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23/04/2018
1
Pharmacogenomics: Challenges
and Opportunities
Munir Pirmohamed
David Weatherall Chair of Medicine, University of Liverpool
Executive Director, Liverpool Health Partners
Disclosures
Area Disclosure
Funding for studies MRC, NIHR, EU
General Research Support MRC, Wolfson and Dept of Health
Consultant No relevant conflicts of interest to declare
Major Stockholder No relevant conflicts of interest to declare
Honoraria No relevant conflicts of interest to declare
Scientific Advisory Board No relevant conflicts of interest to declare
Government Advisory
Committees
Commission on Human Medicines
Pharmacovigilance Expert Advisory Group (Chair)
23/04/2018
2
Variability in Drug 
Efficacy
The vast majority of drugs ‐
more than 90 per cent – only 
work in 30 to 50 per cent of 
the people
Adverse Drug Reactions
23/04/2018
3
Genetic Contribution
 Many factors determine response 
to drug, some of which are 
environmental and clinical
 We do not know the overall 
genetic contribution to drug 
response
 The genetic effect will vary 
according to drug and response
Definitions
Pharmacogenetics
(after Vogel, 1957)
Pharmacogenomics
(after Marshall, 1997)
The study of variations of DNA and
RNA characteristics as related to drug
response
The study of variations in DNA
sequence as related to drug response
ICH Topic E15, November 2007
“Variability is the law of life”
Sir William Osler (1849‐1919)
23/04/2018
4
Pharmacokinetics
Absorption Distribution Metabolism Excretion
Environmental factors
Genetic factors
Patient‐related factors
Concomitant disease
Pharmacodynamics
Cell Organ
Environmental factors
Genetic factors
Patient‐related factors
Concomitant disease
23/04/2018
5
A Concept of Personalised Medicine 
Environmental factors
Drug variability
Molecular definition
Phenotypic definition Current standard
Disease stratification
Pharmacogenomics
Personalised Medicine
Pirmohamed, Annu. Rev. Genomics Hum. 
Genet. 2014. 15:15.1–15.22
Pythagoras (6th Century B.C.)
 “…..be far from fava beans 
consumptions”
 Met death in Ancient Italy 
because he refused to cross a 
field of beans 
Fava
beans
RBC
haemolysis
FAVISM
G6PD
23/04/2018
6
Withdrawal of Antimalarials Because of G6PD 
Deficiency in African Populations
 Chlorproguanil‐dapsone (Lapdap) 
and CD artesunate (CDA)
 As effective as other antimalarials
 Cheap
 Lower Hb in G6PD deficient 
patients 
Pharmacogenomic Variation
Efficacy
Cancer and 
non‐cancer 
treatments
Dosing
Precision 
dosing
Safety
Serious 
adverse 
drug 
reactions
23/04/2018
7
Cancer – The Poster Child for 
Pharmacogenomics and Precision Medicine
Science
(current issue)
Cystic Fibrosis
23/04/2018
8
 New CF drug, ivacaftor
 Targets G551D mutation in the CFTR 
gene (4% of CF population)
 Fantastic innovation with increases 
in FEV1 ~10%
• 200 scientists
• 600,000 compounds screened
• In silico screening of 2.7 million 
compounds
• 3 possible candidates
Indication expanded in 2014:
G178R, S549N, S549R, G551S, G1244E, 
S1251N, S1255P, and G1349D
 Childhood motor neurone 
disease
 Deafness, speech and 
swallowing problems, face and 
limb weakness and breathing 
problems
 Rare, autosomal recessive
 About 60 cases reported
 Exome sequencing
Brown‐Vialetto van Laere syndrome
High dose riboflavin (Vitamin B2)
23/04/2018
9
Poison is in everything, 
and no thing is 
without poison. The 
dosage makes it either 
a poison or a remedy
Paracelsus, 1493-1541
Dose = exposure
Variability in Drug Concentrations 
after Fixed Dosing
23/04/2018
10
