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tri-Probably, Mike’s research has most touched other scientists through hisdevelopment of ZINDO, the semiempirical molecular orbital method and *After this volume was in press, the field

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Reviews in

Computational

Chemistry

Volume 17

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Kenny B Lipkowitz and Donald B Boyd

NEW YORK  CHICHESTER  WEINHEIM  BRISBANE  SINGAPORE  TORONTO

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in initial capital or ALL CAPITAL LETTERS Readers, however, should contact the appropriate companies for more complete information regarding trademarks and registration.

Copyright ß 2001 by John Wiley & Sons, Inc All rights reserved.

No part of this publication may be reproduced, stored in a retrieval system or transmitted in any form or by any means, electronic or mechanical, including uploading, downloading, printing, decompiling, recording or otherwise, except as permitted under Sections 107 or 108 of the 1976 United States Copyright Act, without the prior written permission of the Publisher Requests to the Publisher for permission should be addressed to the Permissions Department, John Wiley & Sons, Inc., 605 Third Avenue, New York, NY 10158-0012, (212) 850-6011, fax (212) 850-6008, E-Mail: PERMREQ @ WILEY.COM.

This publication is designed to provide accurate and authoritative information in regard to the subject matter covered It is sold with the understanding that the publisher is not engaged in rendering professional services If professional advice or other expert assistance is required, the services of a competent professional person should be sought.

ISBN 0-471-22441-3

This title is also available in print as ISBN 0-471-39845-4.

For more information about Wiley products, visit our web site at www.Wiley.com.

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The aphorism ‘‘Knowledge is power’’ applies to diverse circumstances.Anyone who has climbed an organizational ladder during a career understandsthis concept and knows how to exploit it The problem for scientists, however,

is that there may exist too much to know, overwhelming even the brightestintellectual Indeed, it is a struggle for most scientists to assimilate even atiny part of what is knowable Scientists, especially those in industry, areunder enormous pressure to know more sooner The key to using knowl-edge to gain power is knowing what to know, which is often a question

of what some might call, variously, innate leadership ability, intuition, orluck

Attempts to manage specialized scientific information have given birth tothe new discipline of informatics The branch of informatics that deals primar-ily with genomic (sequence) data is bioinformatics, whereas cheminformaticsdeals with chemically oriented data Informatics examines the way peoplework with computer-based information Computers can access huge ware-houses of information in the form of databases Effective mining of these data-bases can, in principle, lead to knowledge

In the area of chemical literature information, the largest databases areproduced by the Chemical Abstracts Service (CAS) of the American ChemicalSociety (ACS) As detailed on their website (www.cas.org), their principaldatabases are the Chemical Abstracts database (CA) with 16 million docu-ment records (mainly abstracts of journal articles and other literature) andthe REGISTRY database with more than 28 million substance records In

an earlier volume of this series,* we discussed CAS’s SciFinder software formining these databases SciFinder is a tool for helping people formulatequeries and view hits SciFinder does not have all the power and precision

of the command-line query system of CAS’s STN, a software system developedearlier to access these and other CAS databases But with SciFinder being easy

*D B Boyd and K B Lipkowitz, in Reviews in Computational Chemistry, K B Lipkowitz and D B Boyd, Eds., Wiley-VCH, New York, 2000, Vol 15, pp v–xxxv Preface.

v

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to use and with favorable academic pricing from CAS, now many institutionshave purchased it.

This volume of Reviews in Computational Chemistry includes an dix with a lengthy compilation of books on the various topics in computa-tional chemistry We undertook this task because as editors we wereoccasionally asked whether such a listing existed No satisfactory list could

appen-be found, so we developed our own using SciFinder, supplemented with otherresources

We were anticipating not being able to retrieve every book we were ing for with SciFinder, but we were surprised at how many omissions wereencountered For example, when searching specifically for our own book ser-ies, Reviews in Computational Chemistry, several of the existing volumes werenot ‘‘hit.’’ Moreover, these were not consecutive omissions like Volumes 2–5,but rather they were missing sporadically Clearly, something about the data-base is amiss

look-Whereas experienced chemistry librarians and information specialistsmay fully appreciate the limitations of the CAS databases, a less experienceduser may wonder: How punctilious are the data being mined by SciFinder?Certainly, for example, one could anticipate differences in spelling likeMueller versus Mu¨ller, so that typing in only Muller would lead one to notfinding the former name The developers of SciFinder foresaw this problem,and the software does give the user the option to look for names that arespelled similarly Thus, there is some degree of ‘‘fuzzy logic’’ implemented

in the search algorithms However, when there are misses of informationthat should be in the database, the searches are either not fuzzy enough orthere may be wrong or incomplete data in the CAS databases Presumably,these errors were generated by the CAS staff during the process of data entry

In any event, there are errors, and we were curious how prevalent they are

To probe this, we analyzed the hits from our SciFinder searches Threekinds of errors were considered: (1) wrong, meaning there were factual errors

in an entry which prevented the citation from being found by, say, an authorsearch (although more exhaustive mining of the database did eventuallyuncover the entry); (2) incomplete, meaning that a hit could be obtained,but there were missing pieces of data, for example, the publisher, the city ofpublication, the year of publication, or the name of an author or editor; (3)spelling, meaning that there were spelling or typographical errors apparent

in the entry, but the hit could nevertheless be found with SciFinder In ourstudy, about 95% of the books abstracted in the CA database were satisfac-tory; 1% had errors that could be ascribed to the data being wrong, 3% hadincomplete data, and 1% had spelling errors These error rates are lower lim-its There almost certainly exist errors in spellings of authors’ names or othererrors that we did not detect Concerning the wrong entries, most of themwere recognized with the help of books on our bookshelves, but there areprobably others we did not notice Many errors, such as missing volumes of

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a series, became evident when books from the same author or on the sametopic were listed together.

