The Genetic Structure Od Populations -Albert_Jacquard

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    Biomathematics

    Volume5

    Edited by

    K. Krickeberg . R. C. Lewontin· J. Neyman

    M. Schreiber

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    Albert Jacquard

    The Genetic

    Structure

    of Populations

    With 92 Figures

    Springer-Verlag Berlin . Heidelberg . New York 1974

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    Professor Albert Jacquard

    Institut National d'Etudes D6mographiques Paris, France

    Translated

    by

    D and

    B Charlesworth

    Department of Genetics, The University of Liverpool, England

    Title of the French Edition:

    Structures G6n6tiques des Populations

    Masson Cie, Editeurs, Paris, 1970

    AMS Subject Classifications (1970)

    92-A-I0

    ISBN 978-3-642-88417-7 ISBN 978-3-642-88415-3 (eBook)

    DOI 10.1007/978-3-642-88415-3

    The use of general descriptive names, trade marks, etc. in this publication, even if the former

    are not especially identified, is not to be taken as a sign that such names, as understood by

    the Trade Marks and Merchandise Marks Act, may accordingly be used freely by anyone.

    This work is subject to copyright. All rights are reserved, whether the whole or part of the

    material is concemed, specifically those of translation, reprinting, re-use of illustrations,

    broadcasting, reproduction by photocopying, machine

    or

    sirnilar means, and storage in data

    banks. Under § S4 of the German Copyright Law where copies are made for other than

    private use, a fee

    is

    payable to the publisher, the arnount to the fee be deterrnined by agree

    ment with the publisher. © by Springer-Verlag Berlin . Heidelberg 1974 Library of Congress

    Catalog Card Nurnber 73-80868. Typesetting and printing:

    Universitätsdmckerei

    H

    Stürtz AG, Würzburg

    Softcover reprint ofthe hardcover 1st edition 1974

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    Preface to the

    English Edition

    I t

    is part of the ideology of science that

    it

    is an international enterprise,

    carried out by a community that knows no barriers of nation

    or

    culture.

    But the reality is somewhat different. Despite the best intentions of

    scientists to form a single community, unseparated by differences of

    national and political viewpoint, they are, in fact, separated by language.

    Scientific literature in German is not generally assimilated by French

    workers, nor that appearing in French by those whose native language

    is English. The problem appears to have become more severe since the

    last war, because the ascendance of the United States as the preeminent

    economic power led, in a time of big and expensive science, to a pre

    dominance of American scientific production and a growing tendency

    (at least among English-speakers) to regard English as the international

    language of science. International congresses and journals of world

    circulation have come more and more to take English as their standard

    or official language. As a result, students and scientific workers in the

    English speaking world have become more linguistically parochial than

    ever before and have been cut off from a considerable scientific literature.

    Population genetics has been no exception to the rule. The elegant

    and extremely innovative theoreticaI work of Malecot, for example, is

    only now being properly assimilated by population biologists outside

    France.

    I t

    was therefore with some sense of frustration that I read Prof.

    Jacquard's "Structures Genetiques des Populations", for I realized that

    this superb treatment of the theory of evolutionary genetics would be

    unavailable

    to

    me

    as

    a teacher because it was inaccessible

    to

    my students

    as readers. What I found so attractive in Jacquard's book was the Iucidity

    and elegance of its presentation, but most especially the fusion of demo

    graphie and genetical concepts with abundant examples from human

    populations. The fusion of genetics and demography has been a slow

    process since Fisher first briefly considered the problems of gene frequency

    change and population growth in the "Genetical Theory of Natural

    Selection" in

    1929.

    I t is still far from complete,

    but

    the point of view

    represented by Prof. Jacquard, a geneticist and a demographer, is slowly

    gaining. I was thus delighted

    at

    the prospect of

    an

    English translation

    of "Structures Genetiques des Populations" so that this point of view

    could be exposed

    to

    the widest possible audience.

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    VI

    Preface

    Prof. Jacquard has been extremely fortunate in his choice of trans

    lators. The Charlesworths have combined linguistic skill with scientific

    contributions in demography and genetics to make

    "The

    Genetic

    Structure of Populations" not merely a translation, but a new work of

    even greater virtue than the original.

    R. C. Lewontin

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    Author s Preface

    to the English Edition

    This book was originally written for French students; its style of

    reasoning and method of presentation were chosen to conform with

    current usage in French universities. There is therefore a risk in publishing

    an English edition. Professor Lewontin, however, feels

    that

    we should

    take this risk; I should like to thank him for his favourable opinion of

    mybook.

    My hesitation in seeing my book exposed to a wider public has been

    lessened by the help I have received from my translators, who have

    criticised the book as weIl as performing the heavy work of the translation

    itself; these criticisms have helped me to fill in some of the gaps

    that

    were left in the first edition, and to correct some errors. I am very grateful

    to them.

    A.

    Jacquard

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    1rranslators J»reface

    This book is a translation of "Structures Genetiques des Popula

    tions", which was published in 1970. There are a number of changes in

    the present edition.

    In

    particular, there are three new chapters at the end

    of the book; also, the original treatment of populations with overlapping

    generations has been replaced by a new version written by

    B.

    Charles

    worth (Chapter 7, and Section 3 of Chapter

    10).

    There is a new Appendix

    on difference equations, and an additional Section (2.2.3) in Chapter 12,

    by B. Charlesworth, and a number of smaller alterations throughout the

    book, some by Professor Jacquard and some by the translators.

    We would like to thank Professor Jacquard for his cooperation with us

    throughout the work of translating his book, and especially for his

    tolerance and patience when we have made criticisms.

    D. Charlesworth

    B.

    Charlesworth

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    Introduetion. .

    The Individual .

    The Population

    General Bibliography .

    Table of

    Contents

    Part 1

    Basie Faets and Concepts

    1

    1

    2

    3

    Cbapter

    1.

    The Foundations of Genetics . . . . . . . 6

    1. The Mendelian Theory of Inheritance. . . . . . . 6

    1.1. Mendel's First

    Law.

    The Law of Segregation. . 6

    1.2. Mendel's Second

    Law.

    Independent Assortment 8

    1.3. Restrietion of Mendel's Second

    Law.

    Linkage . 9

    1.4. Some Definitions. . . . . . . . . . . . . . 11

    2.

    The Physical Basis of Mendelian Inheritance. The Chromosomes.

    13

    2.1. The Behaviour of the Chromosomes. Mitosis and Meiosis . .

    13

    2.2. Consequences of Chromosome Behaviour for Hereditary Transmission of

    Characters. . . . . . . . 15

    2.3. Linkage and Crossing Over . 16

    2.4. Human Chromosomes . . .

    17

    2.5. The Sex Chromosomes . . . 19

    2.6. Chromosome Strueture.

    DNA

    20

    2.7. Mutation . . . . . 23

    2.8. Individual Diversity . . . .

    24

    Cbapter

    2.

    Basic Concepts and Notation. Genetie Structure

    of

    Populations and of

    IndividuaJs. . . . . . . . . . 25

    1. Probability . . . . . . . . . . . . . . . .

    25

    1.1. Definition of Probability . . . . . . . .

    26

    1.2. Principle of Addition of Probabilities . . . 27

    1.3. Principle of Multiplication of Probabilities. 27

    1.4. Bayes' Theorem . . . . . . . . . . . . 28

    1.5. Random Variables . . . . . . . . . . . 30

    1.6. The Expectation and Variance of a Random Variable .

    30

    1.7. Examples of Random Variables . . . . . . . . . . 31

    2. Genetie Struetures . . . . . . . . . . . . . . . . . .

    33

    2.1. The Definition of Genie and Genotypie Struetures . .

    33

    2.2. The Relation between Genie and Genotypie Structures

    34

    2.3. The Probability Structures of Populations 35

    2.4. Probability Structures of Individuals . . . . . . . .

    36

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    XII

    Table of Contents

    3.

    Sexual Reproduction . . . . . . . . . . . . .

