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Developing a Biomarker strategy
What can drug discovery translational research do
increase success?
Gayle Marshall
Lead Scientist - Biomarkers
MDC Connects
Webinar Series
Wednesday,
17 June 2020
© 2019 Medicines Discovery Catapult. All rights reserved.
Why do we need to develop a biomarker strategy?
• Many drugs fail in the clinic costing >15 years and $2 billion per medicine
• Whilst many compounds and target hypotheses fail before the clinic many drugs still go onto the clinic to fail there.
• Clinical trials are expensive with high attrition rate due to:
• Lack of efficacy
• PK/PD
• Wrong safety profile
• Wrong strategy
• Key is to understand the clinical questions
• Build testable and scientific evidence to transition between pre-clinical and the clinical setting
• Use early studies to test hypothesis
Target
Identification
Target
Validation
Lead
Identification
Lead
Optimisation
Pre-clinical Clinical
© 2019 Medicines Discovery Catapult. All rights reserved.
• A biomarker strategy is set out to
answer a range of key clinical questions.
• Biomarkers are to be identified and
tested through pre-clinical and into
clinical testing, mitigating risks and
testing hypothesis.
• This ensures a more informed clinical
study design and project decision-
making – A robust clinical strategy
What is a Biomarker strategy?
Generating
testable
scientific
hypothesis to
support drug
development
What dose
level?
What
schedule?
Which
disease?
Which
patients?
Is this better
than current
standards of
care?
Combination
options?
Acquired
resistance?
© 2019 Medicines Discovery Catapult. All rights reserved.
When do you think about introducing Biomarkers?
Biomarker Discovery
Strategy and delivery
Key Biomarker questions to support clinical study design
• PharmacoDynamic (PD) / Proof of Mechanism (PoM)
– Does the drug hit its target?
• Proof of Principle (PoP) – Does the morphology
change due to modulation of the target?
• Proof of Concept (PoC) – What are the clinical effects
• Predictive biomarkers – Can you predict you have an
effect
• Patient Selection – Which patients will best respond?
• Safety biomarkers – What safety considerations need
to mitigate?
• Are there potential markers of resistance?
• What are the best combination options?
• How does response compare to current Standard of
Care (SoC)
© 2019 Medicines Discovery Catapult. All rights reserved.
• There are many potential impactful applications for the use of clinical biomarkers.
• Diagnostics - Patient selection (treatment decision or recruitment onto a clinical study)
• Translational Science – Support clinical development Go/No Go decision making, defining the right dose
and impact on the disease biology.
• Many biomarkers have been identified yet very few have entered the clinic as a diagnostic.
• Biomarker uptake can be due to the fact identified clinical biomarkers may still lack clinical utility.
• Complex and underestimated (variability of the marker)
• Lack of understanding of the pathology and heterogeneity of the disease
• Use of inappropriate samples for discovery and validation
• Methodology Limitations
In 2019 there were more than 880 000 papers indexed in PubMed directly related to
biomarkers. Despite advances in laboratory technology and an enormous expansion in
relevant literature, we seem quite far from widespread clinical use of biomarkers in
discovery, treatment, or monitoring. In fact, in cancer, for example, today there exists only
a few dozen clinically relevant biomarkers in use.
The Challenge
© 2019 Medicines Discovery Catapult. All rights reserved.
For many targeted drugs the presence of the target is usually a good place to start
• Cases where the target amount is predictive:
Herceptin –HER2
Pembrolizumab, nivolumab, durvalumab etc. – PD-L1 (sometimes…)
• Cases where the target is predictive:
Crizotinib–ALK fusions
Vemurafenib –BRAF V600E
Tagrisso–EGFR T790M
• Cases where target levels are not predictive:
Lynparza–PARP levels not predictive, BRCA mutation is
Cetuximab –EGFR levels not predictive, KRAS mutation is
Start with the expression of the target – oncology examples
© 2019 Medicines Discovery Catapult. All rights reserved.
• Gefitinib (ZD1839) is an EGFR tyrosine kinase inhibitor which
blocks signalling through the epidermal growth factor
receptor.
• When Gefitinib was launched in Japan 2002.
• It was approved as monotherapy for the treatment of
patients with locally advanced or metastatic NSCLC after
failure of both platinum-based and docetaxel
chemotherapies.
• EGFR mutations first observed in 2004
• Gefitinib is currently approved for the treatment of 1st line
EGFR M+ advanced NSCLC patients in 85 countries.
• Phoenix from the flames but not every drug has a happy
ending so what can we do to ensure we know this
information from the start?
Biomarker Example Drug Development Impact
© 2019 Medicines Discovery Catapult. All rights reserved.