If we noticed a variation of the spelling of an author’s name from year

to year or from edition to edition, especially when Russian and EasternEuropean names are involved, we classified these entries as being wrong ifthe infraction is serious enough to give a wrong outcome in a search If one

is looking for books by I B Golovanov and A K Piskunov, for example,one needs to search also for Golowanow and Piskunow, respectively Theuser discovers that the spelling of their co-author changes from N M Sergeev

to N M Sergejew! Should the user write Markovnikoff or Markovnikov?(Both spellings can be found in current undergraduate organic chemistry text-books.) More of the literature is being generated by people who have non-English names But even for very British names, such as R McWeeney and

R McWeeny, there are misspellings in the CAS database Perhaps one ofthe more frequent occurrences of misspellings and errors is bestowed on N

Ohrn, Ynave Ohrn, and even Yngve Oehru! There also may be errors ing the publishing houses, some not very familiar to American readers Forexample, aside from variability in their spellings, the Polish publisher Panst-wowe Wydawnictwo Naukowe (PWN) is entered as PAN in one of the entries

concern-of W Kolos’ books, whereas the others are PWN

Some of this analysis might be considered ‘‘nit-picking,’’ but an error iscertainly serious if it prevents a user from finding what is actually in the data-base Our exercises with SciFinder suggest that it would be helpful if CASstrengthened their quality control and standardization processes Cross-checking and cleaning up the spellings in their databases would allow users

to retrieve desired data more reliably It would also enhance the value of theCAS databases if missing data were added retrospectively

So, what level of data integrity is acceptable? The total percentage oferrors we found in our study was 5% Is this satisfactory? Is this the best

we can hope for? Hopefully not, especially as more people become dependent

on databases and the rate of production of data becomes ever faster Clearly,there is a need for a system that will better validate data being entered in themost used CAS databases It is desirable that the quality of the databasesincreases at the same time as they are mushrooming in size

A Tribute

Many prominent colleagues who have worked in computational try have passed away since about the time this book series began Theseinclude (in alphabetical order) Jan Almlo¨f, Russell J Bacquet, Jeremy K.Burdett, Jean-Louis Calais, Michael J S Dewar, Russell S Drago, KenichiFukui, Joseph Gerratt, Hans H Jaffe, Wlodzimierz Kolos, Bowen Liu, Per-Olov Lo¨wdin, Amatzya Y Meyer, William E Palke, Bernard Pullman, Robert

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chemis-Rein, Carlo Silipo, Robert W Taft, Antonio Vittoria, Kent R Wilson, andMichael C Zerner.* These scientists enriched the field of computational chem-istry each in his own way Three of these individuals (Almlo¨f, Wilson, Zerner)were authors of past chapters in Reviews in Computational Chemistry.

Dr Michael C Zerner died from cancer on February 2, 2000 Other butes have already been paid to Mike, but we would like to add ours Manyreaders of this series knew Mike personally or were aware of his research.Mike earned a B.S degree from Carnegie Mellon University in 1961, anA.M from Harvard University in 1962, and, under the guidance of MartinGouterman, a Ph.D in Chemistry from Harvard in 1966 Mike then servedhis country in the United States Army, rising to the rank of Captain Afterpostdoctoral work in Uppsala, Sweden, where he met his wife, he held facultypositions at the University of Guelph, Canada, and then at the University ofFlorida At Gainesville he served as department chairman and was eventuallynamed distinguished professor, a position held by only 16 other faculty mem-bers on the Florida campus

tri-Probably, Mike’s research has most touched other scientists through hisdevelopment of ZINDO, the semiempirical molecular orbital method and

*After this volume was in press, the field of computational chemistry lost at least four more highly esteemed contributors: G N Ramachandran, Gilda H Loew, Peter A Kollman, and Donald E Williams We along with many others grieve their demise, but remember their contributions with great admiration Professor Ramachandran lent his name to the plots for displaying conformational angles in peptides and proteins Dr Loew founded the Molecular Research Institute in California and applied computational chemistry to drugs, proteins, and other molecules She along with Dr Joyce J Kaufman were influential figures in the branch

of computational chemistry called by its practitioners ‘‘quantum pharmacology’’ during the 1960s and 1970s Professor Kollman, like many in our field, began his career as a quantum chemist and then expanded his interests to include other ways of modeling molecules Peter’s work in molecular dynamics and his AMBER program are well known and helped shape the field as it exists today Professor Williams, an author of a chapter in Volume 2 of Reviews in Computational Chemistry, was famed for his contributions to the computation of atomic charges and intermolecular forces Drs Ramachandran, Loew, and Williams were blessed with long careers, whereas Peter’s was cut short much too early.

Although several of Peter’s students and collaborators have written chapters for Reviews

in Computational Chemistry, Peter’s association with the book series was a review he wrote about Volume 13 As a tribute to Peter, we would like to quote a few words from this book review, which appeared in J Med Chem., 43 (11), 2290 (2000) While always objective in his evaluation, Peter was also generous in praise of the individual chapters (‘‘a beautiful piece of pedagogy,’’ ‘‘timely and interesting,’’ ‘‘valuable,’’ and ‘‘an enjoyable read’’) He had these additional comments which we shall treasure:

This volume of Reviews in Computational Chemistry is of the same

very high standard as previous volumes The editors have played a

key role in carving out the discipline of computational chemistry,

hav-ing organized a seminal symposium in 1983 and havhav-ing served as the

chairmen of the first Gordon Conference on Computational Chemistry

in 1986 Thus, they have a broad perspective on the field, and the

arti-cles in this and previous volumes reflect this.

We would like to add that Peter was an invited speaker at the Symposium on Molecular Mechanics (held in Indianapolis in 1983) and was co-chairman of the second Gordon Research Conference on Computational Chemistry in 1988 As we pointed out in the Pre- face of Volume 13 (p xiii) of this book series, no one had been cited more frequently in Reviews of Computational Chemistry than Peter Peter—and the others—will be missed.

