les sheffield
TRANSCRIPT
Genome Sequencing in Predicting Drug
Response
All drugs are not created equal, neither are the patients
who use them” (JAPHA 2011)
© GenesFX
Pharmacogenomics – The First Application of Personalised Medicine
• Pharmacogenomics = study of genetic variations that
influence drug response
– correlate genetic change such as single-nucleotide polymorphisms
(SNPs) with a drug’s efficacy or toxicity
– Up till now do single genes and
• Specific mutations.
© GenesFX
Who can drink coffee before bed?
• Caffeine is converted to xanthenes (theobromine,
aminophylline)
• Converted by an enzyme called Cytochrome P450 1A2
(CYP1A2)
• 50% of people are fast metabolisers of CYP1A2
• Some drugs won’t work for those people
© GenesFX
Individual differences in response to medications
• Inter-individual differences in response was first described by
Pythagoras in 510 BC. He noted that some individuals
developed anaemia in response to fava bean ingestion.
(G6PD)
• Cytochrome P450s developed to protect the body from
poisons and now involved in drug metabolism
• About 40% of drug metabolism is mainly carried out by the
enzymes CYP2C9, CYP2C19 and CYP2D6
© GenesFX
1. Non-genetic
Factors
Intrinsic
• Age
• Gender
• Pregnancy
• Disease
Extrinsic
• Diet
• Smoking
• Medications
• Medical
Interventions
• Haemodialysis
• Organ
transplant
Variability in Drug Response
2. Genetic
Factors
• Drug metabolising
enzymes
• Drug transporters
• Drug receptors
• Channel proteins
• HLA- immune
factors
http://www.healthplexus.net/files/images/2008/CGS/prescribingfig1.jpg
“Matching”
in RCT
3. Cancer cell
genetic changes
Genotype then prescribe
The practice of psychopharmacology is gradually becoming more evidence
based, and clinicians can accurately predict how individual patients will
respond to specific medications Mrazek (2006), “Psychiatric pharmacogenomics”
Case study
A 16 year old girl presented with
depression and anxiety
She was prescribed sertraline (Zoloft) and
diazepam (Valium)
Became suicidal , agitated, tachycardia
(serotonin syndrome), made several suicide
attempts and was hospitalised.
Gradually taken of the drug and made
complete recovery
The RIGHT DRUG - Depression
CYP2C19 enzyme is the main enzyme responsible for metabolising both
sertraline and diazepam
Results: CYP2C19 *2/*2 Poor Metaboliser
Personalised treatment of Depression
What Happened?
CYP2C19Sertraline Desmethylsertraline
(negligible action)
NordiazepamCYP2C19
Diazepam
Narrow therapeutic index
Active Drug
CYP450 Enzyme
• Inactive Metabolite
No effect
Toxicity
Effect of non function of CYP450
CYP 2D6, CYP2C9,CYP3A4,CYP2B6
© GenesFX
SLOW REDUCED NORMAL FAST
Metabolic Speed
Dru
g C
on
cen
trati
on
Optimal
Drug Effect
No efficacy
TOXICITY
The effect of metabolism on the level of the drug
© GenesFX
CYP450 Allele Nomenclature
Family
(>40%)
Isoform
CYP 2 D 6
Cytochrome P450
SuperfamilySubfamily
(>55%)
*4
ALLELE
© GenesFX
DNAdose – the right medication at the right dose
based on your DNA
Presented at HGM2012 (March
GenesFX in-house data on genotype diversity in
Australian population (n=1619)
Study many genes -
• Web tool genesfx.com and dnadose.com
© GenesFX
Adverse Drug Reactions- Australia
• GP’s report 10% of patients experience ADR’s, of which
45% rated as moderate to severe. 7.6% resulted in
hospitalisation. (30% over 80years)
(MJA 2006;184(7):321).
• Therapeutic Goods Administration
– 140,000 patients admitted to hospital with an ADR
each year
– The cost is $14,000 extra per admission (Deloitte
report)
Second National Report on Patient Safety from the Australian Council for Safety and Quality in Health Care (2002)
© GenesFX
ADVERSE DRUG REACTIONS-US
• Over 2 million ADRs/year in the US.