• Understand the biology
• Pre-clinical translational studies
• Determine whether to go down the targeted biomarker route as early as possible
• The tissue is the issue – collect as many samples as possible
• No sample no biomarker
• Pathologists are key
• Conflict between push for faster studies and push for targeted healthcare, fast recruited are not often the most
experienced at sample collection
• A targeted drug needs a diagnostic approach
• It matters
• What you measure
• How you measure it
• How you define a positive cut off
Lessons Learned from landmark studies
© 2019 Medicines Discovery Catapult. All rights reserved.
Better clinical study
design
Cell models that better
reflect the patient
Multiplex readouts for a deeper
understanding of drugs and disease
Back
translation
• PharmacoDynamic (PD) / Proof
of Mechanism (PoM)
• Proof of Principle (PoP)
• Proof of Concept (PoC)
• Predictive biomarkers
• Patient Selection
• Safety biomarkers
• Additional identification of
markers of resistance along with
combination options
Genomics Analysis
• Mutation analysis
• Genomic loss / gain
• Copy number changes
RNA Analysis
• Transcriptomics
• Gene expression profiling
• Gene Fusion expression analysis
Protein Analysis
• Proteomics
• comparisons to IHC
Metabolite Analysis
• Metabolomics
• (unique chemical Fingerprint)
Lipidomics
Imaging
Biomics
Protein analysis
• Clinical Tissue - Frozen and FFPE (mRNA, DNA
mutation, protein, gene fusions, miRNA, CNV)
• Blood (mRNA, circulating tumour cells,
circulating tumour DNA, PBMCs)
MDC Biomarker Translational Science Approach
© 2019 Medicines Discovery Catapult. All rights reserved.
Emerging Technologies for A Deeper Understanding of
Drug and Disease Biomarkers
- Advancing Biomarker Discovery through emerging technologies, multiplexed readouts can be interrogated for a deeper
understanding of drug and disease
- Hypothesis free and hypothesis driven biomarker analysis workflows are being established to compare gold standard methods
to emerging multiplexing platforms
Phosphocholine (m/z 772) in rat brain Phospholipids in rat brain, displaying
differential localisation.
m/z
810
m/z
772
m/z
844
- Focus on
Transcriptomics,
Lipidomics,
Metabolomics;
Proteomics
- Building spatial biomarker
analysis into our offering
- Mass Spectrometry
Imaging
- Nanostring GeoMx
Digital Spatial Profiler
Nanostring
GeoMx
Nanostring
Pathways
Leica Bond
IHC & ISH
MSI
DESI/MALDI
SIMOA/
Luminex
Confocal/Super
Res Microscopy
© 2019 Medicines Discovery Catapult. All rights reserved.
• Is the underlying biology adequately characterised?
• What is the prevalence and levels within patient tissue
• How heterogeneous?
Scientifically relevant
biomarker(s)
• Can the assay reliably detect the biomarker (e.g.
pharmacodynamics) change we expect to see clinically?
• Go/No Go thresholds defined
Assay Suitability
• Do we know when to take a clinical sample, how to ensure
stability of the marker and how many we will need to
provide a statistically robust decision?
Study design
• Can we deliver this assay in the real world?Sample
Assay Development - Clinical Utility Considerations
© 2019 Medicines Discovery Catapult. All rights reserved.
D538GMutsignalD538GWTsignal
Cycle 1 Day 1 Cycle 1 Day 2 Cycle 1 Day 15
Predictive hypothesis testing in early clinical development
Retrospective testing
• Where all comers are enrolled, biomarker testing is done at end of
study to determine outcomes in different groups
• This can be pre-defined (more statistical power) or more usually post-
hoc “hypothesis free” (potentially no statistical power)
- Subsequent prospective testing can validate findings
• Only informative for prevalent marker phenotypes
• Example - Phase I exploratory analysis
• Safety and tolerability
• Opportunity to test pre-clinical hypothesis
• Breast cancer example – oestrogen receptor (ER) down-regulator
• Detection of circulating tumour DNA by ddPCR
• Monitoring response with treatment
Early Clinical Biomarker opportunities
Longitudinal testing
ER(WT)ER(Mutation)
In depth, quantitative, pathways analysis,
supporting PoM and PoP in preclinical and clinical
samples.
Example - in vivo study for SME investigating IO
drug combination, data supporting clinical trial
strategy.
Investigated signatures of tumour, micro-
environment and immune response and drill deeper
into the key pathways involved.
