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High throughput screening methods : evolution and refinement / edited by Joshua A. Bittker, Nathan T. Ross.
- Format:
- Book
- Author/Creator:
- Joshua A Bittker
- Series:
- Chemical Biology Series
- Chemical Biology Series, 2055-1975 ; 1
- Language:
- English
- Subjects (All):
- High throughput screening (Drug development).
- Physical Description:
- 1 online resource (417 pages) : illustrations (some color), tables.
- Edition:
- 1st ed.
- Place of Publication:
- Cambridge, England : Royal Society of Chemistry, 2017.
- Summary:
- This book serves as a practical reference for the current state of the art in high throughput screening, which remains a key part of early stage drug and tool compound discovery.
- Contents:
- Cover
- Contents
- Foreword: Transforming Medicine by Innovating the Science of Therapeutics
- Preface
- Chapter 1 HTS Methods: Assay Design and Optimisation
- 1.1 Introduction
- 1.2 HTS at AstraZeneca
- 1.2.1 Criteria and Acceptance
- 1.2.2 Robustness/Reliability
- 1.2.3 Analysing Data to Define Robustness/Reliability
- 1.2.4 As Simple to Run as Possible
- 1.2.5 Assay Validation
- 1.3 Summary
- References
- Chapter 2 Considerations Related to Small-molecule Screening Collections
- 2.1 Introduction
- 2.2 General Considerations Related to HTS Compound Collections
- 2.2.1 Determination of Screening Objectives
- 2.2.2 Size of HTS Compound Collections
- 2.2.3 Chemical Diversity in Compound Collections
- 2.2.4 Quality of Compounds in Screening Collections
- 2.3 Sources of Compounds in Screening Collections
- 2.3.1 Natural Products in Screening Collections
- 2.3.2 Synthetic Drug-like Compounds
- 2.3.3 Diverse Collections
- 2.4 Performance of Compounds in Screening Collections
- 2.4.1 Background
- 2.4.2 Performance of Compounds from Different Sources
- 2.4.3 Performance Diversity of Compound Collections
- 2.4.4 Pan Assay Interference Compounds
- 2.4.5 Dark Chemical Matter
- 2.5 Conclusions and Discussion
- Chapter 3 Combination Screening
- 3.1 Introduction
- 3.2 Measures of Synergy
- 3.2.1 Bliss Independence Model of Synergy
- 3.2.2 Loewe Additivity
- 3.2.3 Other Measures
- 3.2.4 Reconciling Measures of Synergy
- 3.3 Design of Combination Experiments
- 3.4 Statistical Inference of Combination Effects
- 3.4.1 The Error Distribution
- 3.4.2 Bootstrap Intervals
- 3.4.3 Intervals for Bliss Independence
- 3.4.4 Intervals for Loewe Additivity Interaction Index
- 3.5 Null Hypothesis Significance Testing
- 3.5.1 Significance Testing of Bliss
- 3.5.2 Significance Test of Loewe Additivity.
