About the Cover xi
Introduction xiii
1 The Biology of Molecules 1
Why Study Intermolecular Interactions Quantitatively? 1
Equilibrium and Kinetics 2
Thermodynamic Definitions of Affinity and Specificity 3
The Affinity/Specificity Map 6
Biology Requires Optimization of Affinity and Specificity 8
The Special Case of Protein-DNA Interactions 8
2 General Theory for Reversible Ligand Binding 10
Definition of Ligand and Titration 10
Affinity, Specificity, Stoichiometry, and Cooperativity 10
Ligand-binding Theory: Relationship to Experiment 13
General Theory for Reversible Ligand Binding: Rooted in Chemical Equilibrium 14
General Theory for Reversible Ligand Binding: Quantitative Treatment 14
The Case of 1:1 Binding 15
General Theory for Reversible Ligand Binding: Conservation of Mass 17
Definition of ¿ 18
The Basic Equation for 1:1 Binding 19
The Single Most Important Thing You Can Learn in This Book 20
The Example of Heme Binding to Apocytochrome c 21
The Rectangular Hyperbola 22
The Binding Isotherm 23
Plot of ¿ vs. [H f ] 24
General Theory for Reversible Ligand Binding: Role of Mass Action 25
Plot of [AH]vs.[H t ] with Fixed K 27
Determination of K d from Experiment 28
Plot of [AH]vs.[H t ] with Fixed [A t ] 29
Determining Molar Ratio from Experiment 29
About Activity 31
3 Graphical Analysis 33
Limitations of Direct Plots 33
The Semi-log Plot 34
Breadth of the Semi-log Plot 36
Myoglobin and Hemoglobin 38
Advantages of the Direct and Semi-log Plots of Binding Data 40
Linear Transforms of the Basic Binding Equation 40
Common Linearizations 41
Requirements of the Linear Regression Model 41
A Linear Model May Misrepresent the Physical Process 43
Deviations from Linearity Are Hard to Detect or Interpret 44
Linear Transforms Distort Data Completeness 44
Linear Transforms Invite - Even Require - Extrapolation 46
Linear Transforms Falsely Promise Both K and Molar Ratio from a Single Dataset 47
Summary about Linear Treatments of Binding Data 47
Simulation Is Just as Good as Fitting, Given Realistic Experimental Errors 50
4 Binding of Multiple Ligands 52
Conservation of Mass Outside the 1:1 Case 52
Redefine ¿ to Accommodate Any Molar Ratio 53
Accounting for the Definition of Molecule 54
Generalizing to Integer Multiples of 1:1 54
The Langmuir Equation for Any Molar Ratio with Sites of Identical Affinity and No Cooperativity 56
Adair Equation for Any Number of Binding Events 57
The Langmuir Equation vs. the Adair Equation 60
Thermodynamic Linkage 61
Two Classes of Sites with Different Affinities 62
Binding Isotherms for Multiple Sites with Different Affinities 62
Summary 66
5 How to Determine K d and Molar Ratio Experimentally 67
Stoichiometric Titration First 68
Amounts of Materials 69
Assigning Partners 69
Choice of Experimental Observables 70
Choosing Solution Conditions 70
How Many Data Points? 71
Range-Finding Stoichiometric Titration 72
Visualizing Results 73
Range-Finding Asymptotic Titration to Estimate K d 74
Data Analysis 75
Practicalities about Experimental Error 75
Statistical Approaches to Estimate the Breakpoint 76
Refined Asymptotic Titration 76
Designing an Experiment to Refine K d 77
Calculating Free Ligand Concentration 78
Refining the Value of Molar Ratio 79
Example of ArgR/DNA Binding 79
Plotting the Data 81
Deriving K d from the Data 81
Summary 81
6 Cooperativity 83
Facilitated and Antagonized Binding 83
Free Energy Definition of Cooperative Binding 84
Chemical Potential Diagram for Cooperative Binding 86
Cooperativity as Non-additivity 87
Reciprocity of Cooperative Effects 88
Limitations of Linear Transforms for Cooperative Interactions 88
Microscopic View of Species Distribution 89
Homotropic and Heterotropic Cooperativity 90
Cooperativity Affects Specificity as Well as Affinity 92
Cooperativity Is the Third Axis of the Affinity/Specificity Map 94
Quantifying Homotropic Cooperativity 95
Negative Homotropic Cooperativity 95
A Practical Advantage of Negative Cooperativity 97
Positive Cooperativity and the Ligand Concentration Interval 97
Importance of Individual-site Isotherms and Species Distribution 100
Species Distributions by Specialized Experimental Methods 101
The Many Forms of Cooperativity 103
Emergent Properties 103
Connectivity and Search Entropy 104
Breakdown of Additivity in Complex Systems 105
Statistical Effects 107
Relevance of Non-additivity for Analysis of Mutations 110
Universality and Promiscuity of Cooperativity 111
Proteins as Gestalt Objects 113
Summary 115
7 Theoretical and Method-specific Troubleshooting 116
Equilibrium and Nonequilibrium Methods 116
Accessible Concentration Ranges Limit Accessible K d Values 116
Signal from Ligand or Target? 118
Separation-based Methods 118