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program for calculating the electronic structure of molecules To relieve theburden of providing user support, Mike let a software company commercialize

it, and it is currently distributed by Accelrys (ne´e Molecular Simulations, Inc.)

In addition, a version of the ZINDO method has been written separately byscientists at Hypercube in their modeling software HyperChem Likewise,ZINDO calculations can be done with the CAChe (Computer-Aided Chemis-try) software distributed by Fujitsu Several thousand academic, government,and industrial laboratories have used ZINDO in one form or another ZINDO

is even distributed by several publishing companies to accompany their books, including introductory texts in chemistry

text-Mike published over 225 research articles in well-respected journals and

20 book chapters, one of which was in the second volume of Reviews in putational Chemistry It still remains a highly cited chapter in our series Inaddition, Mike edited 35 books or proceedings, many of which were asso-ciated with the very successful Sanibel Symposia that he helped organizewith his colleagues at Florida’s Quantum Theory Project (QTP) If you havenever organized a conference or edited a book, it may be hard to realize howmuch work is involved Not only was Mike doing basic research, teaching(including at workshops worldwide), and serving on numerous university gov-ernance and service committees, he was also consulting for Eastman Kodak,Union Carbide, and others A little known fact is that Mike is a co-inventor

Com-of eight patents related to polymers and polymer coatings

Mike’s interests and abilities earned him invitations to many meetings

He attended four Gordon Research Conferences (GRCs) on nal Chemistry (1988, 1990, 1994, and 1998).* Showing the value of cross-fertilization, Mike subsequently brought some of the topics and ideas of theseGRCs to the Sanibel Symposia Mike also longed to serve as chair of the GRC.The GRCs are organized so that the job of chair alternates between someonefrom academia and someone from industry The participants at each biennialconference elect someone to be vice-chair at the next conference (two yearslater), and then that person moves up to become chair four years after the elec-tion Mike was a candidate in 1988 and 1998, which were years when nonin-dustrial participants could run for election He and Dr Bernard Brooks(National Institutes of Health) were elected co-vice-chairs in 1998 Sadly, Mike

were paid to Mike by Dr Terry R Stouch (Bristol-Myers Squibb), Chairman,and by Dr Brooks In addition, Dr John McKelvey, Mike’s collaborator dur-ing the Eastman Kodak consulting days, beautifully recounted Mike’s manyfine accomplishments

Our science of computational chemistry owes much to the contributions

of our departed friends and colleagues

*D B Boyd and K B Lipkowitz, in Reviews in Computational Chemistry, K B Lipkowitz and D B Boyd, Eds., Wiley-VCH, New York, 2000, Vol 14, pp 399–439 History of the Gordon Research Conferences on Computational Chemistry.

y See http://chem.iupui.edu/rcc/grccc.html.

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This Volume

As with our earlier volumes, we ask our authors to write chapters thatcan serve as tutorials on topics of computational chemistry In this volume, wehave four chapters covering a range of issues from molecular docking to spin–orbit coupling to cellular automata modeling

This volume begins with two chapters on docking, that is, the interactionand intimate physical association of two molecules This topic is highly ger-mane to computer-aided ligand design Chapter 1, written by Drs IngoMuegge and Matthias Rarey, describes small molecule docking (to proteinsprimarily) The authors put the docking problem into perspective and provide

a brief survey of docking methods, organized by the type of algorithms used.The authors describe the advantages and disadvantages of the methods Rigiddocking including geometric hashing and pose clustering is described To mo-del nature more closely, one really needs to account for flexibility of both hostand guest during docking The authors delineate the various categories oftreating flexible ligands and explain how each works Then an evaluation ofhow to handle protein flexibility is given Docking of molecules from combi-natorial libraries is described next, and the value of consensus scoring in iden-tifying potentially interesting bioactive compounds from large sets ofmolecules is pointed out Of particular note in Chapter 1 are explanations

of the multitude of scoring functions used in this realm of computationalchemistry: shape and chemical complementary scoring, force field scoring,empirical and knowledge-based scoring, and so on The need for reliable scor-ing functions underlies the role that docking can play in the discovery ofligands for pharmaceutical development

The first chapter sets the stage for Chapter 2 which covers protein–proteindocking Drs Lutz P Ehrlich and Rebecca C Wade present a tutorial on how

to predict the structure of a protein–protein complex This topic is importantbecause as we enter the era of proteomics (the study of the function and struc-ture of gene products) there is increasing need to understand and predict

‘‘communication’’ between proteins and other biopolymers It is made clear

at the outset of Chapter 2 that the multitude of approaches used for smallmolecule docking are usually inapplicable for large molecule docking; thegeneration of putative binding conformations is more complex and willmost likely require new algorithms to be applied to these problems Inthis review, the authors describe rigid-body and flexible docking (with anemphasis on methods for the latter) Geometric hashing techniques, confor-mational search methodologies, and gradient approaches are explained andput into context The influence of side chain flexibility, backbone confor-mational changes, and other issues related to protein binding are described.Contrasts and comparisons between the various computational methods aremade, and limitations of their applicability to problems in protein scienceare given

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Chapter 3, by Dr Christel Marian, addresses the important issue ofspin–orbit coupling This is a quantum mechanical relativistic effect, whoseimpact on molecular properties increases with increasing nuclear charge in away such that the electronic structure of molecules containing heavy elementscannot be described correctly if spin–orbit coupling is not taken into account.