Tumour infiltrating lymphocytes
Identification of key pathways and cell types in drug response from large
disease-relevant pre-defined or custom panels
Pathway Biomarkers
– Support Clinical combination Approach
Combo Drug 1 PBS Drug 2
© 2019 Medicines Discovery Catapult. All rights reserved.
Clinically ready assays - key information needs to be collated – Biomarker Strategy
• Is the underlying biology adequately characterised?
• Identify Right clinical questions - Bridge the gap between pre-clinical and clinical drug development.
• Develop the Right Biomarker Strategy - Through highly multiplex analysis understand the heterogeneity of the disease
to identify the Right biomarkers. Understand the prevalence and levels within patient tissue.
• Assay Suitability
• Right assays - Design and deliver robust assays to generate preclinical evidence that will translate across into the clinic.
Key to understand the decision-making cut offs
• Can the assay reliably detect the biomarker change we expect to see clinically
• Study design
• when to take a clinical sample, how to ensure stability of the marker and how many we will need to provide a
statistically robust decision
• Sample availability
• Right Samples – understand the variability of the biomarkers identified, collect the best samples to support the
hypothesis through pre-clinical models through to clinical testing.
Turning Molecules into Medicines
© 2019 Medicines Discovery Catapult. All rights reserved.
Acknowledgements
Pre-clinical Imaging – Juliana Maynard
Mass spectrometry Imaging – Philippa Hart/Ekta Patel
Acoustic Mist – Martin Bachman
Nanostring/GeoMx – Gayle Marshall/Michael Eyres
Simoa/ddPCR - Andrzej Rutkowski
Histology – Kevin Randall

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MDC Connects: Designing a Biomarker Strategy

  • 1. Developing a Biomarker strategy What can drug discovery translational research do increase success? Gayle Marshall Lead Scientist - Biomarkers MDC Connects Webinar Series Wednesday, 17 June 2020
  • 2. © 2019 Medicines Discovery Catapult. All rights reserved. Why do we need to develop a biomarker strategy? • Many drugs fail in the clinic costing >15 years and $2 billion per medicine • Whilst many compounds and target hypotheses fail before the clinic many drugs still go onto the clinic to fail there. • Clinical trials are expensive with high attrition rate due to: • Lack of efficacy • PK/PD • Wrong safety profile • Wrong strategy • Key is to understand the clinical questions • Build testable and scientific evidence to transition between pre-clinical and the clinical setting • Use early studies to test hypothesis Target Identification Target Validation Lead Identification Lead Optimisation Pre-clinical Clinical
  • 3. © 2019 Medicines Discovery Catapult. All rights reserved. • A biomarker strategy is set out to answer a range of key clinical questions. • Biomarkers are to be identified and tested through pre-clinical and into clinical testing, mitigating risks and testing hypothesis. • This ensures a more informed clinical study design and project decision- making – A robust clinical strategy What is a Biomarker strategy? Generating testable scientific hypothesis to support drug development What dose level? What schedule? Which disease? Which patients? Is this better than current standards of care? Combination options? Acquired resistance?
  • 4. © 2019 Medicines Discovery Catapult. All rights reserved. When do you think about introducing Biomarkers? Biomarker Discovery Strategy and delivery
  • 5. Key Biomarker questions to support clinical study design • PharmacoDynamic (PD) / Proof of Mechanism (PoM) – Does the drug hit its target? • Proof of Principle (PoP) – Does the morphology change due to modulation of the target? • Proof of Concept (PoC) – What are the clinical effects • Predictive biomarkers – Can you predict you have an effect • Patient Selection – Which patients will best respond? • Safety biomarkers – What safety considerations need to mitigate? • Are there potential markers of resistance? • What are the best combination options? • How does response compare to current Standard of Care (SoC)
  • 6. © 2019 Medicines Discovery Catapult. All rights reserved. • There are many potential impactful applications for the use of clinical biomarkers. • Diagnostics - Patient selection (treatment decision or recruitment onto a clinical study) • Translational Science – Support clinical development Go/No Go decision making, defining the right dose and impact on the disease biology. • Many biomarkers have been identified yet very few have entered the clinic as a diagnostic. • Biomarker uptake can be due to the fact identified clinical biomarkers may still lack clinical utility. • Complex and underestimated (variability of the marker) • Lack of understanding of the pathology and heterogeneity of the disease • Use of inappropriate samples for discovery and validation • Methodology Limitations In 2019 there were more than 880 000 papers indexed in PubMed directly related to biomarkers. Despite advances in laboratory technology and an enormous expansion in relevant literature, we seem quite far from widespread clinical use of biomarkers in discovery, treatment, or monitoring. In fact, in cancer, for example, today there exists only a few dozen clinically relevant biomarkers in use. The Challenge