Filter Binding 119
Gel Retardation or EMSA 120
Gel Filtration 121
Hummel and Dreyer Chromatography 121
Equilibrium Dialysis 122
UV Absorbance 123
CD Spectroscopy 123
Fluorescence 124
NMR 124
ITC 125
AUC 129
SPR 129
MS 131
8 Allostery 133
An Historical Overview 133
Facilitated Binding 135
Elaboration of the MWC Model 136
Relaxed Monomers and Tense Multimers 136
Positive Homotropic Cooperativity Only 137
Artifactual Origins of Affinity Heterogeneity 138
Relaxation of Multimers by Ligand Binding 138
Koshland's Sequential (Asymmetric) Model 140
G3Pase Was Heterogeneous, Not Negatively Cooperative 141
Many Models Fit the Hemoglobin Data 142
Advantages of Negative Cooperativity for Molecular Insight 143
Biology of Negative Cooperativity 145
Structural Analysis Cannot Solve Allostery 146
Allostery without Cooperativity 147
Summary 148
9 Lessons on Affinity and Specificity from Host/Guest Chemistry 149
2D Representations of 3D Objects 149
Early Hosts Were Linear and Flexible 150
Design of Molecular Properties 151
Very Weak Affinity and No Detectable Specificity 151
Later Hosts Pre-organized in Bound Conformation 152
Enormous Gains in Affinity and Specificity 152
Bonds between Host and Guest Are Identical 153
Lessons from the Host/Guest Chemistry 153
Rational Design of Affinity and Specificity 153
Affinity and Specificity Accrue in Parallel 155
Cryptic Contributions Can Dominate Binding 156
10 Reconciling Structure and Thermodynamics in Molecular Interactions 157
Thermodynamics of Molecular Interactions 158
Structural Analysis of Bonding Does Not Predict Binding 160
The Goldilocks Region of Affinity/Specificity Space 162
Conformational Rearrangement upon Binding Decouples Affinity and Specificity 163
A Reservoir of Adaptability 164
No Simple Reconciliation of Structural and Energetic Views 165
Implications for Drug Design 166
11 Applications in Modern Drug Development 167
Background 167
Technological Developments 167
Crystal Structures 168
Trapped High-energy States 168
Another Example 171
Computational Methods 175
High-throughput Assays 177
Druggability 178
Irrational Drug Design 180
A New Workflow 181
Appendix A Ligand-binding Study Questions 182
Appendix B Thought Experiments 195
Appendix C Derivations 197
Appendix D Simulation and Fitting 201
Simulation 201
Fitting 203
Appendix E About the Hill Equation 208
Deriving the Hill Equation 208
The Hill Equation as a Limit of the Adair Equation 209
On Applying the Hill Equation to Quantify Cooperativity 210
Appendix F Stereo Viewing 212
Bibliography 215
Index 227
Introduction
Aims and Rationale
This book is intended for two audiences: those who are new to thinking about ligand binding, and those who have been engaged with the topic but want a better basic understanding, further explanation of the equations and plots, or practical connections between theory and experiment. The book is deliberately as unsophisticated as possible, using an absolute minimum of mathematical formalism, not to patronize the reader but because that is all that is truly required while maintaining analytical rigor. This treatment aims to promote broad access for nonspecialist practitioners, and to equip you with skills that can be applied equally to your own binding data or to published or unpublished results you may rely upon in your work. The overall goal is to help you gain an instinctive feeling for ligand-binding phenomena and data. The tradeoff is that topics included in more sophisticated treatments are absent here, but those are covered well by other authors.
The specific aim of this book is to introduce the basics of ligand binding in a thorough and practical way for those who have only general chemistry as preparation. Part of the reason for a "basics" approach reflects the fact that ligand-binding phenomena are widely distributed in chemistry and biology. Many scientists may find themselves confronted with an example, in their own work or in published work they are relying on, that may not conform to examples treated in courses they have studied. In addition, one-time users should not have to master the demanding formalism or esoteric details of advanced treatments in order to address a single problem, yet they need practical advice to devise a plan for tackling it correctly; if that's all you want, then you can skip to Chapter 5. But the aim is not only to enable you to master ligand binding using straightforward theoretical, practical, and interpretive tools, but also to convey and encourage an intuitive understanding of ligand-binding phenomena integrated with structural and thermodynamic understanding that may help you weave your results into a holistic picture of your system.