Dr Marian provides a history and the quantum mechanical implications of theStern–Gerlach experiment and Zeeman spectroscopy This review is followed

by a rigorous tutorial on angular momenta, spin–orbit Hamiltonians, andtransformations based on symmetry Tips and tricks that can be used by com-putational chemists are given along with words of caution for the nonexpert.Computational aspects of various approaches being used to compute spin–orbit effects are presented, followed by a section on comparisons of predictedand experimental fine-structure splittings Dr Marian ends her chapter withdescriptions of spin-forbidden transitions, the most striking phenomenon inwhich spin–orbit coupling manifests itself

Chapter 4 moves beyond studying single molecules by describing howone can predict and explain experimental observations such as physical andchemical properties, phase transitions, and the like where the properties areaveraged outcomes resulting from the behaviors of a large number of interact-ing particles Professors Lemont B Kier, Chao-Kun Cheng, and Paul G.Seybold provide a tutorial on cellular automata with a focus on aqueous solu-tion systems This computational technique allows one to explore the less-detailed and broader aspects of molecular systems, such as variations inspecies populations with time and the statistical and kinetic details of the phe-nomenon being observed The methodology can treat chemical phenomena at

a level somewhere between the intense scrutiny of a single molecule and theaveraged treatment of a bulk sample containing an infinite population Theauthors provide a background on the development and use of cellular automa-

ta, their general structure, the governing rules, and the types of data usuallycollected from such simulations Aqueous solution systems are introduced,and studies of water and solution phenomena are described Included hereare the hydrophobic effect, solute dissolution, aqueous diffusion, immiscibleliquids and partitioning, micelle formation, membrane permeability, acid dis-sociation, and percolation effects The authors explain how cellular automataare used for systems of first- and second-order kinetics, kinetic and thermody-namic reaction control, excited state kinetics, enzyme reactions, and chroma-tographic separation Limitations of the cellular automata models are madeclear throughout This kind of coarse-grained modeling complements the ideasconsidered in the other chapters in this volume and presents the basic conceptsneeded to carry out such simulations

Lastly, we provide an appendix of books published in the field of putational chemistry The number is large, more than 1600 Rather than sim-ply presenting all these books in one long list sorted by author or by date, wehave partitioned them into categories These categories range from broad

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com-topics like quantum mechanics to narrow ones like graph theory The gories should aid finding books in specific areas But it is worth rememberingthat all the books tabulated in the appendix, whether on molecular modeling,chemometrics, simulations, and so on, represent facets of computationalchemistry As defined in the first volume of our series,* computational chem-istry consists of those aspects of chemical research that are expedited or ren-dered practical by computers Analysis of the number of computationalchemistry books published each year revealed an interesting phenomenon Thenumbers have been increasing and occurring in waves four to five years apart.

cate-As always, we try to be heedful of the needs of our readers and authors.Every effort is made to produce volumes that will have sustained usefulness inlearning, teaching, and research We appreciate the fact that the community

of computational chemists has found that these volumes fulfill a need In themost recent data on impact factors from the Institute of Scientific Information(Philadelphia, Pennsylvania), Reviews in Computational Chemistry is rankedfourth among serials (journals and books) in the field of computational chem-istry (In first place is the Journal of Molecular Graphics and Modelling,followed by the Journal of Computational Chemistry and Theoretical Chem-istry Accounts In fifth and sixth places are the Journal of Computer-AidedMolecular Design and the Journal of Chemical Information and ComputerScience, respectively.)

We invite our readers to visit the Reviews in Computational Chemistrywebsite at http://chem.iupui.edu/rcc/rcc.html It includes the author and sub-ject indexes, color graphics, errata, and other materials supplementing thechapters

We thank the authors in this volume for their excellent chapters Mrs.Joanne Hequembourg Boyd provided valued editorial assistance

Kenny B Lipkowitz and Donald B Boyd

IndianapolisFebruary 2001

*K B Lipkowitz and D B Boyd, Eds., Reviews in Computational Chemistry, VCH Publishers, New York, 1990, Vol 1, pp vii–xii Preface.

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Ingo Muegge and Matthias Rarey

Comparing Scoring Functions in Docking

xiii

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Challenges for Computational Docking Studies 67

Full One- and Two-Electron Spin–Orbit

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First-Order Spin–Orbit Splitting 171

Lemont B Kier, Chao-Kun Cheng, and Paul G Seybold

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Appendix Books Published on the Topics of

Selected Series and Proceedings from Long-Running

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Donald B Boyd, Department of Chemistry, Indiana University–PurdueUniversity at Indianapolis, 402 North Blackford Street, Indianapolis, Indiana46202-3274, U.S.A (Electronic mail: boyd@chem.iupui.edu)

Common-wealth University, Richmond, Virginia 23298, U.S.A (Electronic mail:ccheng@atlas.vcu.edu)

Lutz P Ehrlich, LION Bioscience AG, Waldhofer Strasse 98, D-69123Heidelberg, Germany (Electronic mail: lutz.ehrlich@lionbioscience.com)Lemont B Kier, Department of Medicinal Chemistry, Virginia Common-wealth University, Richmond, 23298, U.S.A (Electronic mail: kier@hsc.vcu.edu)Kenny B Lipkowitz, Department of Chemistry, Indiana University–PurdueUniversity at Indianapolis, 402 North Blackford Street, Indianapolis, Indiana46202-3274, U.S.A (Electronic mail: lipkowitz@chem.iupui.edu)

Christel M Marian, German National Research Center for InformationTechnology (GMD), Scientific Computing and Algorithms Institute (SCAI),Schloss Birlinghoven, D-53754 Sankt Augustin, Germany (Electronic mail:christel.marian@gmd.de and cm@uni-bonn.de)

Ingo Mu¨gge, Bayer Research Center, 400 Morgan Lane, West Haven,Connecticut 06516, U.S.A (Electronic mail: ingo.mugge.b@bayer.com)Matthias Rarey, German National Research Center for Information Tech-nology (GMD), Institute for Algorithms and Scientific Computing (SCAI),Schloss Birlinghoven, D-53754 Sankt Augustin, Germany (Electronic mail:rarey@gmd.de)

xvii

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Paul Seybold, Chemistry Department, Wright State University, Dayton, Ohio

45435, U.S.A (Electronic mail: paul.seybold@wright.edu)

Rebecca C Wade, European Media Laboratory, Villa Bosch, Wolfsbrunnenweg 33, D-69118 Heidelberg, Germany (Electronic mail:rebecca.wade@eml.villa-bosch.de)

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Malik, Properties of Molecules by Direct Calculation.

