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Accelerating Lead Generation: Emerging Technologies and Strategies


Description: The number of approvals for new drugs and biologics has fallen steadily in recent years, despite increasing R&D expenditure. Cost effective and innovative approaches to drug discovery and development have therefore become particularly important to ensure shareholder value. Improvements to the lead generation process are a key initiative for company’s aiming to avoid expensive compound failures in the latter stages of the drug discovery process.

‘Accelerating Lead Generation: Emerging technologies and strategies’ is a report that provides an in-depth examination of state-of-the-art technologies for lead generation. This report assesses the potential of new and emerging technologies for improving the quality of drug candidates entering clinical research, and reviews the benefits associated with different approaches to lead generation, including high throughput screening, fragment based drug discovery and virtual screening. The lead generation strategies adopted by leading pharma companies are evaluated to provide strategic recommendations for success, and the trends that are shaping the future acceleration of lead generation are identified.

Key Findings

Truly novel molecules are far more likely to be identified during the optimization process through the manipulation of structures than through screening. Methods include forming a new ring structure within a compound (or opening one out), the replacement of functional groups with bioisosteres and scaffold-hopping. Emerging methods for scaffold hopping based on force fields are growing in popularity.

Virtual screening and fragment-based drug discovery will complement HTS-generated data rather than replacing it. The low cost of virtual screening and its potential for improving library design means that large screens can be carried out in the earliest stages of drug discovery. Conversely, it is best to apply fragment-based drug discovery to targets for which quality structural information is readily available.

New technologies that replace fluorescence-based or radioligand displacement assays are growing in throughput and are being rapidly introduced across the industry. Innovations that improve the throughput and sensitivity of label-free technologies are either introducing them to drug discovery as secondary assays, or promoting secondary assay technologies to primary versions.

Improved methods for handling data, multiplexing assays, and using primary cells, 3D cell culture or stem cell derived populations will increase the physiological relevance of data collected. Novel in vivo models, such as zebrafish and whole animal imaging may also provide additional data.

Use this report to...

- Analyse the potential of emerging technologies for improving the quality of drug candidates and understand how such innovations can improve the ability of fragment based drug discovery and virtual screening to identify new lead compounds.

- Explore recent developments in high throughput screening with this report’s analysis of innovations in biological assay development, including improvements in vitro assays, cell-based assay technology and in-vivo methods for lead generation.

- Examine the role of ADME and toxicology in accelerating lead generation with this report’s analysis of innovations in the assessment of ADME characteristics and toxicology at the lead generation stage.

- Evaluate the lead generation strategies of major companies with this report’s case study analysis of Bayer, Boehringer Ingelheim, Millennium Pharmaceuticals (Takeda), and understand the importance of R&D models, academia collaborations and technological innovations to lead generation success.

Explore issues including...

The need for innovation. In response to declining R&D productivity, companies are aiming to address the areas that are most likely to lead to the failure of a new compound. The overall likelihood of a project progressing from Phase 1 to approval is roughly 20%, although in some therapeutic areas this may be as low as 8%. Failure in the late stages of drug development remains a real problem for the industry.

Emerging assay technologies. Novel assays are required to improve the output of HTS (high throughput screening). Key areas of innovation include the development of label-free assay technologies and the increasing use of cell-based assays/high content assays.

The early identification of ADME and toxicology issues. Primary HTS focuses on compound potency rather than any of the other numerous attributes required for a drug to succeed in the clinic. These include cell permeability, solubility, plasma protein binding, pharmacokinetics, bioavailability and predicted metabolism, as well as target specificity and toxicology.

Discover...

- What has driven interest in the improvement of lead generation in recent years?

- Which are the key technologies in the drive to improve lead generation and identify the most suitable lead series for further optimization?

- What are the most promising areas of innovation in lead generation?

- What strategies are the leading pharma companies adopting in order to measure key endpoints for lead generation in a high throughput, parallel and cost effective fashion?

- How can companies take a truly novel approach to lead generation through the use of innovative new technology?


Contents: Accelerating Lead Generation: Emerging technologies and strategies
Executive Summary
Introduction
Identifying hits: library design, virtual screening and fragment based drug discovery
Innovations in biological assay development
ADME and toxicology in lead generation
Lead generation strategies in the pharma industry
R&D models, innovation and future success of lead generation

Chapter 1 Introduction
The drug discovery process: defining lead generation
Hit finding and verification
Hit optimization
Lead optimization
Criteria for potential lead compounds
Chemistry
Pharmacology
Absorption, Metabolism, Excretion, Distribution (ADME) and
Toxicity

Chapter 2 Identifying hits: library design, virtual screening and fragment based drug discovery
Summary
Introduction
Hit to lead – identifying possible structures
Compound selection
Physiochemical properties
Chemical optimization and modification of hits
Engineering novelty
Beyond HTS – alternative methods for identifying hits
Fragment-based drug discovery
Companies involved in FBDD
Case study: deCODE chemistry & biostructures Inc
Case study: Zenobia Therapeutics
Can FBDD generate successful new drugs?
Technology improvements driving FBDD
Improving x-ray crystallography
Improvements in NMR spectroscopy for FBDD
High concentration biological assays
Improving biophysical methods
Improving fragment library design
Chemistry-based methods
HTS vs FBDD
Virtual screening
Target based virtual screening
Case study: Epix Pharmaceuticals’
When to use virtual screening
Target based virtual screening: challenges
Ligand based screening
Commercial virtual screening platforms
Conclusions