- 3.6 Concluding Remarks
- Chapter 4 Modern Biophysical Methods for Screening and Drug Discovery
- 4.1 Introduction
- 4.2 Physicochemical Properties and High Concentration Screening
- 4.2.1 Physicochemical Properties of Chemical Libraries
- 4.2.2 High Concentration Screening
- 4.3 Differential Scanning Fluorimetry
- 4.4 Surface Plasmon Resonance
- 4.5 Mass Spectrometry Techniques
- 4.5.1 Affinity Selection MS
- 4.5.2 Affinity Chromatography Methods
- 4.5.3 Protein MS
- 4.6 NMR Spectroscopy
- 4.6.1 Protein NMR
- 4.6.2 Ligand Observed NMR
- 4.7 Calorimetric Methods
- 4.7.1 Differential Scanning Calorimetry
- 4.7.2 Isothermal Titration Calorimetry
- 4.8 X-Ray Crystallography
- 4.9 Newer Methods on the Horizon
- 4.10 Summary and Recommendations
- Acknowledgments
- Chapter 5 Genetic Perturbation Methods, from the 'Awesome Power' of Yeast Genetics to the CRISPR Revolution
- 5.1 Introduction
- 5.2 Genetic Methodologies
- 5.2.1 Random Mutagenesis
- 5.2.2 Targeted Genome-wide Deletions (Homozygous/Heterozygous)
- 5.2.3 Random Genome-wide Deletions (Homozygous/Heterozygous)
- 5.2.4 RNA Interference
- 5.2.5 CRISPR
- 5.2.6 Overexpression
- 5.2.7 Synthetic Biology
- 5.3 Concluding Remarks
- Chapter 6 Understanding Luminescence Based Screens
- 6.1 Why Luminescence? An Introduction to Bioluminescent and Chemiluminescent Assays
- 6.1.1 Overview of Common Luminescent Enzymes Employed in Assays
- 6.1.2 Chemiluminescence in HTS Assays
- 6.2 Considerations and Applications of Bioluminescent Assays
- 6.2.1 Prevalence of Luciferase Inhibitors in Compound Libraries
- 6.2.2 Mechanisms of Luciferase Inhibition
- 6.2.3 Ligand Based Stabilization of Luciferases: Impact on RGA Results.
- 6.2.4 Methods to Mitigate Luciferase Inhibitors in RGAs: Counter-Screens and Orthogonal Assay Formats
- 6.2.5 Luciferases as Post-translational Sensors
- 6.2.6 Use of Luciferases in Biochemical Applications
- 6.3 Considerations and Applications of Amplified Luminescent Proximity Homogenous Assays: AlphaScreen and AlphaLISA
- 6.3.1 Example Protocols and Key Experiments
- 6.3.2 Interferences with ALPHA Technology
- 6.4 Conclusion
- Chapter 7 High Throughput Screening Compatible Methods for Quantifying Protein Interactions in Living Cells
- 7.1 Introduction
- 7.2 Analysis of PPIs in Intact Cells
- 7.2.1 Two-hybrid Systems
- 7.2.2 Protein Fragment Complementation Technologies
- 7.2.3 FRET for Analysis of PPIs
- 7.3 Measuring Target Engagement in Cells
- 7.3.1 Target Engagement by Protein Stability Analysis
- 7.3.2 Real Time, Quantitative Analysis of Target Engagement via FRET
- 7.4 Outlook
- Chapter 8 Approaches to High Content Imaging and Multi-feature Analysis
- 8.1 Introduction
- 8.2 Imaging Hardware
- 8.3 Image Analysis
- 8.4 Quality Control of Image Acquisition and Well Level Data
- 8.4.1 Quality Control of Image Acquisition
- 8.4.2 Quality Control of Well Level Data
- 8.5 Single Cell Analysis
- 8.6 Analysis of Multiparametric Data
- 8.6.1 Feature Selection and Dimensional Reduction
- 8.6.2 Distance and Similarity
- 8.7 Machine Learning: Supervised and Unsupervised Methods
- 8.7.1 Supervised Learning (Classification)
- 8.7.2 Unsupervised Learning (Clustering)
- 8.8 Conclusion
- Chapter 9 Pharmacological and Genetic Screening of Molecularly Characterized Cell Lines
- 9.1 Introduction
- 9.2 Cell Lines
- 9.2.1 Applications in Cancer
- 9.2.2 Mistaken Identities
- 9.2.3 Authentication
- 9.2.4 Molecular Characterizations.
- 9.3 In vitro Drug Screening towards Precision Medicine
- 9.3.1 Drug Sensitivity Studies
- 9.3.2 Molecular Predictors of Drug Response
- 9.3.3 Datasets
- 9.3.4 Drug Perturbation Studies
- 9.3.5 Genetic Perturbation
- 9.4 Conclusions and Outlook
- Chapter 10 Multidimensional Profile Based Screening: Understanding Biology through Cellular Response Signatures
- 10.1 Introduction
- 10.2 Multidimensional Profiling through Multi-feature Measurement in a Single System
- 10.2.1 LINCS Concept
- 10.2.2 Gene Expression Profiling: CMap
- 10.2.3 Proteomics Profiling and Other Measurements
- 10.2.4 Cell Morphology Profiling: Cell Painting
- 10.3 Multidimensional Profiling through Single Feature Measurement in Multiple Systems
- 10.3.1 Expanding on the NCI-60: Building a Comprehensive Cell Viability Profile Matrix
- 10.3.2 Current Logistical Constraints in Screening: Large Numbers of Cell Lines or Large Numbers of Compounds?