    3.1. Genie Structures of Parents and Offspring . .

    3.2. Genotypie Structure of Parents and Offspring

    Part

    2

    A Reference Model: Absence of Evolutionary Factors

    37

    37

    39

    Chapter 3. Tbe Hardy-Weinberg Equihörium for one Locus . 42

    1. Populations . . . . . . . . . . . 42

    2. The Hardy-Weinberg Principle. . . 43

    2.1. Stability of the Genie Strueture 43

    2.2. Genotypie Structure . . . . . 44

    2.3. Panmixia and Perfeet Panmixia 47

    2.4. The Hardy-Weinberg Principle . 48

    3. The Classical Treatment of the Hardy-Weinberg Equilibrium 49

    3.1. Establishment of the Equilibrium. . . . . . . 50

    3.2. Random Union of Gametes . . . . . . . . . 52

    3.3. Properties of the Hardy-Weinberg Equilibrium . 53

    4. The Equilibrium for Sex-Linked Genes . . . . . .

    55

    4.1. Passage from One Generation to the Next. . . 55

    4.2. The Equilibrium State . . .

    . ' .

    . . . . . .

    56

    5. The Hardy-Weinberg Principle in Human Populations 58

    5.1. Autosomal Loci with Two Alleles .

    58

    5.2. Autosomal Loci with Three Alleles . 61

    5.3. Sex-Linked Genes

    63

    5.4. Y-Linked Genes . . . . . . . .

    65

    Chapter 4. The Equilibrium for

    Two

    Loci 66

    1. The Role of Individuals . . . . . . . 66

    2.

    Genie Strueture . . . . . . . . . . 67

    2.1. The Recurrence Relation for the Transition from One Generation to the

    Next . . . . . . . . . . . . . . 68

    2.2. The Constancy of Gene Frequeneies

    69

    2.3. The Approach

    to

    Equilibrium

    69

    3.

    Genotypie Strueture . . . . . .

    70

    4. Two Loci, Bach with Two Alleles 71

    4.1. Gamete Frequencies . . . . 71

    4.2. Fusion of Two Populations .

    73

    4.3. Instantaneous Attainment of Equilibrium

    75

    5. The Detection and Measurement of Linkage

    77

    5.1. Detection of Linkage-Penrose's Method . 77

    5.2. Estimation of Reeombination Fraetions-Morton's Method . 80

    5.3. Smith's "Bayesian" Method of Estimating Reeombination Fractions 82

    5.4. The Linkage Map of Man. . . . . . . . . . . . . . . . . . . 85

    Chapter S. Tbe Inheritance of Quantitative Characters . . . . . 86

    1. The Mean. . . . . . . . . . . . . . . . . . . . . . . 87

    1.1. Definiton of Additive Effects and Dominance Deviations 87

    1.2. Determination of the Additive Effects and Dominance Deviations

    89

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    Table of Contents XIII

    1.3. The Effect of a Small Change in Gene Frequency . 91

    1.4. The

    Case

    of a Single Locus with Two Alleles . .

    91

    1.5. Characters Controlled by Several Loci . . . . . 95

    1.6.

    An

    Example of a Character Controlled by Several Genes: Skin Colour 96

    2. The Variance . . . . . . . 98

    2.1. EnvironmentaI Variance. . . . . . . 98

    2.2. Genotypie Variance . . . . . . . .

    100

    2.3. The

    Case

    of a Loeus with Two Alleles. 101

    Chapter

    6.

    Genetie Re1ationships between ReJatives 102

    1.

    The Measure of Relatedness. . . . . . . .

    103

    1.1. Identity by Descent . . . . . . . . . . .

    103

    1.2. The Definition of Coefficients of Identity .

    104

    1.3. The CaIeulation of Coefficients of Identity .

    109

    1.4. Sex-Linked Genes . . . . . . . . . . .

    114

    2. The Genetie Structures of Related Individuals .

    116

    2.1. The Relation between the Genie Structures of Related Individuals

    117

    2.2. The Relation between the Genotypie Struetures of Related Individuals 120

    2.3. The Relations between the Genie Structures of Inbred Individuals 128

    2.4. Other

    Points.

    . . . . . . . . . . . . . . . . . . .

    129

    3. Resemblance between Relatives . . . . . . . . . . . . . 131

    3.1.

    The Determination of the Covariance between Relatives. 131

    3.2. Some Partieular Relationships . . . . . . . . . . . .

    135

    3.3.

    The Case of a Loeus with Two Alleles . . . . . . . .

    136

    3.4. The Interpretation of Observed Correlations between Relatives .

    138

    Chapter

    7.

    OverJapping Generations. . . . . . . . . . .

    141

    1. The Demographie Description of a Population. . . . .

    141

    1.1. Demographie Parameters . . . . . . . . . . . .

    142

    1.2. The Future Demographie Structure of a Population

    146

    1.3. The Intrinsie Rate of Natural Increase . . . . . .

    150

    1.4. The Male

    Population.

    . . . . . . . . . . . . .

    152

    2. The Equilibrium Genetie Strueture of a Population with Overlapping Genera-

    tions . . • •............................ 153

    2.1. Genie and Genotypie Struetures of Populations with Overlapping Genera-

    tions . . . . . . . . . . . . . . . . . . . . . . . .

    153

    2.2. The Evolution

    of

    the Genetie Structure of a Population . .

    155

    2.3. The Evolution of the Genotypie Strueture of a Populat ion.

    157

    2.4. Conelusions . . . . . . . . . . . . . . . . . . . . .

    158

    Part 3

    The Causes of Evolutionary Changes in Populations

    Cbapter 8. Finite Populations. . . . . . . . . . . . . . . . . . 160

    1. Identity by Descent of Genes in Finite Populations. . . . . . .

    160

    1.1. The Inbreeding Coefficient and Coeffieient of Kinship

    of

    a Population.

    160

    1.2. Increase of the Inbreeding Coefficient in a Finite Populat ion. 161

    1.3. Constant Effective Population Size. 163

    1.4. Changing Effective Population Size. . . . . . . . . . . .

    166

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    XIV

    Table

    of

    Contents

    1.5. Relations between Relatives in a Finite Population . . . . . . . . . . 167

    1.6. The Effect

    of

    Variance

    in

    Number

    of

    Offspring

    on

    the Effective Population

    Size . . . . . . . . . . . . . . . . . . . . . . . . • . . . .

    171

    1.7. The Effect

    of

    the Prohibition

    of

    Incest

    on

    Effective Population

    Size. .

    175

    1.8. Effective Population Size

    in

    Populations with Overlapping Generations

    178

    2. Changes

    in

    the Genotypic Probability Structure . . . • . . . . 178

    2.1.

    The

    Difference Equation for Genotypic Probability Structure 179

    2.2.

    The

    Genotypic Probability Structure

    at

    Intermediate Stages 182

    2.3. The Stages

    of

    Change

    in

    Genotypic Structure

    183

    2.4. Genetic Drift . . . . . . . . . . 184

    2.5. The Disappearance

    of

    Heterozygotes . . . . 186

    2.6. Sib-Mating . . . . . . . . . . . . . . .

    188

    2.7. Summary . . . . . . . . . . . . . . . . 190

    3.

    The

    Transmission

    of

    Genes from One Generation to the Next

    191

    3.1.

    The

    Probability Distribution

    of

    the Number

    of

    Genes Transmitted

    191

    3.2. Changes

    in

    Gene Frequencies . . . . . . . 192

    3.3. Genetic

    Drift

    . . . . . . . . . . . . . . 193

    3.4.

    The Rate of

    Attainment of

    Homozygosity.

    . 195

    4. Matings between Relatives

    in

    a Finite Population 197

    4.1. Matings between

    Sibs.

    . . . . . . . . . . 197

    4.2. Matings between First

    Cousins.

    . . . . . .