Ernest L Plummer, The Application of Quantitative Design Strategies inPesticide Design

Peter C Jurs, Chemometrics and Multivariate Analysis in Analytical Chemistry.Yvonne C Martin, Mark G Bures, and Peter Willett, Searching Databases ofThree-Dimensional Structures

Paul G Mezey, Molecular Surfaces

Molecular Dynamics and Free Energy Perturbation Methods

*When no author of a chapter can be reached at the addresses shown in the original volume, the current affiliation of the senior or corresponding author is given here as a convenience to our readers.

y Current address: 15210 Paddington Circle, Colorado Springs, Colorado 80921-2512 (Electronic mail: jstewart@fai.com).

z Current address: Department of Chemistry, Indiana University–Purdue University at Indianapolis, Indianapolis, Indiana 46202 (Electronic mail: dykstra@chem.iupui.edu).

}

Current address: University of Washington, Seattle, Washington 98195 (Electronic mail: lybrand@proteus.bioeng.washington.edu).

xix

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Donald B Boyd, Aspects of Molecular Modeling.

Donald B Boyd, Successes of Computer-Assisted Molecular Design

Ernest R Davidson, Perspectives on Ab Initio Calculations

Uri Dinur and Arnold T Hagler, New Approaches to Empirical Force Fields

Michael C Zerner, Semiempirical Molecular Orbital Methods

Lowell H Hall and Lemont B Kier, The Molecular Connectivity Chi Indexesand Kappa Shape Indexes in Structure–Property Modeling

QSAR Problem

Donald B Boyd, The Computational Chemistry Literature

*Current address: GlaxoSmithKline, Greenford, Middlesex, UB6 0HE, United Kingdom (Electronic mail: arl22958@ggr.co.uk).

y Current address: Department of Chemistry and Biochemistry, Utah State University, Logan, Utah 84322 (Electronic mail: scheiner@cc.usu.edu).

z Current address: College of Pharmacy, The University of Texas, Austin, Texas 78712 (Electronic mail: bersuker@eeyore.cm.utexas.edu).

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Volume 3

Tamar Schlick, Optimization Methods in Computational Chemistry

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Jeffry D Madura,* Malcolm E Davis, Michael K Gilson, Rebecca C Wade,Brock A Luty, and J Andrew McCammon, Biological Applications ofElectrostatic Calculations and Brownian Dynamics Simulations.

K V Damodaran and Kenneth M Merz Jr., Computer Simulation of LipidSystems

Vassilios Galiatsatos, Computational Methods for Modeling Polymers: AnIntroduction

High Performance Computing in Computational Chemistry: Methods andMachines

Donald B Boyd, Molecular Modeling Software in Use: Publication Trends

z Current address: Scalable Computing Laboratory, Ames Laboratory, Wilhelm Hall, Ames, lowa 50011 (Electronic mail: rickyk@scl.ameslab.gov).

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and Molecular Mechanical Potentials.

Libero J Bartolotti and Ken Flurchick, An Introduction to Density FunctionalTheory

Alain St-Amant, Density Functional Methods in Biomolecular Modeling.Danya Yang and Arvi Rauk, The A Priori Calculation of Vibrational CircularDichroism Intensities

Donald B Boyd, Appendix: Compendium of Software for Molecular deling

Mo-Volume 8

Fullerenes and Carbon Aggregates

Gernot Frenking, Iris Antes, Marlis Bo¨hme, Stefan Dapprich, Andreas W.Ehlers, Volker Jonas, Arndt Neuhaus, Michael Otto, Ralf Stegmann, AchimVeldkamp, and Sergei F Vyboishchikov, Pseudopotential Calculations ofTransition Metal Compounds: Scope and Limitations

Thomas R Cundari, Michael T Benson, M Leigh Lutz, and Shaun O.Sommerer, Effective Core Potential Approaches to the Chemistry of theHeavier Elements

*Current address: Bristol–Myers Squibb, 5 Research Parkway, P.O Box 5100, Wallingford, Connecticut 06492-7660 (Electronic mail: andrew.good@bms.com).

y Current address: Department of Chemistry, University of Minnesota, 207 Pleasant St SE, Minneapolis, Minnesota 55455-0431 (Electronic mail: gao@chem.umn.edu).

z Current address: Institute of Chemistry, Academia Sinica, Nankang, Taipei 11529, Taiwan, Republic of China (Electronic mail: fromzdenek@hotmail.com).

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Jan Almlo¨f and Odd Gropen,* Relativistic Effects in Chemistry.

Donald B Chesnut, The Ab Initio Computation of Nuclear MagneticResonance Chemical Shielding

Volume 9

James R Damewood, Jr., Peptide Mimetic Design with the Aid of tional Chemistry

Computa-T P Straatsma, Free Energy by Molecular Simulation

Robert J Woods, The Application of Molecular Modeling Techniques to theDetermination of Oligosaccharide Solution Conformations

Ingrid Pettersson and Tommy Liljefors, Molecular Mechanics CalculatedConformational Energies of Organic Molecules: A Comparison of ForceFields

Gustavo A Arteca, Molecular Shape Descriptors

Volume 10

Eric C Martin, David C Spellmeyer, Roger E Critchlow Jr., and Jeffrey M.Blaney, Does Combinatorial Chemistry Obviate Computer-Aided DrugDesign?

Robert Q Topper, Visualizing Molecular Phase Space: Nonstatistical Effects

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Con-Stephen J Smith and Brian T Sutcliffe, The Development of ComputationalChemistry in the United Kingdom.