Chapter 3 Innovations in biological assay development
Summary
Introduction
Improving high throughput screening
Identifying valid hits
A quantitative approach to primary screening
Compound management and quality assessment
Dispensing
Informatics and data analysis
Improving in vitro assays for HTS
Surface plasmon resonance
Isothermal titration calorimetry and nanocalorimetry
Back-Scattering Interferometry
Differential scanning fluorimetry
High throughput Mass Spectrometry
Bio-layer interferometry
Innovations in cell-based assay technology
Automated confocal microscopy methods
Flow cytometry
Laser scanning cytometry
Label-free cell-based screens
Photonic crystal biosensors
Dynamic mass redistribution
Impedance-based whole cell biosensors
Other cell-based assays
Reverse arrays
Enzyme Fragment Complementation
HCS and SAR
Novel cell types and cultures
In vivo methods in lead generation
Zebrafish
Whole animal imaging and microscopy
Conclusions

Chapter 4 ADME and toxicology in lead generation
Summary
Introduction
Assessing ADME characteristics
Oral absorption
P-Glycoprotein interactions
Plasma protein binding
Clearance
Metabolic stability
Selectivity and off-target effects
Solubility
Toxicology at the lead generation stage
In silico structure-toxicity relationships
Chemoinformatic methods
Toxicogenomics
High content screening
Zebrafish
Whole animal imaging
Determining mutagenic and clastogenic potential
Measuring HERG liability
Investigating CYP inhibition and induction
Conclusions

Chapter 5 Lead generation strategies in the pharma industry
Summary
Introduction
Lead generation teams
Case studies
Bayer
Boehringer Ingelheim
Millennium Pharmaceuticals (Takeda)
Conclusions

Chapter 6 R&D models, innovation & future success of lead generation
Summary
Introduction
R&D models: influence on lead generation
R&D models
Outsourcing and offshoring
Dealing with academia
Pharma collaboration – ‘Co-opetition’
Innovation and the future
Targets and HTS
Focus on RNA
Focus on lead optimization
Nanochemistry – returning chemistry to its central role in drug discovery
Lead generation now and in the future

Chapter 7 Appendix
Primary research methodology
Acknowledgments
Glossary

Index

Bibliography

List of Figures
Figure 1.1: Pharma industry productivity decline (1999-2008)
Figure 1.2: Patent losses occurring between 2008-2014
Figure 1.3: The drug discovery process
Figure 1.4: Example of a lead generation workflow
Figure 1.5: Technologies involved in lead generation
Figure 2.6: Use of structural information in structure-based drug design
Figure 2.7: Examples of the chemical structures of compounds discovered using FBDD
Figure 2.8: ZoBio’s target immobilized NMR spectroscopy method for fragment-based drug discovery
Figure 3.9: Areas of innovation in high throughput screening
Figure 3.10: Acoustic droplet ejection
Figure 3.11: Attributes required of software for HTS data storage and analysis
Figure 3.12: Kinetic characterization of 5 lead series using SPR (Biacore)
Figure 3.13: Bio-Layer Interferometry from ForteBio
Figure 3.14: Advantages of cell-based screening in HTS
Figure 3.15: Principle of detection: cell based assays with the Epic system from Corning
Figure 3.16 Principle of the EFC assay for a biochemical target: HitHunter from DiscoveRx
Figure 4.17: ADME and toxicology data available in high throughput assays
Figure 4.18: The Safety Intelligence Program from BioWisdom
Figure 4.19: Examples of assertions in the Safety Intelligence Program from BioWisdom
Figure 4.20: A typical toxicogenomics workflow in the pharma industry
Figure 5.21: Key innovations in lead generation technologies
Figure 5.22: Key activities of medicinal chemists during lead generation
Figure 5.23: ADME-Tox traffic light criteria in use at Bayer
Figure 5.24: Discovery-Assays-By-Stage paradigm of Millennium Pharmaceuticals
Figure 6.25: The microreactor-based lead discovery system

List of Tables
Table 2.1: Fragment-based drug discovery: the pros and cons
Table 2.2 Techniques used to assess fragment binding for FBDD
Table 2.3: Examples of companies with product pipelines derived from FBDD
Table 2.4: Examples of compounds discovered using FBDD
Table 2.5: Rule of Three criteria for a fragment library
Table 2.6: Examples of companies offering fragment libraries and collections for FBDD
Table 2.7: Examples of companies offering software for virtual screening
Table 3.8: Examples of companies providing software for HTS information storage and analysis 71
Table 3.9: Emerging technologies for high throughput screening
Table 3.10: A comparison of free-solution, label-free molecular interaction techniques
Table 3.11: Examples of recent collaborations between stem cell companies and big pharma for the use of stem cells in drug discovery research
Table 3.12: Advantages and disadvantages of zebrafish for compound screening
Table 3.13: Companies offering zebrafish screening products and services
Table 3.14: Advantages of molecular imaging of whole animals for preclinical studies
Table 3.15: Half lives of important positron emitting isotopes
Table 4.16: Examples of contract laboratories offering HCA cytotoxicity screening
Table 4.17: Examples of higher throughput or miniaturized versions of the Ames test
Table 6.18: Recent examples of academic drug discovery funding by big pharma


Companies Mentioned - Bayer - Boehringer Ingelheim - Millennium Pharmaceuticals (Takeda)


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