    198

    4.3. The Role

    of

    the Variance

    in

    Number

    of

    Offspring 200

    5. Observations

    on Human

    Populations . . . . . . . . 202

    5.1. The Frequency

    of

    Consanguineous Marriages . . 202

    5.2. Consanguineous Marriages in France . • . . . . 204

    5.3. Consanguineous Marriages

    in

    Several Catholic Countries

    208

    5.4. Consanguineous Marriages

    in

    some Non-Catholic Countries . 210

    5.5. Mating between Relatives

    in

    Populations with Overlapping Generations .

    211

    6. Subdivision

    of

    a Population . . . . . . . . . . . . . . . 212

    6.1. Changes

    in

    Gene Frequencies and Coefficients

    of

    Kinship 212

    6.2. Effect

    of

    Limited SampIe

    Sizes.

    . . . . . 215

    6.3. Sampling Variance of . . . . . . . . . 216

    6.4. The Effect

    of

    Relationship between Groups • 218

    Chapter 9. Deviations from Random Mating

    . . . . . • . . . . . . . . . •

    220

    1. Genotype Frequencies Among the Offspring of Consanguineous and Assorta-

    tive

    Matings.

    . . . . . . . . . . . . . • . . . . . . .

    221

    1.1.

    An

    Example

    of

    Non-Independence between Mates

    .......... 221

    1.2. The Offspring

    of

    a Consanguineous Mating . . . . . . . . . . . . .

    223

    1.3. The Biological Consequences of Consanguineous Mating . . . . . . .

    225

    1.4. The Frequency

    of

    Consanguineous Marriages among the Parents

    of

    Children Affected with Genetic Disorders 227

    2. Choice

    of

    Mates Based

    on

    Relatedness 228

    2.1. Sib-Mating . . . . . . . . 229

    2.2. Parent-Offspring Mating. . .

    231

    2.3. Half-Sib Mating . . . . • . 232

    2.4. Double First-Cousin Mating . 234

    2.5. First-Cousin Mating . . . . 236

    2.6. Second-Cousin Mating . . . 240

    2.7. Number of

    Ancestors

    and

    the Approach Towards Homozygosity 242

    2.8. Avoidance of

    or

    Preference for Certain Types of

    Marriage.

    . . . 243

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    Table of Contents :xv

    3. Assortative Mating . . . . . . . . • . • 248

    3.1. Total Positive Assortative Mating Based

    on

    Genotype . • 249

    3.2. Partial Positive Assortative Mating Based

    on

    Genotype • 249

    3.3. Total Positive Assortative Mating Based

    on

    Phenotype •

    251

    3.4. Partial Positive Assortative Mating Based on Phenotype . • 253

    3.5. Total Negative Assortative Mating Based

    on

    Genotype . • 254

    3.6. Partial Negative Assortative Mating Based on Genotype . . 257

    3.7. Total Negative Assortative Mating Based

    on

    Phenotype . • 259

    3.8. Partial Negative Assortative Mating Based on Phenotype • 260

    4.

    The

    Offspring

    of

    Consanguineous Marr iages. . . . . . . . . 261

    4.1. The American Medieal Association Study of 1856 . . . . 262

    4.2. The Study in Morbihan and Loir-et-Cher

    of

    1952. Definition

    of "Peri-

    natal Mortality Rate" . . . . • 263

    4.3. The Study in the Vosges

    in

    1968 • 265

    4.4.

    The

    Study

    in

    Japan

    in

    1958-60 . • 266

    4.5. Sex-Linked Genes 267

    4.6. Conclusions • 267

    Further

    Reading .

    268

    Chapter 10. SeIection . . . . . . . . 269

    1. Some Simple Models of Selection . 270

    1.1. Definition

    of

    Selective Values • 270

    1.2. Change in Gene Frequencies . • 272

    1.3. Loci with Two Alleles . • 273

    1.4. Constant Selective Values . . . 277

    1.5. Some Partieular Cases . . . • 278

    1.6. Variable Selective Values . . 291

    1.7. Constant Selection for a Sex-Linked Gene. 297

    1.8. Selection

    in

    the Multi-Loeus Case

    . • • •

    301

    2. The Consequences of Selection for the Mean Fitness of Populations 301

    2.1. Constant Selective Values . . . . . . . . . . . . 302

    2.2. Variable Selective Values . . . . . . . . . . . . 306

    3. Selection

    in

    Populations with OverIapping Generations . 307

    3.1. Demographie Parameters and Selective Differences . 308

    3.2. Some Examples

    of

    Selection

    in Human Populations.

    311

    4.

    The

    Study

    of

    Selection

    in

    Human

    Populations.

    . . . . 316

    4.1. Difficulties in Detecting Selective Effects . . . • . 316

    4.2. Direet Evidence for Selective Differences Associated with

    Human

    Poly-

    morphisms. . . . . . . . . . . . . . . 318

    4.3. Indirect Evidence for

    Selection.

    . . . . . 319

    4.4. The Index of the Opportunity for Selection 321

    Further Reading . . .

    330

    Chapter 11. Mutation. . . . . . . • . . . . . . . . . . . . 331

    1. The Probability

    of

    Survival of a

    Mutant

    Gene . . . . . . . . 331

    1.1. Elimination of a Neutral Allele. . . . . . . . . . . . . 332

    1.2. Survival of a Neutral Mutant Gene

    in

    a Finite Population . • 334

    1.3. The Probability

    that

    an

    Advantageous New Mutant Gene will be Main-

    tained

    in

    the Population. . . . . . . . . . . . . . . . . . . . . . 334

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    XVI

    Table of Contents

    2. Recurrent Mutations • . . . . . . . . . . . . 335

    2.1. Change

    in

    Genie Structure

    due to

    Recurrent

    Mutation

    336

    2.2. The Case of a Locus with two Alleles . . . . . . . . 337

    3.

    The

    Resultant Effect

    of

    Selection

    and

    Mutation

    at

    a Locus with Two Alleles 339

    3.1.

    The

    Equilibrium between

    Mutation and

    Selection. . . . 339

    3.2. Constant Selective Values . . . . . . . . . . . . . . 340

    4.

    The Human Mutation Rate

    . . . . . . . . . . . . . . . 343

    5.

    The

    Spread of a

    Mutation:

    Congenital Dislocation

    of the Hip

    349

    Further Reading . . . . . . . . . . . . . . . . . . . . . 350

    Cbapter 12.

    Migration.

    . . . . . . . .

    351

    1. Deterministie Models with Migration. 351

    1.1. Changes

    in

    Genie Strueture . . . 352

    1.2. Changes in Genotypie Strueture . 355

    1.3. Applications

    to

    Actual Populations . 357

    1.4. Deterministie Models of Migration when Other Forces

    for

    Change are

    Acting

    ....................•........

    358

    2. Stoehastie Models with Migration . . . . . . . . . . . . . . . . . . . 362

    2.1.

    Migration.

    . . . . . . . . . . . . . . . . . . . . . . . . . . . 363

    2.2. Stoehastie Models of Migration with Other Evolutionary Forces also

    Acting . . . . . . . . . . . . . . . . . . . . . . . . . 371

    2.3. Migration and

    Mutation

    in a Spatially Continuous

    Population.

    376

    3.

    Data on

    Migration

    in Human

    Populations . . . . . . . . . . . .

    381

    3.1. Models of the Migration Process . . . . . . . . . . . . . . . 381

    3.2. Comparison

    of the

    Genetie Models with

    the

    Models of Migration 384

    4. Conc1usions . 385

    Further

    Reading 386

    Cbapter 13. The Combined Effects 01 Different Evolutionary Forces . 388

    1. Wright's Model . . . . . . . . . . . . . . . . . . . . . . 389

    1.1. Change in Gene Frequeney

    from One Generation to

    the

    Next

    389

    1.2. The Fundamental Equation . . . . . . . . . . . . . . . 391

    1.3. The Asymptotie Probability Dist ribution . . . . . . . . . 393

    1.4. Some

    Further

    Results

    on

    Selection

    and Mutation in

    Finite Populations 398

    2. Simulation . . . . . . . . . . . . . . . 400

    2.1. The Prineiples of

    Monte

    Carlo

    Methods.