- 10.3.3 PRISM: Multiplexed Cancer Cell Line HTS
- 10.4 Analysis Approaches for using Cell Based Profiles to Identify Mechanism of Action
- 10.4.1 NCI-60 COMPARE
- 10.4.2 CMap: Computational Aspects
- 10.5 Comprehensive Cell Line Profiling Requires Comprehensive Reference Annotations
- 10.5.1 Importance of Compound Annotations
- 10.5.2 Importance of Cell Line Annotations and Quality Control
- 10.6 Summary and Needs for the Future
- 10.6.1 Increasing the Number of Cell Lines for Screening and Call for Common Quality Control
- 10.6.2 Increasing the Perturbagen Dimension to include Genetic Perturbagens
- 10.7 Conclusion
- Chapter 11 3D Cell Culture and Dish Based Organogenesis: Optimizing In vitro Cellular Physiology
- 11.1 Introduction
- 11.2 3D Culture Gels, Scaffolds and Bioprinting
- 11.2.1 Hydrogels
- 11.2.2 Scaffolds
- 11.2.3 3D Bioprinting.
- 11.3 3D Culture and Drug Discovery
- 11.4 Organs-on-Chips
- 11.5 3D Cell Culture Limitations
- 11.6 Conclusion
- Chapter 12 Small-molecule-mediated Targeted Protein Degradation for Drug Discovery
- 12.1 Introduction
- 12.2 E3-ligase-targeting Heterobifunctional Degraders
- 12.2.1 The State of the Art
- 12.2.2 CRBN-recruiting Heterobifunctional Degraders
- 12.2.3 VHL-recruiting Heterobifunctional Degraders
- 12.2.4 The Generality of the Bifunctional Degrader Approach
- 12.2.5 Towards the Mechanism of Action of Bifunctional Degraders
- 12.2.6 Towards a Therapeutic
- 12.2.7 Scope and Limitations
- 12.3 Alternative Approaches to Small-molecule-mediated Targeted Protein Degradation
- 12.3.1 Hydrophobic Tag
- 12.3.2 Chaperone Mediated Autophagy
- 12.3.3 Molecular Glue Degraders
- 12.4 Identifying Suitable Targets for Small-molecule-mediated Protein Degradation
- 12.5 Conclusion and Outlook
- Chapter 13 Phenotypic Screens with Model Organisms
- 13.1 Introduction to Large-scale Screens
- 13.2 What Animal Models to Choose for a Screen?
- 13.3 Problems and Questions Addressed with Phenotypic Screens
- 13.3.1 Genetic Screens
- 13.3.2 Small Bioactive Molecule Screens
- 13.3.3 Genome Editing Assisted Targeted Screens
- 13.3.4 Summary
- 13.4 The Output of Large Scale Screens
- 13.4.1 Features of Different Screen Models
- 13.4.2 Behavioral Readout: Motion Index versus Complex Behavior
- 13.4.3 Physiological Readout: Electrophysiology and Imaging
- 13.5 Criteria, Sensitivity, Performance and Visualization of the Screen
- 13.5.1 Defining a ''Hit": Variance and Dimensionality
- 13.5.2 Assessing, Visualizing and Ranking Performance
- 13.5.3 Current Limitations and the Future
- Chapter 14 Encoded Compound Libraries to Accelerate Small-molecule Therapeutic Discovery.
- 14.1 Introduction.
- Notes:
- Includes bibliographical references at the end of each chapters and index.
- Description based on online resource; title from PDF title page (ebrary, viewed December 22, 2016).
- Description based on publisher supplied metadata and other sources.
- ISBN:
- 1-78262-677-8
- OCLC:
- 965825566
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