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Biomolecular Thermodynamics: From Theory to Application PDF

553 Pages·2017·100.277 MB·English
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B BIOCHEMISTRY AND BIOPHYSICS A FOUNDATIONS OF BIOCHEMISTRY AND BIOPHYSICS R DOUGLAS E. BARRICK R I C BIOMOLECULAR K THERMODYNAMICS From Theory to Application B I “an impressive text that addresses a glaring gap in the teaching of physical chemistry, O being specifically focused on biologically-relevant systems along with a practical focus…. M the ample problems and tutorials throughout are much appreciated.” –Tobin R. Sosnick, Professor and Chair of Biochemistry and Molecular Biology, O University of Chicago L DOUGLAS E. BARRICK E “Presents both the concepts and equations associated with statistical thermodynamics in a unique way that is at once visual, intuitive, and rigorous. This approach will greatly C benefit students at all levels.” U –Vijay S. Pande, Henry Dreyfus Professor of Chemistry, Stanford University BIOMOLECULAR L A “a masterful tour de force…. Barrick’s rigor and scholarship come through in R every chapter.” –Rohit V. Pappu, Edwin H. Murty Professor of Engineering, Washington University THERMODYNAMICS T in St. Louis H E This book provides a comprehensive, contemporary introduction to developing a From Theory to Application quantitative understanding of how biological macromolecules behave using classical and R statistical thermodynamics. The author focuses on the practical skills needed to apply M the underlying equations in real-life examples. The text develops mechanistic models, showing how they connect to thermodynamic observables, presenting simulations of O thermodynamic behavior, and analyzing experimental data. The reader is presented with D plenty of exercises and problems to facilitate hands-on learning through mathematical Y simulation. N Douglas E. Barrick is a a professor in the Department of Biophysics at Johns Hopkins A University. He earned a PhD in biochemistry at Stanford University and a PhD in M biophysics and structural biology at the University of Oregon. I C S K10030 ISBN: 978-1-4398-0019-5 90000 6000 Broken Sound Parkway, NW Suite 300, Boca Raton, FL 33487 711 Third Avenue New York, NY 10017 9 781439 800195 2 Park Square, Milton Park www.crcpress.com Abingdon, Oxon OX14 4RN, UK Biomolecular Thermodynamics From Theory to Application Foundations of Biochemistry and Biophysics Founding Series Editor: John J. (Jack) Correia Currently available Quantitative Understanding of Biosystems: An Introduction to Biophysics Thomas M. Nordlund Biomolecular Thermodynamics: From Theory to Application Douglas E. Barrick Biomolecular Kinetics: A Step-by-Step Guide Clive R. Bagshaw Forthcoming Physical Principles in Nucleic Acid Chemistry David E. Draper RNA Biophysics Kathleen B. Hall Biomolecular Thermodynamics From Theory to Application Douglas E. Barrick MATLAB® is trademarks of the Math Works, Inc. and are used with permission. The Mathworks does not warrant the accuracy of the text or exercises in this book. This book’s use or discussion of MATLAB® software or related products does not constitute endorsement or sponsorship by the Math Works of a particular pedagogical approach or particular use of the MATLAB® software. CRC Press Taylor & Francis Group 6000 Broken Sound Parkway NW, Suite 300 Boca Raton, FL 33487-2742 © 2018 by Taylor & Francis Group, LLC CRC Press is an imprint of Taylor & Francis Group, an Informa business No claim to original U.S. Government works Printed on acid-free paper International Standard Book Number-13: 978-1-4398-0019-5 (Paperback) 978-1-138-06884-1 (Hardback) This book contains information obtained from authentic and highly regarded sources. Reasonable efforts have been made to publish reliable data and information, but the author and publisher cannot assume responsibility for the validity of all materials or the consequences of their use. The authors and publishers have attempted to trace the copyright holders of all material reproduced in this publication and apologize to copyright holders if permission to publish in this form has not been obtained. If any copyright material has not been acknowledged please write and let us know so we may rectify in any future reprint. Except as permitted under U.S. Copyright Law, no part of this book may be reprinted, reproduced, transmitted, or utilized in any form by any electronic, mechanical, or other means, now known or hereafter invented, including photocopying, microfilming, and recording, or in any information storage or retrieval system, without written permission from the publishers. For permission to photocopy or use material electronically from this work, please access www.copyright.com (http://www.copyright.com/) or