    . . . . . 401

    2.2. The Use of

    Monte

    Carlo Methods . . . . . . . . 403

    2.3. Simulation of the Genetie Strueture of a Population 405

    3. Maintenance of Polymorphisms. Genetie Load. . . 406

    3.1.

    The

    Equilibrium

    under

    Mutation

    and

    Selection 406

    3.2. Maintenance of Variability by Neutral Mutat ion 408

    3.3. Heterotie

    Equilibrium.

    . . . . . . . . . 409

    3.4. The Genetie Load of a Locus . . . . . . 410

    3.5.

    The

    Total Genetie

    Load.

    . . . . . . . . 412

    3.6.

    The

    Effect

    of

    Inbreeding

    on

    Selective Value 415

    3.7. Conc1usion: "Neo-Darwinian" Versus

    "Non-Darwinian" Evolution.

    417

    Further Reading . . . . . . . . . . . . . . . . . . . . 418

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    Table of Contents

    XVII

    Part 4

    Tbe Study of

    Human

    Population Strueture

    Cbapter

    14.

    Genetie Distance. I. Basic Concepts and

    Methods.

    . . 420

    1. Tbe Idea

    of Distance . . . . . . . . . . . . • . . . . . .

    420

    1.1.

    Tbe Definition of Distance . . . . . . . . . . . . . .

    422

    1.2.

    Distance between Objects Characterised

    by

    Measurements .

    422

    1.3.

    Distance between Objects Characterised by Qualitative

    Attributes. 428

    2.

    Distance between Individuals of

    Known

    Ancestry .

    433

    2.1.

    Inadequacy of the Coefficient of Kinship . . .

    433

    2.2.

    Genotypie Distance between Relatives

    . .

    . .

    434

    2.3. Other

    Measures of Distance between Relatives . 444

    3. Distances between Populations. . . . . . . . . .

    449

    3.1.

    Distance between

    the

    Genetie Structures of Populations .

    449

    3.2.

    Distance between Populations of Known Ancestry . . .

    453

    3.3.

    Biometrical Estimation of

    the

    Relatedness of Two Populations .

    456

    3.4.

    ConcIusion 461

    Further Reading .

    462

    Cbapter

    15.

    Genetie Distance. n. The Representation of Sets of Objects 463

    1. Prineipal Components Analysis

    465

    1.1.

    Tbe First Principal

    Axis.

    . 465

    1.2.

    Tbe First

    Principal Surface

    470

    1.3.

    Generalisat ion . . . . . • .

    473

    1.4.

    Normalisation of Measures .

    475

    1.5.

    Interpretation of the Projections Obtained. Representation of Charaeters

    476

    2.

    Prineipal Components Analysis of Contingeney Tables . . . • . . . . . .

    479

    2.1.

    Tbe x2Metrie ....................•.....

    480

    2.2.

    Tbe Projection of the Object-Points

    Onto the

    Prineipal Plane . . . . .

    482

    2.3. Tbe

    Principal Plane of the Character-Points . . . . . . . . . . . . .

    484

    2.4.

    Interpretation

    of the

    Simultaneous Representation

    of

    Objects

    and

    Charac-

    ters.

    . . . . . . . . . .

    485

    3. Cluster Analysis . . . . . . . . . . . . . . . . . . . . . . .

    . . 487

    3.1.

    Information and Variance. . . . . . . . . . . . . . . . .

    . . 488

    3.2.

    Aggregation

    of

    Two

    Objeets.

    . . . . . . . . . . . . . . .

    . .

    489

    3.3.

    Interpretation of the Decrease in Variance: Tbe Diameter of a Class 491

    3:4.

    Phylogenetie Trees . . . . . . . . . . . . . . . . . . . .

    . .

    492

    Cbapter

    16.

    Some Studies of Human Populations . . . . . .

    1. Tbe Jieaque Indians of the Montaiia de la Flor, Honduras

    1.1. History of the Group. . . . . . . . . . . . .

    1.2.

    Inbreeding

    among

    the Jicaque Indians . . . . .

    1.3.

    Changes in the Genetie Composition of the Group

    2.

    Tbe Bedik of Eastem Senegal . . . . . . . . . . .

    2.1.

    History

    and

    Ecology . . . . . . . . . . . . .

    2.2.

    Marriages

    among

    the Bedik . . . . . . . . . .

    2.3.

    Haematologieal

    Charaeters-Distances

    between Villages.

    2.4.

    Representation of the Strueture of the Populat ion. . . .

    494

    495

    495

    496

    499

    501

    501

    502

    504

    506

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    XVIII Table of Contents

    3.

    The Kel Kummer Tuareg of Mali . . . . . .

    3.1. History, Ecology and Soeial Organisation .

    3.2. The Genealogy of the Kel Kummer People

    3.3. Changes in the Genetie Make-up of the Population .

    3.4. Haematologieal Studies of the Kel Kummer Population .

    4. Classifieation of Populations Using the HL-A Systems

    4.1.

    Data

    and Methods of Caleulation

    4.2. Results . . . . . . . . . . . . . . . . . . .

    509

    509

    511

    513

    518

    524

    524

    525

    Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 530

    Appendix A. Linear Difference Equations 533

    1. Definitions . . . . . . . . . . . .

    533

    2. The Solution of Linear Difference Equations 534

    2.1. The General Solution of a Homogeneous Equation of Order

    m . 534

    2.2. The General Solution of an Inhomogeneous Equation of Order m 535

    2.3. The Solution of the Homogeneous Equation of Order m, with Constant

    Coefficients . . . . . . . . . . 535

    2.4. The Renewal Equation of Order m . . . . . . . . . . . . . . . . . 536

    Appendix B. Some Definitions and Results in Matrix Algebra 538

    1. Definitions . . . . . . . . . . 538

    1.1. Types of Matrix . . . . . . . . .

    538

    1.2. The Determinant of a Matrix . . .

    539

    1.3. Matrix Addition

    and

    Multiplication 540

    2. Diagonalisation of a Square Matrix 542

    2.1. The Powers of a

    Matrix.

    . . 542

    2.2. The Eigenvalues of a Matrix .

    543

    3. The Spectral Analysis of a Matrix 546

    4. Real Symmetrie Matrices . . . . 547

    4.1. The Eigenvalues of a Real Symmetrie Matrix are aIl Real 547

    4.2. The Eigenvectors of a Real Symmetrie Matrix Corresponding to Distinet

    Eigenvalues are Orthogonal . . . . .

    548

    5. Stoehastie Matrices. . . . . . . . . . . . . . 549

    5.1. The Eigenvalues of Stoehastie Matrices . . .

    549

    5.2. The Speetral Analysis of a Stoehastie

    Matrix.

    551

    References. .

    553

    Subject Index 561

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    Introduction

    The

    Individual

    From the very ftrst moment of the creation of a new human being

    at fertilisation, the single cell which

    is

    the new individual

    is

    already

    endowed with its full complement of hereditary information. This single

    cell will divide and form millions of new cells, which will each be adapted

    for speciftc functions; millions of chemical compounds will be synthesised,

    which will be used in the cells themselves,

    or

    for communications

    between cells; mechanisms for the precise regulation

    of

    all kinds of

    processes will develop. All these events take place in a determined

    sequence: embryonic development, growth, senescence, then death.

    All the information which will ensure that these events take place

    is

    contained in the original single cell; half

    of

    the information comes

    from the egg, and half from the spermatozoon which fertilises it. The

    chromosomes of the cell carry all the instructions for the development

    of an individual, for example a human being, or more exactly,

    this

    particular

    human being.

    The genetic information which the new individual receives

    is

    the

    basis ofhis individuality. It distinguishes him from all other individuals;

    no man now or in the past has had precisely the same genes as another.

    Of course, the development of the individual, his ftnal size and whether

    he grows up to be strong

    or

    weak are greatly affected by his environment.