Volume 11

Mark A Murcko, Recent Advances in Ligand Design Methods

David E Clark,* Christopher W Murray, and Jin Li, Current Issues in DeNovo Molecular Design

Tudor I Oprea and Chris L Waller, Theoretical and Practical Aspects ofThree-Dimensional Quantitative Structure–Activity Relationships

Giovanni Greco, Ettore Novellino, and Yvonne Connolly Martin, Approaches

to Three-Dimensional Quantitative Structure–Activity Relationships

Pierre-Alain Carrupt, Bernard Testa, and Patrick Gaillard, ComputationalApproaches to Lipophilicity: Methods and Applications

Ganesan Ravishanker, Pascal Auffinger, David R Langley, BhyravabhotlaJayaram, Matthew A Young, and David L Beveridge, Treatment of Counter-ions in Computer Simulations of DNA

Donald B Boyd, Appendix: Compendium of Software and Internet Tools forComputational Chemistry

*Current address: Computer-Aided Drug Design, Argenta Discovery Ltd., c/o Aventis Pharma Ltd., Rainham Road South, Dagenham, Essex, RM10 7XS, United Kingdom (Electronic mail: david.clark@argentadiscovery.com).

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Donald W Brenner, Olga A Shenderova, and Denis A Areshkin, Based Analytic Interatomic Forces and Materials Simulation.

Quantum-Henry A Kurtz and Douglas S Dudis, Quantum Mechanical Methods forPredicting Nonlinear Optical Properties

Chung F Wong,* Tom Thacher, and Herschel Rabitz, Sensitivity Analysis inBiomolecular Simulation

Paul Verwer and Frank J J Leusen, Computer Simulation to Predict PossibleCrystal Polymorphs

Jean-Louis Rivail and Bernard Maigret, Computational Chemistry in France:

James M Briggs and Jan Antosiewicz, Simulation of pH-dependent Properties

of Proteins Using Mesoscopic Models

Harold E Helson, Structure Diagram Generation

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T Daniel Crawford* and Henry F Schaefer III, An Introduction to CoupledCluster Theory for Computational Chemists.

Bastiaan van de Graaf, Swie Lan Njo, and Konstantin S Smirnov, Introduction

to Zeolite Modeling

Sarah L Price, Toward More Accurate Model Intermolecular Potentials forOrganic Molecules

Christopher J Mundy, Sundaram Balasubramanian, Ken Bagchi, Mark

E Tuckerman, Glenn J Martyna, and Michael L Klein, NonequilibriumMolecular Dynamics

Donald B Boyd and Kenny B Lipkowitz, History of the Gordon ResearchConferences on Computational Chemistry

Mehran Jalaie and Kenny B Lipkowitz, Appendix: Published Force FieldParameters for Molecular Mechanics, Molecular Dynamics, and Monte CarloSimulations

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Keith L Peterson, Artificial Neural Networks and Their Use in Chemistry.Jo¨rg-Ru¨diger Hill, Clive M Freeman, and Lalitha Subramanian, Use of ForceFields in Materials Modeling.

M Rami Reddy, Mark D Erion, and Atul Agarwal, Free Energy tions: Use and Limitations in Predicting Ligand Binding Affinities

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Calcula-Reviews in

Computational Chemistry

Volume 17

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Andrews, F C., 336 Andzelm, J W., 311, 313 Angyan, J., 312

Animalu, A O E., 320 Anno, T., 302 Ansel’m, A A., 300 Antes, I., 197 Antonov, V N., 321 Antony, A., 273 Apeloig, Y., 315 Apostolakis, J., 52, 56 Appelt, K., 55 Aqvist, J., 54 Arai, K., 280 Ariens, E J., 345 Arnaut, L G., 282 Arnett, E M., 271 Arrighini, P., 309 Asbrink, L., 311 Aseev, G G., 264, 273 Ash, J E., 272, 273 Ashida, T., 291 Aso, Y., 265 Ataka, S., 279 Atashroo, T., 197 Atkins, P W., 253, 295, 299, 301, 302

Atkinson, D E., 339 Auton, T R., 53, 55, 57 Avery, J., 310, 320

359

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Bergmann, E D., 323, 324 Berman, H M., 46, 97 Bernardi, F., 270, 283, 286, 319 Bernd, C., 53

Berne, B J., 252 Berning, A., 198, 202 Bernstein, F C., 46, 97 Berryman, H S., 254 Bersuker, I B., 312, 317 Berthier, G., 307 Bertran, J., 282 Bethe, H A., 295 Bethell, R C., 59 Betts, M J., 93 Beveridge, D L., 251, 304, 338, 339

Beyermann, K., 331 Bhat, T N., 46, 92, 97 Bicerano, J., 282 Bicout, D., 316 Bidaux, R., 251 Bigham, E C., 60 Billeter, M., 52 Billing, G D., 342, 343

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Brandt, J., 268 Brandt, S., 314 Branovitskaya, S V., 266 Braun, M A., 311 Bredas, J L., 320, 321, 322 Breen, J J., 287

Breit, G., 196 Breneman, K., 319 Brenner, S., 279 Brereton, R G., 288 Breulet, J., 200 Brice, L J., 58 Brice, M D., 46, 50, 97 Bricogne, G., 95 Bridges, A., 95 Briggs, J M., 94 Bristowe, P D., 337, 344 Brodskii, A I., 304 Brodsky, M H., 252 Broeckhove, J., 314 Bron, C., 48 Brooks, B R., 53, 56, 95 Brooks, C L., III, 57, 339 Broughton, J., 281 Brouilette, W J., 47, 59 Brown, D A., 296 Brown, M E., 253 Browne, D A., 269 Bruccoleri, R E., 53, 56, 95 Bruekner, K A., 304 Brugger, W E., 264 Bru¨nger, A T., 46, 96, 97 Bruns, W., 337

Brusentsev, F A., 262 Buchanan, B G., 287 Buchanan, K J., 253 Buchanan, T J., 252 Buckle, A M., 95 Buenker, R J., 200, 201, 204 Bugg, C E., 347

Bullard, J W., 286 Buning, C., 53 Bunker, P R., 196, 319 Burdett, J K., 300, 322 Burgen, A S V., 346