contact the Copyright Clearance Center, Inc. (CCC), 222 Rosewood Drive, Danvers, MA 01923, 978-750-8400. CCC is a not-for-profit organization that provides licenses and registration for a variety of users. For organizations that have been granted a photocopy license by the CCC, a separate system of payment has been arranged. Trademark Notice: Product or corporate names may be trademarks or registered trademarks, and are used only for identification and explanation with- out intent to infringe. Library of Congress Cataloging-in-Publication Data Names: Barrick, Douglas, author. Title: Biomolecular thermodynamics : from theory to application / Douglas Barrick. Other titles: Foundations of biochemistry and biophysics. Description: Boca Raton : Taylor & Francis, 2017. | Series: Foundations of biochemistry and biophysics Identifiers: LCCN 2017005294| ISBN 9781439800195 (pbk. : alk. paper) | ISBN 9781138068841 (hardback) Subjects: | MESH: Thermodynamics | Biochemical Phenomena | Models, Theoretical Classification: LCC QP517.T48 | NLM QU 34 | DDC 572/.436--dc23 LC record available at https://lccn.loc.gov/2017005294 Visit the Taylor & Francis Web site at http://www.taylorandfrancis.com and the CRC Press Web site at http://www.crcpress.com To Debbie and Timmy, who together are my role models for science, love, and life. Contents Series Preface xv Preface xvii Acknowledgments xxiii Note to Instructors xxv Author xxvii Chapter 1 Probabilities and Statistics in Chemical and Biothermodynamics 1 Chapter 2 Mathematical Tools in Thermodynamics 29 Chapter 3 The Framework of Thermodynamics and the First Law 87 Chapter 4 The Second Law and Entropy 131 Chapter 5 Free Energy as a Potential for the Laboratory and for Biology 173 Chapter 6 Using Chemical Potentials to Describe Phase Transitions 209 Chapter 7 The Concentration Dependence of Chemical Potential, Mixing, and Reactions 233 Chapter 8 Conformational Equilibrium 273 Chapter 9 Statistical Thermodynamics and the Ensemble Method 303 Chapter 10 Ensembles That Interact with Their Surroundings 327 Chapter 11 Partition Functions for Single Molecules and Chemical Reactions 359 Chapter 12 The Helix–Coil Transition 373 Chapter 13 Ligand Binding Equilibria from a Macroscopic Perspective 403 Chapter 14 Ligand Binding Equilibria from a Microscopic Perspective 441 Appendix: How to Use Mathematica 485 Bibliography 507 Index 511 Detailed Contents Series Preface xv Chapter 2 Preface xvii Mathematical Tools in Thermodynamics 29 Acknowledgments xxiii Note to Instructors xxv CALCULUS IN THERMODYNAMICS 29 Author xxvii Derivatives of single-variable functions 29 Differentials involving single-variable Chapter 1 functions 31 Integrals of single-variable functions 32 Probabilities and Statistics in Derivatives of multivariable functions 34 Chemical and Biothermodynamics 1 Maximizing (and minimizing) multivariable functions 36 ELEMENTARY EVENTS 2 The gradient of multivariable functions 46 Relationship between probabilities, random FITTING CONTINUOUS CURVES TO DISCRETE DATA 47 samples, and populations 2 Set theory diagrams depict elementary and The least-squares approach to compare discrete composite outcomes 4 data and with a continuous curve 48 Solving the least-squares optimization problem 50 HOW PROBABILITIES COMBINE 5 A visual picture of least-squares 50 Combining probabilities for mutually exclusive An analytical approach: Linear least squares 50 outcomes within a single events 6 A search approximation: Nonlinear least squares 54 Combining probabilities for outcomes from Pitfalls in NLLS 56 multiple independent events 8 Putting quantitative error bars on fitted “And” combinations of independent outcomes parameters 60 of separate events involve multiplication 8 Analysis of parameter distributions using the “Or” combinations of independent outcomes “bootstrap” method 62 for separate events involve addition and Analysis of parameter uncertainties and multiplication 9 comparing models using the f test 65 PERMUTATION VERSUS COMPOSITION 11 PROBLEMS 69 Calculating the number of permutations 12 APPENDIX 2.1: DETERMINING THE COVARIANCE Discrete probability distributions 14 MATRIX IN LEAST-SQUARES FITTING 78 The binomial distribution 15 The Poisson distribution 16 APPENDIX 2.2: TESTING PARAMETERS AND The FFT (“for the first time”) and geometric MODELS WITH THE χ2 AND f-RATIO PROBABILITY distributions 17 DISTRIBUTIONS 81 The multinomial distribution 17 Average values for discrete outcomes 19 Chapter 3 CONTINUOUS DISTRIBUTIONS 20 The Framework of Thermodynamics The exponential decay distribution 23 and the First Law 87 The Gaussian distribution 24 Average values for continuous distributions 25 WHAT IS THERMODYNAMICS AND WHAT PROBLEMS 25 DOES IT TREAT? 87

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