    This includes the state

    of

    health of his mother before he

    was

    born,

    the nutrition he receives, the temperatures and irradiations to which

    he

    is

    subjected, and many other factors. But the effects which environ

    mental factors will have are themselves determined by the genetic

    information, since this determines the internal processes which can, in

    fact, take place. The end result of the individual's developmental process

    depends on random events in his environment, but the effects

    of

    these

    events obey probability distributions that depend on the genetic informa

    tion brought together at his conception.

    At each cell division, the new cell has a structure which corresponds

    to the function it will carry out in the organism (e.g. nerve cell, bone

    cell,

    blood cell,

    etc.).

    Whatever the function of the cell, however, it will

    receive a full copy of the genetic information of the individual of which

    it

    is a member. Each cell carries all the information which determines the

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    2

    Introduction

    whole individual, inc1uding all the special characteristics that are unique

    to this individual. Bach single cell of a particular individual

    is,

    above

    all, a cell of

    this

    individual, and not just a cell with a certain function,

    such as a nerve cell,

    or

    a bone cell.

    There

    is

    one exception to this. The reproductive cells, eggs or

    spermatozoa, carry only half

    of

    the genetic information of the individual

    they come from. Nearly all these cells are destined to die. A tiny propor

    tion

    of

    them will find another reproductive

    cell

    of the opposite sort,

    and fuse with it. In the new cell which results, there is once again a

    complete set of the genetic instructions which are necessary for a new

    human being to develop.

    The Population

    We have seen that each individual passes only half of his genes to

    any one of his offspring.

    I t

    is a matter of chance which

    of

    the two genes

    for a character the offspring receives.

    In a sufficiently large population, the genetic heritage

    is

    maintained

    through the generations, despite the fact that, in each generation, the

    genes are segregated into the gametes, and then come together in new

    combinations in the new individuals. A common heritage

    is

    therefore

    concealed behind the diversity

    of

    the individuals of a population.

    I f

    the chromosomes of an individual carry allthe information

    (" genotype") necessary for the organism to synthesise a certain metabolic

    product, then he may, in fact, synthesise it, and exhibit the characteristic

    "phenotype", which could be advantageous or disadvantageous. Next

    generation, it may happen that none

    of

    his offspring receives all the

    information for this synthesis, and so the corresponding phenotype has

    disappeared. However, the information for the synthesis

    of

    this product

    is

    not lost; in a later generation, it could once again come together

    into a single individual, and this individual would have the same pheno

    type as his ancestor.

    At

    the population level, the fundamental reality

    is

    the information

    that

    is

    carried by the chromosomes coiled up in the reproductive cells,

    not the characters which the individuals manifest. The units

    of

    informa

    tion carried in the chromosomes are handed down through the genera

    tions, often unexpressed and hidden, alternately separated and paired

    up together according to the chances offertilisation,

    but

    alwayspreserved

    unchanged.

    Above and beyond the particular group of individuals which exist

    at any one time, the fundamental property of a population

    is

    its common

    genetic heritage.

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    Introduetion

    3

    Each individual can have a small effect on this common heritage;

    the genetic information which

    he

    bears

    will

    form a larger or smaller

    proportion of the total in the next generation, depending on whether

    he

    has many or few offspring. In this way, the mean frequency of any

    particular unit of information can change from one generation to the

    next.

    Population genetics is chiefly concerned with the study of these

    changes. Its aim is to answer the question: "What factors affect the

    genetic heritage of populations, and what are their effects?"

    General Bibliography

    Burdette, W.: Methodology

    in

    human genetics. San Franeiseo: Holden-Day 1961.

    Cavalli-Sforza, L. L., Bodmer, W. F.: The genetics of human populations. San Franciseo:

    W. H. Freeman

    1971.

    Crow, J. F., Kimura, M.: An introduetion to population genetics theory. New York:

    Harper and Row

    1970.

    Elandt-Johnson, R.C.: Probability models and statistical methods in genetics. New York:

    Wiley 1971.

    Ewens, W.J.: Population genetics. London: Methuen

    1969.

    Faleoner, D.S.: Introduetion to quantitative genetics. Edinburgh: Oliver

    &

    Boyd 1960.

    Fisher, R.A.: The genetieal theory of natural selection. Oxford: Clarendon Press 1930,

    (Reprinted. New York: Dover Publications

    1958).

    Fisher, R.A.: The theory ofinbreeding. Edinburgh: Oliver

    &

    Boyd

    1949.

    Kempthorne,

    0.: An

    introduetion to genetie statistics. New York: Wiley

    1957.

    Kimura, M.: Diffusion models in population geneties. London: Methuen

    1964.

    Kimura, M., Ohta, T.: Theoretieal aspects of population geneties. Princeton, New Jersey:

    Princeton University Press

    1971.

    Li, C. C.: Population genetics. Chieago, Illinois: Univ.

    of

    Chicago Press

    1955.

    Maleeot, G.: Les mathematiques de l'heredite. Paris: Masson 1948.

    Maleeot, G.: Probabilites et heredite. Paris: Presses Universitaires de France

    1966.

    Maleeot, G.: The mathematics

    of

    heredity, (Translation and revised version of "Les

    mathematiques de l'heredite"). San Franciseo: W. H. Freeman 1969.

    MeKusiek, V.A.: Human genetics. Englewood Cliffs, New Jersey: Prentiee Ha111964.

    Moran, P. A. P.: The statistieal processes of evolutionary theory. Oxford: Clarendon Press

    1962.

    Stern, C.: Prineiples of human geneties 3rd ed. San Franeiseo: W.H. Freeman 1973.

    Wright, S.: Evolution and the genetics

    of

    populations. Vol. I (1968): Genetie and biometrie

    foundations. Vol. II (1969): The theory of gene frequeneies. Chieago, Illinois: Univ.

    of Chieago Press.

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    PARTl

    Basic Facts and Concepts

    The aim of population genetics is to study changes in the genetic

    heritage,

    at

    the population level. I t may be useful to the reader to be

    reminded of certain biological facts

    at

    the level of the individual, or even

    of the single cell, which relate to the transmission of this heritage from

    one generation to the next.

    In this section, we shall also give some definitions of the terms which

    will be used in this book, and introduce some fundamental ideas and

    notation that

    will

    be used frequently.

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    Chapter 1

    The Foundations of Genetics

    1. The Mendelian Theory

    of

    Inheritance

    All our ideas about the inheritance

    of

    particular characters, and

    also about changes in the characteristics

    of

    populations, make use

    of

    the concepts introduced a century ago by Gregor Mendel

    (1822-1884).

    W orking in a small

    1

    experimental garden in his monastery in Brno,

    in Moravia, and using peas as his experimental material, Mendel suc

    ceeded in formulating a hypothesis which explained the results of his

    crosses in a simple fashion.

    His hypothesis was contrary to the accepted ideas

    of

    his time, and

    his paper published in 1865

    2

    remained unknown. In 1900, sixteen years

    after Mendel's death, his work was rediscovered, frrst by the Dutchman

    Hugo de Vries, then by the German Correns and the Austrian von

    Tschermak.

    Prom

    then onwards, the science of genetics could develop.

    The school of Morgan, in the U.S.A., was especially important in this.

    But thirty-five precious years had been lost.

    1.1. Mendel's First Law. The Law

    of

    Segregation

    When he crossed peas with yellow cotyledons with peas with green

    cotyledons, Mendel found that all the hybrids had yellow cotyledons.

    When he crossed the hybrids among themselves (or, rather, selfed them),

    he obtained two types of peas again; the character green cotyledons,

    which was

    not

    expressed in the first generation hybrids, reappeared in

    the second generation: "segregation" of the characters

    had

    occurred.

    Mendel also found that, in the second generation, he always obtained

    proportions elose to 3 yellow to 1 green. These experiments were done

    with six other characters (round or wrinkled seeds, axial or terminal

    inflorescences, etc.), and similar results were obtained.