• Over 100,000 deaths annually (6th leading cause of death in the U.S.*)
• Drug-related injuries occur in ~ 6.7% of
hospitalized patients
• Annual Hospital cost US$1.6 to 4 billion*Lazarou et al: Incidence of adverse drug reactions in hospitalized patients: a meta
analysis of 39 prospective studies. JAMA 1998; 279:1200-1205.
Gurwitz JH. Am J Med. 2000 Aug 1;109(2):87-94
© GenesFX
Macro economic benefits-Deloitte report 2008
• Potential economic $2.1 billion - $5.5 billion
over 5 yr
– 0.5%-1% all admissions
• Avoided wastage: $360 million - $720 million
over 5 years
• Improved quality: reduced strokes and breast
cancer / equivalent to more than $1 billion -
$6billion
• Total Savings 12 Billion over 5 years in
Australia
© GenesFX
Standard dose/drug hope for the best
Preliminary work with Garvan Institute using whole gene sequencing
• Started with genes of DNA dose
• Send the outputs and read the genotypes
• Incorporate into pharmacogenomic reports
SnpTool(Genotype Calculator)
CYP2C19 *1/*2
Report writing/decision support software
XXConstruct
LibraryXX Sequence
Analyse Data
Genotype Drug Report
Genotype
Genotype
• *4/*4Drug
Pharmacogenomic Whole Genome Sequence Pipeline
C,G,A,T
Report
© GenesFX
Current testing of 4 genes beneficial- much improved
benefit from WGS?
• DNAdose is a multi-gene test that covers ~ 50% of commonly prescribed
medications- (4 Genes)
• Test 4 genes and separate common mutations
• Eg CYP2D6 15 mutations
• CYP2C19 -3
• Multi-gene test
• CYP2D6• CYP2C19• CYP2C9• VKORC1
• 1300 Support line for doctors
• Online support tool at www.genesfx.com
Narrow therapeutic index
Sertraline
CYP450 Enzyme
• Inactive Metabolite
No effect
Toxicity
Which CYP450?- All known mutations?
CYP 2D6, CYP2C9,CYP3A4,CYP2B6
as well CYP2C19 all mutations
The literature and WGS
• 2013 Potential and difficulties
• JAMA March 2014- Tested Genes in DNAdose and regarded as significant findings recommended by PharmGKB CPIC. 11/12 had a >=1 with associated recommendation. Each individual had 1-3 changes. 3-10 additional changes per individual with PharmGKB evidence level 1B or higher.
• 2014(March) Huser et al 6 CPIC guidelines. 69 patients-Statin recommendation in 16%
Francis Collins and Pharmacogenomics
• Head of USA National Genome Research Institute Group(2003).
• “pharmacogenomics was expected to be one of the first benefits of the genome sequencing knowledge”
• In December 2013 , as the Director of NIH, and the 10 year anniversary of the sequencing he said that Pharmacogenomics was a major area of opportunity which is yet to be fully exploited.
Why not widely used in hospitals?
• Not realised because individual tests have to be ordered. If the whole genome results were in the EMR which allow a much faster use of the information to “get the right drug in the right dose for each patient”
• However our experience says this information is useless unless you have a whole a proper report matching the genetic findings with the drugs.
Implementing a pharmacogenomic testing and a pharmacogenomic decision support software system in a public hospital
Pharmacogenomics Decision Support System:
Market Validation Program (MVP)
A Major Teaching Hospital in Melbourne
• Accurate, fast and relatively cheap sequencing
• Methods of storing this and making it readily available
• For pharmacogenomics you need a system to be
knowledgeable about how the PGx genotypes interact with
specific drugs and drug combinations (extra steps in the
pipeline)
• You need a decision support system to help make this
information usable.
To make the most of WGS and Pharmacogenomics we
need
The right drug in the right dose OR?
Favourite Drug A or B?
And/Or what shall I eat for lunch ?
© GenesFX
CPIC Guidelines for CYP2D6 and CYP2C19 Genotypes and
Dosing of TCAs - 2013
Adapted from: Hicks JK et al. Clinical Pharmacogenomics Implementation Consortium Guidelines for CYP2D6 and CYP2C19 Genotypes and Dosing of Tricyclic Antidepressants. Clinical Pharmacology & Therapeutics. 2013 May;93(5):402-408.
Some items in case presented recently published in
growing body of evidence
Swen et al (2011)