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Chernyi, A I., 271, 272 Chernysheva, L V., 318 Chesnut, D B., 297 Chichinadze, A V., 331 Chihara, H., 276 Chin, S., 338 Chiriac, A., 345, 346 Chisholm, C D H., 298 Choi, T D., 47 Chojnacki, H., 270, 298 Chong, D P., 315, 317 Chopard, B., 251, 254 Chothia, C., 92, 95 Chow, G.-M., 350 Chowdhry, B Z., 54 Christiansen, O., 201 Christiansen, P A., 197, 198, 202 Christoffersen, R E., 263, 345 Chu, N., 47

Chu, Z T., 54 Chubb, P A., 273 Chuvylkin, N D., 308 Ciccotti, G., 338, 342 Cieplak, P., 95 Cioslowski, J., 322 Cisneros, G., 285 Ciubotam, D., 346 Clackson, T., 92 Clark, D E., 49, 52, 53, 57, 58, 289, 351 Clark, H., 297

Clark, K P., 51 Clark, S G., 339 Clark, T., 94, 281, 282, 357 Clary, D C., 317

Claussen, H., 53 Cleary, K A., 59 Clementi, E., 199, 280, 281, 282, 337, 338

Clore, G M., 46 Codding, P W., 351 Cogordan, J A., 285 Cohen, F E., 58 Cohen, J S., 197

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Daudel, R., 200, 280, 295, 297, 299, 304, 305,

306, 308, 309, 310 David, D., 263 Davidson, E R., 200, 201, 307, 318 Davidson, G., 296

Davies, C H., 272 Davis, H T., 342 Davis, H W., 263 Davis, L S., 49 Davis, M E., 52, 94, 95 Davis, P C., 49 Davis, R., 292 Davydov, A S., 294, 299 Daw, M S., 321 Dean, P M., 349 DeBeneditti, P G., 351 DeBolt, S., 50 DeCamp, D L., 58

De Dios, A C., 334

de Groot, B L., 96

de Jong, W A., 199 Dekkers, H P J M., 203 DeKock, R L., 298, 301 Delhalle, J., 320, 321 DeLisi, C., 48, 54, 57, 94, 96 Del Re, G., 310

Demaison, J., 293 Deming, S N., 287, 288 Denaro, A R., 297 Desbarres, J., 273 DesJarlais, R L., 49, 58 deSolms, S J., 54 D’Espagnat, B., 298 Dessy, R E., 288 DeTar, D F., 261 DeVault, D., 310 Devillers, J., 333, 347, 351 Devreese, J T., 320, 321 Dewar, M J S., 304, 306, 307 DeWitte, R S., 55

Diamond, D., 270 Diamond, R., 291 Dias, J R., 353 Diaz de la Rubia, T., 342, 344 Dibble, R W., 342

Dickson, T R., 261 Diehl, P., 290 Diercksen, G H F., 270, 281, 282, 306 DiLabio, G A., 198, 202

Dill, K A., 57, 340 Dimitrov, O., 333

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Dyrssen, D., 261 Dzugutov, M M., 280, 337 Ealick, S E., 347

Easthope, P L., 52 Eastwood, D., 289 Eastwood, J W., 337 Eaton, W A., 340 Ebert, K., 264, 265 Ebihara, H., 278 Eckart, C., 199 Eckschlager, K., 273 Eckstein, W., 340 Eddy, S., 333 Edelman, M., 52 Edelstein-Keshet, L., 251 Ederer, H., 264, 265, 267 Edgecomb, S P., 93 Edvardsson, D., 204 Eguchi, Y., 265 Ehlers, A W., 197 Ehrhardt, C., 56 Ehrlich, L P., 47 Einax, J W., 289 Eisenberg, D., 56, 92, 94 Eisenstein, M., 95, 96 Eisenstein, O., 313 Elber, R., 341, 342 Eldridge, M D., 52, 55, 57 Ellis, B., 279

Ellis, D E., 322 Ellman, J A., 53 El-Sayed, M A., 203 Elyashberg, M E., 291 Elyutin, P V., 297 Emmett, J C., 347 Engberts, J B F N., 252 Engelbrecht, L., 203 Engels, B., 203 Engerholm, G G., 204 Engh, R A., 58 Enke, C G., 269 Epa, C V., 93 Epstein, S T., 296

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Flament, J.-P., 203 Flannery, B P., 95, 202 Fleig, T., 202, 203 Fletterick, R., 281, 331 Flo¨ckner, H., 57 Flory, P J., 336 Floudas, C A., 287 Flower, D R., 55 Flurry, R L., Jr., 299, 300 Fock, V A., 298

Fodor, S P A., 47 Fogel, D B., 51 Fogel, L J., 51 Foldy, L L., 196 Folkers, G., 59, 333, 350 Foresman, J B., 317 Forina, M., 288 Formosinho, S J., 282 Forster, M J., 57 Forsythe, G E., 263 Fox, T., 95 Fraga, S., 272, 282, 305, 342 Franceschetti, D R., 254 Francisco, J S., 250 Franke, R., 345, 346, 349 Franz, W., 295

Fraser, J M., 351 Frazer, J W., 262 Fredenslund, A., 280 Freer, S T., 51, 55 Freiser, H., 269

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Gillan, M., 342 Gillespie, D T., 250 Gilliland, G., 46, 97 Gilmer, G H., 342 Gilson, M K., 52, 59, 94 Giot, L., 92

Giraldo, J., 350 Giranda, V L., 46 Girifalco, L A., 345 Gitter, B D., 48 Giuliani, E A., 54 Given, J A., 52 Gladkova, G I., 274 Glaeser, P S., 266, 274, 275

Glajch, J L., 267 Glascow, J., 95 Glazman, J S., 275

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Grassberger, P., 53, 335, 344 Gray, H B., 298, 301 Gray, N A B., 274, 291 Gray, S K., 283 Grayson, M., 273 Green, J P., 309 Green, N J B., 303 Green, S M., 55 Greenberg, A., 319 Greenidge, P A., 46 Greenwood, H H., 305 Greer, J., 46