    Mendel's hypothesis to explain these results can be expressed as

    follows (using a different terminology from Mendel's):

    1

    250

    m

    2

    in area.

    2

    "Versuche über Pflanzenhybriden" was published in the Verhandlungen des natur

    forschenden Vereines in Brünn 4

    (1865).

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    The Mendelian Theory of Inheritance

    7

    1. Each character of an individual is controlled

    by

    two "factors", the

    "genes", one of which the individual receives from its male parent, and one

    from its female parent.

    2.

    "When an individual carries two different genes for a particular

    character, one of them will be expressed

    ("dominant"),

    while the effect of

    the other may not

    be

    apparent ("recessive").

    3. A reproductive cell produced by an individual bears, for each

    character, one and only one

    of the two genes which the individual carries.

    yy

    Initial

    generation

    1

    st

    hybrid

    generation

    2

    nd

    hybrid

    generation

    Fig. 1.1. Mendel's fundamental experiment

    In the example given above, plants from the line with yellow cotyledons

    carry only "yellow" genes,

    and

    the genetic constitution

    of

    these plants

    can be written as (Y /Y). Plants from the line with green cotyledons have

    the genetic constitution (y/y). (In what follows, genetic constitution will

    be designated by pairs ofletters, and will be enclosed in brackets. Lower

    case letters will stand for recessive genes.)

    In the cross between the yellow and green lines, individuals

    of

    the

    first hybrid generation receive one gene from a parent whose genetic

    constitution is (Y/Y), and the other from a (y/y) parent. The genetic

    constitution ofthese individuals is therefore (Y/y). The Y gene

    is

    dominant

    to the y gene, so

    that

    these individuals are all yellow.

    The second generation

    is

    the result of crossing the hybrids,

    and

    this

    cross can

    be

    written as:

    (Y/y) x

    (Y

    y).

    Each parent will produce gametes

    of

    which half carry the gene Y,

    and

    half the gene

    y. The

    off pring can therefore be of three sorts:

    one quarter will be

    two quarters will be

    one quarter will be

    (Y/y)

    (Y y)

    or

    (y /y)

    (y/y).

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    8

    The Foundations of Genetics

    Because Y is dominant over y, the (Y/y) or (yjY) peas are yellow, so we

    obtain the ratio 3 yellow peas to 1 green. which was the observed ratio.

    Mendel's fundamental insight was the realisation that the character

    which was not manifest in the first hybrid generation (the character

    "green cotyledons ", in this example) must somehow remain present in

    this generation, since it reappears in the next generation.

    In order to explain this paradox,

    we

    have to accept the duplication

    of the information controlling characters. This duplication exists in all

    organism which reproduce sexually, although it may be only a transitory

    phase of the life-cycle as in many lower plants.

    Mendel's fundamental hypothesis is that the hereditary material has

    the properties of discontinuity and stability. The genes controlling a

    character separate from one another, and come together in pairs in new

    individuals. They co-exist within individuals, in whom the action of one

    gene can mask the action of another,

    but

    they are themselves unaltered

    by this co-existence. They remain indivisible, and do not exchange parts

    with one another.

    In

    1865,

    such a "quantum" concept of a biological phenomenon was

    unacceptable. Even in 1900, Kar Pearson, in his studies of hereditary

    phenomena, was still using Galton's hypo thesis of the fusion (and not

    the co-existence) of the maternal and paternal hereditary contributions.

    I t

    is

    therefore not surprising that Mendel's hypothesis was ignored when

    it was first proposed.

    1.2. Mendel s Second Law. Independent Assortment

    Mende1 also studied crosses between lines which differed for two

    characters: one line had yellow cotyledons and round seeds, while the

    other line had green cotyledons and wrinkled seeds. The first hybrid

    generation seeds were all yellow and round, but the second generation

    consisted of four types, showing the four possible combinations of the

    characters. The proportions were: 9/16 yellow, round, 1/16 green, wrin

    kled, 3/16 yellow, wrinkled, and 3/16 green, round. Mendel obtained

    similar results with seven different characters altogether.

    Assuming that the first law

    is

    valid, these results can be explained by

    the single further hypothesis :

    Genes controlling different characters segregate independently.

    We

    can

    write the genetic constitutions of the original lines as (Y /Y R/R) and

    (y/y r/r), and the first hybrid generation as (Y/y R/r). The gene Y is

    dominant to

    y,

    and R is dominant to r, so the hybrid peas are yellow

    and round. The hybrid plants produce four types of gametes: (YR), (yR),

    (Yr) and (yr). Since the genes controlling cotyledon colour are assumed

    to segregate independently of the genes controlling the form of the seed,

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    The Mendelian Theory of Inheritance 9

    Table 1.1. Independent segregation oftwo characters

    Gametes

    Y R

    Y r

    yR yr

    YR

    (YfY R/R)

    (YjY

    Rjr) (Yjy RjR)

    (Yjy Rjr)

    Yellow

    Yellow

    Yellow Yellow

    Round Round Round Round

    Yr (YfY Rjr) (YfY rjr) (Yjy Rjr)

    (Y jy rjr)

    Yellow

    Yellow

    Yellow Yellow

    Round Wrinkled Round Wrinkled

    yR

    (Yjy

    R/R) (Yjy Rjr) (yjy RjR)

    (yjy Rjr)

    Yellow Yellow Green Green

    Round Round Round Round

    yr

    (Yjy

    Rjr)

    (Yjy

    rjr) (yjy Rjr) (yjy rjr)

    Yellow

    Yellow Green

    Green

    Round Wrinkled Round Wrinkled

    we

    expect the frequencies

    of

    all four types

    of

    gametes to be the same

    t

    of the total. Table

    1.1

    shows the genotypes obtained by fusion

    of

    the

    four types of male (d') gametes with each of the four types of female (2)

    gametes. The genotypes are shown in brackets, and the phenotypes, which

    are obtained using the dominance relations of the genes, are given below

    them. ,

    ;

    Re 1lmbering that the gene Y is dominant to

    y,

    and R to r,

    we

    have:

    1. Four genotypes correspond to yellow, round seeds. They are:

    (Y/Y R/R),

    (YjY

    R/r), (Y/y R/R) and (Y/y R/r). These are formed by

    nine out of the 16 possible combinations of gamete types.

    2. Two genotypes-(YjY r/r) and (Y/y

    r/r)-give

    yellow, wrinkled

    seeds. These correspond to three of the combinations of gamete types.

    3.

    Two genotypes -

    (y

    /y R/R) and

    (y

    /y R/r) - give green, round seeds.

    These correspond to three

    of

    the combinations

    of

    gamete types.

    4. Finally, the green, wrinkled seeds must be ofthe genotype (y/y r/r),

    which can be produced by only one combination of gamete types.

    Since fertilisation occurs at random, the frequencies

    of

    all the

    combinations

    of

    gametes in Table

    1.1

    are e q u a ~ so the frequencies of the

    four types of pea will be 9/16, 3/16, 3/16, and 1/16.

    1.3. Restriction of Mendel's

    Second

    Law. Linkage

    Mendel's second law is often found not to hold, unlike the first law,

    which

    is

    very generally valid. Morgan, using the fruit

    fly,

    Drosophila

    melanogaster, discovered that independent segregation

    of

    characters is

    by no means a general rule. He found that it was possible to group the

    characters

    of

    an organism into a number

    of

    "linkage groups"; two

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    10 The Foundations

    of

    Genetics

    genes are considered to belong to the same linkage group if there

    is

    a

    tendency for the parental associations of the characters to carry over

    into the offspring; a gene

    is

    considered not to belong to a linkage group

    if it segregates independently of all the genes of that group. The degree

    oflinkage between genes can be measured by the strength of the tendency

    for the parental associations of the characters to carry over into the

    offspring; the proportion of the offspring that show the new character

    combinations

    is

    used as a measure of linkage.