  • 7. © 2019 Medicines Discovery Catapult. All rights reserved. For many targeted drugs the presence of the target is usually a good place to start • Cases where the target amount is predictive: Herceptin –HER2 Pembrolizumab, nivolumab, durvalumab etc. – PD-L1 (sometimes…) • Cases where the target is predictive: Crizotinib–ALK fusions Vemurafenib –BRAF V600E Tagrisso–EGFR T790M • Cases where target levels are not predictive: Lynparza–PARP levels not predictive, BRCA mutation is Cetuximab –EGFR levels not predictive, KRAS mutation is Start with the expression of the target – oncology examples
  • 8. © 2019 Medicines Discovery Catapult. All rights reserved. • Gefitinib (ZD1839) is an EGFR tyrosine kinase inhibitor which blocks signalling through the epidermal growth factor receptor. • When Gefitinib was launched in Japan 2002. • It was approved as monotherapy for the treatment of patients with locally advanced or metastatic NSCLC after failure of both platinum-based and docetaxel chemotherapies. • EGFR mutations first observed in 2004 • Gefitinib is currently approved for the treatment of 1st line EGFR M+ advanced NSCLC patients in 85 countries. • Phoenix from the flames but not every drug has a happy ending so what can we do to ensure we know this information from the start? Biomarker Example Drug Development Impact
  • 9. © 2019 Medicines Discovery Catapult. All rights reserved. • Understand the biology • Pre-clinical translational studies • Determine whether to go down the targeted biomarker route as early as possible • The tissue is the issue – collect as many samples as possible • No sample no biomarker • Pathologists are key • Conflict between push for faster studies and push for targeted healthcare, fast recruited are not often the most experienced at sample collection • A targeted drug needs a diagnostic approach • It matters • What you measure • How you measure it • How you define a positive cut off Lessons Learned from landmark studies
  • 10. © 2019 Medicines Discovery Catapult. All rights reserved. Better clinical study design Cell models that better reflect the patient Multiplex readouts for a deeper understanding of drugs and disease Back translation • PharmacoDynamic (PD) / Proof of Mechanism (PoM) • Proof of Principle (PoP) • Proof of Concept (PoC) • Predictive biomarkers • Patient Selection • Safety biomarkers • Additional identification of markers of resistance along with combination options Genomics Analysis • Mutation analysis • Genomic loss / gain • Copy number changes RNA Analysis • Transcriptomics • Gene expression profiling • Gene Fusion expression analysis Protein Analysis • Proteomics • comparisons to IHC Metabolite Analysis • Metabolomics • (unique chemical Fingerprint) Lipidomics Imaging Biomics Protein analysis • Clinical Tissue - Frozen and FFPE (mRNA, DNA mutation, protein, gene fusions, miRNA, CNV) • Blood (mRNA, circulating tumour cells, circulating tumour DNA, PBMCs) MDC Biomarker Translational Science Approach
  • 11. © 2019 Medicines Discovery Catapult. All rights reserved. Emerging Technologies for A Deeper Understanding of Drug and Disease Biomarkers - Advancing Biomarker Discovery through emerging technologies, multiplexed readouts can be interrogated for a deeper understanding of drug and disease - Hypothesis free and hypothesis driven biomarker analysis workflows are being established to compare gold standard methods to emerging multiplexing platforms Phosphocholine (m/z 772) in rat brain Phospholipids in rat brain, displaying differential localisation. m/z 810 m/z 772 m/z 844 - Focus on Transcriptomics, Lipidomics, Metabolomics; Proteomics - Building spatial biomarker analysis into our offering - Mass Spectrometry Imaging - Nanostring GeoMx Digital Spatial Profiler Nanostring GeoMx Nanostring Pathways Leica Bond IHC & ISH MSI DESI/MALDI SIMOA/ Luminex Confocal/Super Res Microscopy
  • 12. © 2019 Medicines Discovery Catapult. All rights reserved. • Is the underlying biology adequately characterised? • What is the prevalence and levels within patient tissue • How heterogeneous? Scientifically relevant biomarker(s) • Can the assay reliably detect the biomarker (e.g. pharmacodynamics) change we expect to see clinically? • Go/No Go thresholds defined Assay Suitability • Do we know when to take a clinical sample, how to ensure stability of the marker and how many we will need to provide a statistically robust decision? Study design • Can we deliver this assay in the real world?Sample Assay Development - Clinical Utility Considerations