The other part of the reason for a basics approach is that ligand-binding theory and practice have long been shrouded in mystery and confusion, as attested, e.g., by the titles of the classic book (Klotz, 1997) and review article (Klotz, 1985) by Professor Irving M. Klotz that reflected his hope of demystifying the topic. Despite his best efforts toward a simple and straightforward exposition, the topic retains its reputation as being complex and elusive, while at the same time having attained even wider scope and importance in chemistry and biology than it had in his lifetime. As Klotz observed, there is confusion even among practitioners, as demonstrated by the many peculiar or contradictory reports on ligand binding in the literature, suggesting widespread misunderstanding; this remains true a quarter-century after the publication of his book. A prospective practitioner is ill-advised to choose examples from the literature to emulate without a thorough understanding of the underlying principles, both theoretical and practical. Regrettably for the scientific enterprise, the mere fact that something has appeared in black and white (or color, for that matter) is no endorsement of its inherent quality. Caveat emptor!
Klotz explained the principles of ligand binding in relatively simple and accessible ways in his book and chapter, so one might rightly ask why another book is needed now. There are two reasons. The first is that Klotz's book is long out of print, and difficult to find in numbers sufficient for students in a course. Even many academic libraries lack a copy. The second reason is more philosophical than pragmatic. It is entirely possible to derive the necessary equations and to understand the features of ligand-binding phenomena using only three elementary principles that every student of general chemistry already knows by heart: the law of mass action (an example of Le Chatelier's principle), the definition of the equilibrium constant, and the conservation of mass. By hewing closely to these three principles it is possible to develop the topic of ligand binding by applying nothing beyond high school algebra, and with no elaborate formalism whatsoever. From these three principles students are able to derive every equation required to treat even complex examples of ligand binding, using only elementary algebra and no mathematical sleight of hand. When students do so they can acquire an understanding of ligand binding beyond what can come from presenting equations as faits accomplis or mere mathematical abstractions. This book aims to present the topic with a minimalist formalism, even compared with Klotz's, and certainly compared with most other treatments.
Besides Klotz, several other works, both classic (Cantor & Schimmel, 1980; Freifelder, 1982; Weber, 1992) and more recent (Barrick, 2017), treat ligand binding with varying approaches and at a range of levels of detail and mathematical sophistication. I particularly favor the books by Weber and by Barrick, which are more complementary than redundant; both necessarily present on-ramps to their formalisms. The article from Herschlag's group (Jarmoskaite et al., 2020) is an excellent introduction; his nomenclature differs from that used here. Some treatments either assume a background in statistical thermodynamics, and/or they derive or present equations with limited discussion of their origins, meanings, and/or practical consequences. This book offers you a starting point by providing a basic understanding that may motivate you later to pursue a more detailed treatment. Caution is needed before adopting the treatments of some older works that advocated linearization approaches that were never justified and are now superseded by computational advances. You will learn here how to apply the substitutes without requiring any specific computational background. Finally, ligand-binding texts rarely help you move from theory to practice, instead imagining that you will somehow magically translate the former into the latter. This book fills that gap. However, specific methods are not described in any detail; rather, they are discussed only as they relate to ligand-binding theory.
The treatment of ligand binding here is based only partly on my research, which applies ligand-binding theory to several molecular systems from which most of the examples are drawn, and also on my experiences in teaching the topic to audiences of widely mixed backgrounds. For 35?years I have taught a two-semester sequence of courses in biophysical chemistry at Princeton that I developed with the explicit aim of reaching graduate and undergraduate students from all branches of the physical, mathematical, and engineering sciences whose only common background is general chemistry. Typical audiences include beginning graduate students, advanced undergraduates, and industrial practitioners from companies in the vicinity of the campus. The courses present fundamental principles of macromolecular structure, stability, and interactions in one term, and methods for studying macromolecular structure, stability, and interactions in another term. The two terms are purposely independent of each other.
In addition, I have taught both ligand-binding theory and the fundamental principles and methods of macromolecular structure and stability to undergraduates from all over the U.S., largely from community colleges, who participate in an NSF Training Site in biophysics that I have directed for over twenty years at Princeton in a summer Research Experience for Undergraduates program. In Europe I have taught the material as part of FEBS and EMBO international summer schools and practical courses that I have organized, and at selected universities as a visiting professor. I developed an entire laboratory course in biophysics for medical students at Karolinska Institutet that also featured ligand-binding theory and practice. From these experiences I know that when the topic is taught in the way presented in this book students can gain the deep instinctive and practical understanding that I intend.
What This Book Does - and Doesn't - Do
Through the development of quantitative ligand-binding theory, the book encompasses methods and strategies for designing, analyzing, interpreting, and troubleshooting ligand-binding experiments. These devices will enable you to handle even complex cases in simple but rigorous ways, whether in your own data or from published results. Readers will learn how to use the principles of equilibrium, mass action, and mass balance to derive the basic equations that describe all binding processes; correctly plot binding data; use graphical analysis to interpret binding data; calculate predicted binding isotherms; understand the simulation and fitting of binding isotherms; determine and quantify affinity, specificity, stoichiometry, and cooperativity of binding processes; and identify, diagnose, and evaluate random and systematic errors in binding data. It is not an aim of this book to present or discuss specific experimental methods for ligand-binding studies. Rather, general strategies for experimental design that derive from binding theory are presented, and some advantages or disadvantages of selected methods are discussed as they relate to features of theory. These points can aid in designing experiments and interpreting data. Some strategies...