    Consider another cross between lines of peas: if plants from a line

    with purpie flowers and long pollen grains are crossed with plants from

    a line with red flowers and short pollen, the first hybrid generation

    plants have purpie flowers and long pollen. The genetic formulae for

    the parents are (P/P L/L) and (p/p

    1/1), and that for the hybrids is (P/p L/l).

    P is dominant to

    p,

    and L to

    1,

    so the hybrids have purpie flowers and

    long pollen. In the second generation, four types appear, as expected:

    the two types showing the parental combinations

    of

    the characters,

    purpie, long and red, short, and the two types with new combinations of

    the characters purpie, short and red, long. But the two types with the

    parental associations of the characters are much more frequent than

    Mendel's second law would predict. Instead of the expected frequencies

    9/16=55%, 1/16=7%,

    3/16=19%

    and

    3/16=19%,

    the observed

    frequencies are 70

    %,20 %, 5 % and 5 %.

    Table

    1.2

    shows how we can explain these results by s u p p o · ~ i n g that

    the gametes formed by the first generation hybrid plants (P /p t,/l) are

    more frequently types (P

    L)

    and

    (p

    1), like the parental gametes, than

    recombinant types (P 1) and

    (p L).

    We can obtain quantitative agreement

    Table 1.2. Segregation

    oftwo

    Iinked genes

    Gametes

    PL

    PI

    pL pI

    Frequency

    10/22

    1/22 1/22 10/22

    PL

    10/22

    0.207

    0.021 0.021

    0.207

    PurpIe PurpIe PurpIe PurpIe

    Long Long Long Long

    PI

    1/22

    0.021 0.002

    0.002

    0.021

    PurpIe

    PurpIe PurpIe PurpIe

    Long

    Short Long Short

    pL

    1/22

    0.021 0.002 0.002 0.021

    PurpIe PurpIe Red Red

    Long Long Long Long

    pI

    10/22

    0.207

    0.021 0.021 0.207

    PurpIe PurpIe Red

    Red

    Long Short Long Short

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    The Mendelian Theory

    of

    Inheritance

    11

    with the experimental data if, of every 11 gametes which carry the gene P,

    10

    carry the gene

    L,

    and only one carries the gene 1; and if, of every 11

    gametes carrying

    p,

    one carries

    Land

    10

    1.

    The two characters, purpie or red flower colour, and long or short

    length of the pollen grains, therefore belong to the same linkage group.

    The ratio

    10:1

    is very different from the 1:1 ratio which would be given

    by independent segregation of the genes. We therefore say that these

    genes are tightly linked.

    By a large number of studies of the simultaneous segregation of genes,

    it has been possible to establish the existence of four linkage groups in

    Drosophila melanogaster, seven in peas, and ten in maize.

    Mendel studied seven characters in peas. By a remarkable piece of

    luck, each

    of

    these seven genes belonged to

    aseparate

    linkage group

    (which has an

    apriori

    prob ability of only one in

    163,

    approximately);

    these genes therefore segregated independently. This unlucky chance

    meant that Mendel did not disco ver linkage, though it did, of course,

    make his results easier to interpret.

    1.4. Some Definitions

    Genetics, like every independent field of study, has developed a

    terminology, which is sometimes imprecise and sometimes over-precise

    and which can vary from author to author. This can confuse the novice,

    who may not realise that he is being confused

    by

    ambiguous use ofwords,

    rather than by the difficulty of the arguments themselves.

    It

    therefore

    seems important to define the "key-words" which will be used in this

    book.

    A "gene" is a unit of information concerning a unit character, which

    is

    transmitted by a parent to his offspring. In sexually-reproducing

    organisms, individuals carry two genes for each unit character, one from

    each parent.

    The set of genes carried by an individual

    is

    called his

    "genome".

    Genes which act on the same unit character are said to be

    "at

    the

    same

    loeus".

    One could equally

    weIl

    say that genes at the same locus are

    homologous (Gillois, 1964).

    At each locus, an individual has two genes, one from his mother and

    one from his father. He transmits a copy of one of the two genes to each

    of his offspring.

    For

    the purposes of population genetics, the locus can

    be considered as the basic, indivisible unit of hereditary transmission.

    The set of genes of one 10cus, i. e. that act on the same unit character,

    is called a set of "alleles ".

    For a given locus, the number of alleles

    is

    the same

    as

    the number

    of modes of action on the character. So

    far,

    we have only considered 10ci

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    12

    The Foundations of Genetics

    with two alleles (green or yellow cotyledons, round or wrinkled seeds,

    etc.), but large numbers of alleles are possible; Iod with more than ten

    known alleles are not uncommon. In what folio

    ws,

    alleles will be des

    ignated

    by

    the symbols

    Al' ... , Ai' ... ,

    An'

    The two genes which an individual carries at a given locus can be

    the same allele, or different; these two possible states are called the

    "homozygous"

    and

    "heterozygous"

    states of the locus. The genotypic

    formula of a homozygote is written

    (Ai Ai)'

    and a heterozygote

    is

    written

    (Ai A

    j

    ).

    If there are n alleles at a locus, there are n possible homozygotes:

    n(n-l)

    .

    (Al

    Al)

    ...

    (Ai Ai) ...

    (An

    An)'

    Also, 2 dIfferent heterozygotes are pos-

    sible:

    (A

    l

    A

    2

    )

    .• .

    (A

    l

    A

    n

    )(A

    2

    A

    3

    )

    .••

    (An_lA

    n

    .

    The set of all these homo

    zygous and heterozygous types constitutes the

    "genotypes"

    that are

    .

    n(n-l) n(n+l)

    possIble at the locus. There are n+ 2 2 of them.

    The characteristic which an individual manifests, with respect to a

    unit character, is called his" phenotype". It is observable, and sometimes

    measurable, unlike the genotype.

    The phenotypic effects of different genotypes may be the same,

    because the alleles at a locus can show dominance-recessivity relations.

    Allele

    Ai

    is said to be dominant to

    A

    j

    (or, equivalently,

    A

    j

    is said to be

    recessive to Ai)' when the action of Ai' but not that of A

    j

    , is manifest in

    the

    (AiA

    j

    ) heterozygote.

    When the heterozygous genotype

    (AiA)

    has the same phenotype

    as

    the

    homozygous genotype

    (Ai Ai)'

    for

    the character concerned, dominance is

    said to be total.

    Dominance is said to be incomplete when the (AiA) genotype is closer

    in phenotype to

    (AiAi)

    than to (AjA).

    Clearly, the presence

    ofthe

    recessive

    A

    j

    gene

    is

    never entirely without

    effect on the organism; dominance is, in reality, merely a function ofthe

    aspect of the phenotype that is observed, and the precision of the

    observations.

    For a unit character controlled

    by

    a locus with n alleles, the number

    of phenotypes is determined

    by

    the dominance relations of the alleles;

    there

    will

    be n phenotypes ifthe alleles can be ordered in sequence, with

    each one fully dominant to the lower ones in the sequence; if there is no

    .

    n(n+l)

    dommance, there

    wIll

    be as many phenotypes as genotypes - 2 ;

    in other cases, there will be an intermediate number of phenotypes.

    A

    unit character

    is

    one which

    is

    inherited according to Mendel's

    first law. In other words, it is a character controlled by the alleles of a

    single locus.

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    The

    Physical

    Basis

    of Mendelian Inheritance. The Chromosomes 13

    This definition exposes the underlying tautology in the theory as so far

    described.

    If

    it were not

    for

    the discovery that the words "gene", "locus"

    (and also "linkage group") correspond to concrete biological entities,

    and not only to theoretical concepts that

    we

    use to explain the facts of

    hereditary transmission, the whole of the above theory would remain a

    purely abstract, logical model.

    As often happens, a hypothetical model which would explain the

    observed phenomena of heredity was developed before the physical

    entities concemed were known. Subsequent cytological and biochemical

    studies have shown that the Mendelian model is not merely a construct

    which agrees with the facts it was designed to explain, but also corre

    sponds to the behaviour of the actual hereditary mechanism.