  • 13. © 2019 Medicines Discovery Catapult. All rights reserved. D538GMutsignalD538GWTsignal Cycle 1 Day 1 Cycle 1 Day 2 Cycle 1 Day 15 Predictive hypothesis testing in early clinical development Retrospective testing • Where all comers are enrolled, biomarker testing is done at end of study to determine outcomes in different groups • This can be pre-defined (more statistical power) or more usually post- hoc “hypothesis free” (potentially no statistical power) - Subsequent prospective testing can validate findings • Only informative for prevalent marker phenotypes • Example - Phase I exploratory analysis • Safety and tolerability • Opportunity to test pre-clinical hypothesis • Breast cancer example – oestrogen receptor (ER) down-regulator • Detection of circulating tumour DNA by ddPCR • Monitoring response with treatment Early Clinical Biomarker opportunities Longitudinal testing ER(WT)ER(Mutation)
  • 14. In depth, quantitative, pathways analysis, supporting PoM and PoP in preclinical and clinical samples. Example - in vivo study for SME investigating IO drug combination, data supporting clinical trial strategy. Investigated signatures of tumour, micro- environment and immune response and drill deeper into the key pathways involved. Tumour infiltrating lymphocytes Identification of key pathways and cell types in drug response from large disease-relevant pre-defined or custom panels Pathway Biomarkers – Support Clinical combination Approach Combo Drug 1 PBS Drug 2
  • 15. © 2019 Medicines Discovery Catapult. All rights reserved. Clinically ready assays - key information needs to be collated – Biomarker Strategy • Is the underlying biology adequately characterised? • Identify Right clinical questions - Bridge the gap between pre-clinical and clinical drug development. • Develop the Right Biomarker Strategy - Through highly multiplex analysis understand the heterogeneity of the disease to identify the Right biomarkers. Understand the prevalence and levels within patient tissue. • Assay Suitability • Right assays - Design and deliver robust assays to generate preclinical evidence that will translate across into the clinic. Key to understand the decision-making cut offs • Can the assay reliably detect the biomarker change we expect to see clinically • Study design • when to take a clinical sample, how to ensure stability of the marker and how many we will need to provide a statistically robust decision • Sample availability • Right Samples – understand the variability of the biomarkers identified, collect the best samples to support the hypothesis through pre-clinical models through to clinical testing. Turning Molecules into Medicines
  • 16. © 2019 Medicines Discovery Catapult. All rights reserved. Acknowledgements Pre-clinical Imaging – Juliana Maynard Mass spectrometry Imaging – Philippa Hart/Ekta Patel Acoustic Mist – Martin Bachman Nanostring/GeoMx – Gayle Marshall/Michael Eyres Simoa/ddPCR - Andrzej Rutkowski Histology – Kevin Randall

Editor's Notes

  1. Developing a new prescription medicine that gains marketing approval is estimated to cost drug makers $2.6 billion according to a recent study published in the Journal of Health Economics.21 Mar 2019 The time taken to get a drug to market has decreased but the rate of success has also decreased down to just 12% We can get slicker at the R&D end on reining in costs
  2. Alternative options to mitigate risks e.g. Drug delivery Pfizer's 3 pillars to help determine three key elements that raise the likelihood of an NME surviving Phase II testing and moving on to Phase 3.
  3. Range of projects. We can do more to add valuable data to change the development direction and prepare them for the clinic PD markers are after treatment what does the drug do to the body - may illuminate predictive biomarker dependencies, help set dose/schedule, proof of mechanism go/no-go decisions
  4. Timing of sample collection Samples and data Methodology limitation – right marker, right platform, right cut off calls
  5. EGFR – transmembrane protein with cytoplasmic kinase activity. More than 60% NSCLC patients express EGFR ZD1839 tyrosine kinase inhibitor developed for the treatment of these tumours. Tarceve (erlotinib) very closely behind approved in NSCLC patients in an unselected patient population Identified that 1 in 7 patients with metastatic NSCLC were EGFR positive. INTEREST phase 3 study of gefitinib vs docetaxel in pre-treated NSCLC, exploratory biomarkers, EGFR protein expression, EGFR copy number, EGFR mutation, KRAS Mutation IPASS Phase 3 study of gefitinib vrs doublet chemotherapy (carboplatin and paclitaxel) in first line NSCLC, non or never smoked patients. IPASS showed EGFR as being a strong predictor for differential progression free survival benefit between gefitinib and doublet chemo. NSCLC all commers – failure. Levels of EGFR didn’t equate to Iressa response. Mutations within the tyrosine kinase domain Mutations in EGFR or KRAS continuously switch on the pathway, being constitutively activated Generic
  6. Seems obvious Many pathways feed into a single target. Takes away the statistical power of the study
  7. Surrogate Biomarker discovery
  8. Well annotated Cell types Pathways analysis and signatures