Greiner, W., 301 Grenfell, B., 254 Gribov, L A., 266, 267, 289, 291 Gribulya, V B., 263

Griffin, A M., 277 Griffin, H G., 277 Griffiths, D J., 302 Grimes, R W., 314 Grimme, S., 202, 204 Gronenborn, A M., 46 Grootenhuis, P D J., 56, 58 Gropen, O., 196, 198, 200, 202 Gross, E K U., 315

Gross, F., 196 Grossman, L M., 336 Grotendorst, J., 197, 335 Grout, P J., 315, 330 Grover-Sharma, N., 59 Gruenke, L., 95 Grzesiek, S., 46 Gscheidner, K A., Jr., 198 Gschwend, D A., 48, 49 Guare, J P., 54 Gubanov, V A., 306, 320, 321 Gubbins, K E., 335, 343 Guberman, S L., 253 Gubernator, K., 350 Guenther, W., 268 Guida, W C., 48 Gundertofte, K., 352 Guner, O F., 351 Guo, H., 96 Gupta, M C., 340 Gurchumeliya, A D., 311 Gurevich, A L., 272 Gurvich, L V., 292 Gustafson, K E., 299 Gutknect, J., 253

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Hashiura, M., 268 Hasted, J B., 252 Hastings, A., 254 Hatase, O., 275 Ha¨ussermann, U., 198 Haussmann, R., 303 Havel, T F., 49, 52, 281 Havriliak, S J., 201 Hay, P J., 197 Hayman, H J G., 336 Hayoun, M., 252 Hazama, M., 265 Head, R D., 55 Hebre, W J., 252 Hecht, C E., 340 Heermann, D W., 340, 343 Hegarty, C N., 276 Hehre, W J., 283, 284, 311, 316, 333,

334, 335 Heinemann, C., 197 Heitler, W., 295 Helgaker, T., 203, 303 Heller, S R., 264, 271, 276, 279 Helliwell, J R., 292

Henaut, A., 279 Henderson, D., 336 Hendlich, M., 55, 58 Hendrix, D K., 93, 94 Hepple, P., 261 Hermans, J., 338, 348 Herner, S., 271 Herrmann, E C., 349 Herschbach, D R., 316 Herzberg, G., 198, 294 Hess, B A., 196, 197, 198, 200, 201, 202, 203, 204

Hettema, H., 203, 303 Heully, J L., 201 Heydorn, K., 288 Heyes, D M., 344 Hida, M., 309 Higgs, H., 50 Higuchi, J., 311 Hilbers, P A J., 253 Hill, T L., 335, 336 Hillebrand, M., 300 Hinchliffe, A., 312, 333, 335 Hinkley, R K., 305 Hinsen, K., 96, 97 Hinze, J., 203 Hippe, Z., 288

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Huml, K., 290 Hummelink-Peters, T., 50 Hummer, G., 252, 345 Hungate, R W., 54 Hunnicutt, E J., 59 Hunter, J S., 272 Hunter, L., 53, 284 Hunter, P S., 262 Hunter, W G., 272 Huo, W M., 284 Hurley, A C., 298 Hurley, M M., 197 Huron, B., 200 Hurst, W J., 266 Hushon, J M., 275 Hutter, S J., 202, 203 Huyberechts, G., 250 Huynen, M., 92 Huzinaga, S., 311 Hyde, E., 272 Hylleraas, E A., 201 Ichise, M., 264, 269 Igata, N., 333 Igi, K., 302 I’Haya, Y J., 200 Iitaka, T., 302 Ikawa, T., 268 Ikuta, S., 314 Illman, D L., 287 Inagaki, S., 313 Inczedy, J., 289 Ingle, S E., 264 Ingram, T., 253 Inuzuka, K., 265, 299 Ipatova, E N., 290 Irikura, K K., 293 Isaacs, N W., 292 Isenhour, T L., 263, 267, 292 Iso, K., 267

Istrail, S., 94 Itai, A., 49, 56 Ito, H., 200, 269 Ito, Y., 320, 322 Ivanovskii, A L., 320, 321 Iwata, S., 279

Izumi, Y., 274 Jack, A., 95 Jack, R C., 270

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Jortner, J., 326, 327, 328, 329, 330 Joseph-McCarthy, D., 96

Judson, R S., 51, 92, 96 Jug, K., 316

Julg, A., 294, 318 Julg, O., 294 Juodka, B., 331 Jurs, P C., 55, 263, 264, 270, 284, 293 Kadyrov, Ch Sh., 275

Kaelble, D H., 346 Kafarov, V V., 261 Kaiser, K L E., 346, 347 Kaiser, R E., 264 Kajita, K., 303 Kalbfleisch, T., 92 Kaldor, U., 313 Kalia, R K., 351, 286 Kaliszan, R., 289 Kalman, E., 338, 339 Kalos, M H., 310, 338 Kal’yurand, M R., 263, 266 Kamei, H., 269

Kaminuma, T., 267 Kamishina, Y., 292 Kammer, W., 201 Kanazawa, Y., 292 Kanehisa, M., 277, 278 Kaneno, T., 300 Kaplan, T A., 322 Kapral, R., 251, 253, 254 Karcher, W., 347, 349 Karelson, M., 330, 352 Karen, V L., 278 Karlsson, E B., 318 Karlsson, L., 204 Karnes, T., 254 Karplus, M., 46, 53, 54, 56, 95, 97, 199, 251, 339

Karpov, I K., 280, 290 Kartha, V B., 290 Kartsev, G N., 296 Karwowski, J., 305, 317, 330 Kasif, S., 286

Kasparek, S V., 275 Kataoka, Y., 341 Katchalski-Katzir, E., 95, 96 Kato, S., 274

Kauffman, S., 251 Kaufman, J G., 274

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