Eliglustat
 Glucosylceramide 
synthetase inhibitor
 Licensed for Gaucher’s
disease by FDA in 2014
 CYP2D6 and CYP3A4 
substrate
 CYP2D6 EMs or IMs: 
84mg orally twice daily
 CYP2D6 PMs: 84mg 
orally once daily
• CYP2D6: metabolism of 25% of drugs including codeine and psychiatry drugs
• PM: lack of efficacy of codeine, while high exposure and potential for ADRs with other 
drugs
• URM: codeine – resp depression; with other drugs – lack of efficacy
 Number of users UK:
600,000
 Dose (mg) range per day:
0.5‐20
 Fold variability in dose:
40
 Major bleeding rate per 100‐
person years:
2.6
 Ranking in ADR list:
3
Warfarin 
Approved for human use in 1954
23/04/2018
11
GWAS Warfarin Mean Weekly Dose 
(UK Prospective Cohort; n=714)
CYP2C9
VKORC1
Total = 57.9%
Age: 11.2%
Height 3.56%
Weight: 5.98%
Interacting meds: 0.98%
Sum of interacting meds: 2.2%
VKORC1: 25.61%
CYP2C9: 16.65%
CYP4F2: 0.49%
Pharmacogenetic‐Based Dosing:  Warfarin 
Randomised Controlled Trial
 FP7 sponsored EU trials
 454 patients
 226 in genotype arm
 228 in standard care arm
 Point of Care test for 
genotyping
European Union Pharmacogenetics 
of AntiCoagulant Therapy
23/04/2018
12
Genotyped arm 
%TTR
Standard dosing 
(control) arm 
%TTR
Adjusted 
Difference
P value
ITT ANALYSIS (n= 211 vs 216)
67.4% 60.3% 7% P<0.001
PER‐PROTOCOL (n=166 vs 184)
68.9% 62.3% 6.6% P=0.001
PRIMARY OUTCOME MEASURE: Percent time within therapeutic INR range 2.0‐
3.0 (TTR) during 12 weeks following the initiation of warfarin therapy
EU‐PACT Cost Effectiveness
incremental cost-effectiveness ratios (ICERs)
were £6,702 and 253,848 SEK per QALY gained
23/04/2018
13
Serious Adverse Drug Reactions
Toxic Epidermal Necrolysis
Hepatocellular hepatitis
Human Leucocyte Antigens (HLA)
 On short arm of 
chromosome 6
 Involved in the 
pathogenesis of immune‐
mediated adverse drug 
reactions
 Most work undertaken 
with type IV (T‐cell) 
mediated reactions
23/04/2018
14
HLA‐B*57:01 and Abacavir Hypersensitivity
CHANGE IN INCIDENCE OF ABACAVIR 
HYPERSENSITIVITY AFTER INTRODUCTION OF 
PROSPECTIVE GENOTPYING
 Cost effective
Associations of Serious Adverse 
Drug Reactions with HLA Alleles
23/04/2018
15
HLA Platform
Mr SPOT
Histomatch software
Standard type of wells with the SSO 
spotted on to the base of the well in a set 
pattern which can be recognised by the 
Histomatch software
Diagnose
Predict
Exclude Understand
Pre‐empt
Monitor
Genomic testing can 
be used for more 
than prediction
23/04/2018
16
Changing Demographics
• Multiple diseases
• Multiple organ systems affected
• Deterioration in:
• Renal function
• Liver function
• Respiratory function
• Cognitive function
• Mobility
• Polypharmacy
At least one high risk 
variant
At least one 
actionable variant
No actionable 
variants
91%
Frequency of actionable genotypes in the first 10,000 
PREDICT patients (slide courtesy of Dan Roden)
23/04/2018
17
• Over 50 years
• Polypharmacy patients
• Small trial n=57 vs 53
• Pharmacogenetic profiling
• Clinical outcome measures
• We already have kidney and 
liver tests before we 
prescribe.
• What if we also had genetic 
profiling?
The Horizon 2020 U‐PGx project
Ubiquitous Pharmacogenomics in the EU
Thanks to the U‐PGx team and HJ Guchelaar
for the slides
Implement pre‐emptive PGx
testing in a real world clinical 
setting across 7 EU sites using 
DPWG guidelines
Evaluate patient outcome and cost 
effectiveness in a RCT
23/04/2018
18
N=8,000
Project Outline
COMPONENT III
COMPONENT II
COMPONENT I
COMPONENT 
IV

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