrum in a single experiment. It can also
identify unknown and completely novel variants. NGS technologies enable researchers to
sequence entire genomes or specific regions
of interest in a quick and cost effective manner. Microarrays are another genotyping
technology used to analyze large numbers
of variants simultaneously. For example,
microarrays are useful in large scale studies
to identify genetic variants associated with
drug response traits or adverse drug reactions. This method can detect single nucleotide polymorphisms, as well as copy number variations. Lastly, PCR is a genotyping
technology that amplifies millions to billions of copies of a specific segment of DNA
that contains genetic variants of interest,
such as single nucleotide polymorphisms
or insertion or deletion mutations. PCR
products can also be used to determine the
presence or absence of specific genetic variants. By quantifying gene expression levels,
researchers can investigate how genetic
variants influence gene expression profiles and subsequent drug response phenotypes. It is useful for detecting rare genetic
variants and analyzing smaller sample volumes through target amplification.
Q: What are the challenges and
considerations that PGx researchers face?
Study design and clinical implementation are challenges because of the complexity of genetic variation. Researchers must
navigate that complexity to identify clinically relevant genetic markers associated
with drug efficacy, safety, and toxicity. Drug
response, for example, is multifactorial. It is
important to control for nongenetic factors
such as environmental and lifestyle factors
that complicate the interpretation of PGx
data. Another challenge is validation and
reproducibility. Robust validation of pharmacogenetic associations is essential to
ensure that study findings are reliable and
reproducible. Large scale replication studies in diverse populations are needed to
confirm the clinical utility of genetic markers. Researchers must also adapt to a constantly changing regulatory environment
and develop infrastructure to store and
translate research data.
Q: What excites you about the
future of PGx research?
PGx research will continue to catalyze innovation in drug development, drug
repurposing, and gene editing, fostering
safe and effective medication invention and
possibly eliminating the need for medication. A world in which toxic and nontherapeutic medication outcomes and their costs
to healthcare stakeholders, patients specifically, are reduced or extinct is extremely
exciting to me as my career goal has always
been to improve others’ lives.
This interview has been condensed and
edited for clarity.
THE PROMISE AND POWER OF PHARMACOGENOMICS
BRIDGING BENCH
AND BEDSIDE WITH
PHARMACOGENOMICS
An interview with Becky Winslow, PharmD
Pharmacogenomics Subject Matter Expert, Head Consultant
Above image: Becky Winslow, PharmD
Courtesy of Luke Hastings, Video In Progress LLC
Many factors affect how a patient responds to a drug.
Pharmacogenomics (PGx) is a subset of precision
medicine that focuses on the genetics behind different
pharmaceutical interactions, toxicities, and efficacies.
PGx improves drug discovery and development by
helping scientists determine the right medication, dose,
and lifestyle considerations for a given intervention.
Many therapies in drug development pipelines miss
the mark, producing serious adverse side effects or
no therapeutic benefit for subsets of patients. PGx
holds power and potential to help remedy costly drug
development pitfalls for pharmaceutical, industry, and
academic researchers and reduce the economic and
healthcare burden of adverse drug reactions.
Technological advances and high throughput
techniques including real-time PCR, microarrays,
and whole genome sequencing offer scientists
speed and scalability in PGx research and create a
solid foundation for future methods. This includes
off-the-shelf assays that detect actionable drug–
gene variation pairs and biomarkers involved in
adverse reactions and therapeutic success.
PHARMACOGENOMICS:
Scalable techniques and actionable insights
On-Demand Webinar
Laboratories use the same laboratory equipment they invested in for COVID testing to perform PGx testing. With
COVID testing reimbursement changing, many laboratorians
are considering implementing PGx testing. PGx test panel
design and test utilization that align with payers’ medical necessity definitions are key to pharmacogenomics laboratories’ financial viability and sustainability.
Flyer: Medicines Impacted by Genetics
Medicines can lead to a potential drug–gene interaction, but
PGx can help reduce that risk. This resource is intended to
help guide decision-making selecting pharmacogenomics
(PGx) panels for the research of common medications.
Whitepaper: Integrating pharmacogenomics
into the standard of care
Discover the benefits and strategies for integrating pharmacogenomics into standard care to optimize treatment decisions
and improve patient outcomes.
Infographic
Get the facts on the importance of PGx testing and the impact
PGx can have on medication management.
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THE PROMISE AND POWER OF PHARMACOGENOMICS 8
Article 1: Pharmacogenomics: Driving
progress in precision medicine
1 ) Pirmohamed M. Pharmacogenomics:
Current status and future perspectives.
Nat Rev Genet. 2023;24(6):350-362.
2 ) Jarvis JP, et al. Maturing
pharmacogenomic factors deliver
improvements and cost efficiencies. Camb
Prism Precis Med 2022;1.
3 ) Aneesh TP, et al. Pharmacogenomics: The
right drug to the right person. J Clin Med
Res. Published online 2009. doi:10.4021/
jocmr.v0i4.207
Article 2: Tools and technologies for
pharmacogenomics
1 ) Pirmohamed M. Pharmacogenomics:
Current status and future perspectives.
Nat Rev Genet. 2023;24(6):350-362.
2 ) Jarvis JP, et al. Maturing
pharmacogenomic factors deliver
improvements and cost efficiencies.
Camb Prism Precis Med 2022;1.
3 ) Tutton R. Pharmacogenomic biomarkers
in drug labels: what do they tell us?
Pharmacogenomics. 2014;15(3):297-304.
4 ) Swen JJ, et al. A 12-gene
pharmacogenetic panel to prevent
adverse drug reactions: An openlabel, multicentre, controlled, clusterrandomised crossover implementation
study. Lancet. 2023;401(10374):347-356.
5 ) Eadon MT, et al. The INGENIOUS
trial: Impact of pharmacogenetic
testing on adverse events in a pragmatic
clinical trial. Pharmacogenomics J.
2023;23(6):169-177.
6 ) Sultana J, et al. Clinical and economic
burden of adverse drug reactions. J
Pharmacol Pharmacother. 2013;4(1_
suppl):S73-S77.
7 ) Harper A, Topol EJ. Pharmacogenomics
in clinical practice and drug
development. Nat Biotechnol.
2012;30(11):1117-1124.
8 ) Martin A, et al. An assessment of
the impact of pharmacogenomics
on health disparities: a systematic
literature review. Pharmacogenomics.
2017;18(16):1541-1550.
References
© 2024 Thermo Fisher Scientific Inc. All rights reserved. All trademarks are the property of
Thermo Fisher Scientific and its subsidiaries unless otherwise specified. COL028295 0624
Learn more at thermofisher.com/pgx
The future of health care may include
factoring genetic test results into treatment
decisions. Applied Biosystems™ products help
drive pharmacogenomics advancements, and
we continue to participate in collaborations to
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