    2.

    The Physical Basis

    of

    Mendelian

    Inheritance.

    The Chromosomes

    In the decades following the publication ofMendel's paper, cytologists

    established the fact that the nuclei of cells contain filamentous structures

    which can

    be

    stained

    at

    the time of cell division - the chromosomes. Living

    cells contain a set of 2n chromosomes, where n is a number characteristic

    ofthe species: four in Drosophila

    melanogaster,

    seven in peas, ten in maize.

    The regular behaviour of the chromosomes during cell division

    suggested to cytologists that they might be involved in hereditary

    transmission. At the end of the 19th century, cytologists had formulated

    the rules of inheritance that would appIy if the chromosomes were the

    bearers of the hereditary determinants. When Mendel's work was

    rediscovered, the correspondence with the cytologists' expectations was

    apparent.

    Without going into details in this rapidIy changing field,

    we

    shall now

    give a summary of the physical basis of inheritance, on which population

    genetics is founded.

    2.1. The

    Behaviour

    of

    the

    Chromosomes.

    Mitosis and Meiosis

    Each

    ofthe

    millions of cell divisions which occur during the deveIop

    ment

    of

    an individual consists of a compiex series of events which chiefly

    involve the chromosomes. The chromosomes are invisible in the non

    dividing nucleus, and they become visible as the cell prepares to divide,

    in the form of a set of pairs of rod-shaped objects (Fig.1.2, stage

    1).

    At a later stage, each rod is seen to be divided into two identical

    "chromatids", which remain attached at one point, the "centromere".

    MeanwhiIe, the nuclear membrane disappears (stage

    2).

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    14

    The Foundations of Genetics

    1

    2

    3

    1

    2

    4

    3

    5

    4

    6

    5

    )

    /---0

    ,

    ,

    " \

    I Y.

     \

    ..

    _____

    I

    \ ~ / ( /

    "

    /

    _--,'

    7

    6

    Fig.

    1.2. Mitosis

    / , - . r - -

     

    I \

    I§s

    8\

    ~

    T ;

    \ I I

    '"

    \

    /

    \

    ...

    _- \;.-,

    ~ ~ r:

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    The Physical Basis of Mendelian Inheritance. The Chromosomes IS

    The double chromosomes next come to lie on the equator of the cell

    spindie, which forms at this time. The centromeres appear to be responsi

    ble for the movement

    of

    the chromosomes to the equatorial plane. Then

    the centromeres double and move apart towards the two poles of the

    spindie, pulling the sister chromatids with them (stage 4). A membrane

    forms around each of the groups of chromosomes, which both contain

    one chromosome of each of the original types (stages 5 and 6); finally,

    the chromosomes gradually lose their property of staining. This beauti

    fully

    precise mechanism gives each nucleus ofthe two daughter cells a full

    and perfect copy of each of the chromosomes of the original cello

    A variant of this set of manoeuvres, meiosis, occurs during gamete

    formation. The sequence begins just like mitosis: the chromosomes

    become visible (stage 1 of Fig. 1.3), double to form a pair of chromatids

    joined

    by

    a centromere (stage 2), and move to the equatorial plane. But

    during this stage the two homologous chromosomes of each pair come

    together and form groups of four chromatids (stage

    3).

    A first division now takes place; the centromeres, each with a pair of

    chromatids attached, move to the poles, in such a way that each group

    receives only one (doubled) member of each pair of chromosomes

    (stages 4 and

    5).

    The two temporary cells at the poles now divide again,

    and in this division the sister chromatids separate (stages 6 and 7). The

    final result of meiosis

    is

    four reproductive cells, each of which contains

    only one member of each of the pairs of chromosomes that were present

    in the original cello

    2.2.

    Consequences

    of

    Chromosome

    Behaviour

    for

    Hereditary Transmission of Characters

    The regularity of chromosome behaviour in meiosis supports the

    following model: the transmission of characters from parent to offspring

    is mediated by elements borne on the chromosomes, and for each

    character there correspond two such elements, one on each of the pair

    of homologous chromosomes.

    Each individual has two corresponding series of n chromosomes, one

    set

    of

    wh ich came from his father, and one from his mother.

    I f

    he has

    received two different elements controlling a given character, the action

    of one may mask that of the other. When the individual reproduces, the

    homologous chromosomes, maternal and paternal, separate and the

    descendants may again manifest the character that was masked in their

    ancestor: this is segregation.

    Furthermore, the migration of the chromosomes to the two poles of

    the spindie, in stages 3, 4 and 5 of meiosis, occurs independentIy of their

    origin (paternal or maternal). The simple example shown in Fig. 1.3, where

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    16 The

    Foundations

    of Genetics

    n=2, shows how the two temporary cells (stage 6) can receive either

    copies of the two matemal chromosomes, or of the two patemal chromo

    somes, or one patemal and one matemal chromosome. This

    is

    independent

    segregation of

    chromosomes.

    The two ideas of segregation and independence, which we have just

    demonstrated for the chromosomes, are exacdy analogous to Mendel's

    two laws. Mendel's purely formal explanation of the facts of heredity is

    thus in perfect agreement with what we know about the physical

    mechanism of hereditary transmission.

    Mendel's "genes

    ",

    which he proposed as the "factors" mediating

    heredity, can therefore be equated with real "elements" carried on the

    chromosomes.

    The only other phenomenon which remains for us to explain is

    linkage.

    2.3.

    Linkage and

    Crossing Over

    In the above description of the behaviour of chromosomes in meiosis,

    and its implications

    for

    genetics, we have been supposing that two

    characters will segregate independendy if they are controlled by genes

    carried on different chromosomes, and will be completely linked if the

    genes are on the same chromosome.

    In reality, exchanges can take place between the chromatids of a pair

    of homologous chromosomes during the 3rd stage of meiosis, when the

    chromosomes are aligned with one another.

    1

    2

    3

    A

    8

    ( )

    ~

    :8

    ( )

    a:

    :b

    a

    b

    a

    b

    o

    A

    Ä

    a:

    a

    Fig. 1.4. Crossing-over

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    The Physical Basis of Mendelian Inheritance. The Chromosomes 17

    Fig.

    1.4

    shows an exchange between a paternal chromosome carrying

    genes A and B,

    and a maternal chromosome carrying a and

    b.

    After the

    exchange of segments between chromatids

    ("

    crossing-over

    "),

    some

    of

    the chromosomes which migrate to the poles will still have the parental

    associations of genes (AB and ab) but others will be "recombinants"

    (Ab and

    aB).

    The greater the distance between the Ioci

    of

    the two genes on the

    chromosome, the greater the chance that crossing-over will occur between

    them 3, and thus the greater the proportion of recombinant gametes.

    The degrees

    of

    linkage measured by segregation of characters can

    therefore serve to estimate distance between points on the chromosomes.

    Chromosome maps have been made in several organisms, in which

    distances are measured,

    not

    in any of the ordinary units

    of

    distance, but

    by the percentages of recombinants given in crossing experiments.

    14

    I

    \

    A 8

    I,

    I

    "

    C

    ,I

    6

    8

    8

    ' ' - - - - - - - - . . 6 : - - - - - J '

    Fig.

    1.5.

    Part of a chromosome map

    In order to use recombination fractions as measures

    of

    distance,

    these fractions must clearly be additive.

    Ir,

    for example, the distance

    between A and B is 6

    %,

    and that between

    Band

    C

    is

    8

    %,

    the distance

    between A and C must be either 14 %or 2 %, depending on the order of

    these three genes on the chromosome (Fig. 1.5). This requirement is met

    in practice, to a good approximation.

    2.4.

    Human Cbromosomes

    The number

    n

    of chromosomes is constant for each species, and is

    therefore a fundamental fact about the species. The human chromosome

    number was not, however, correct1y established until1956.

    Until this time it was thought that n= 24. The lack

    of

    a good enough

    technique, and probably also excessive respect for established opinions,

    had the result that the number n=24 was accepted without dispute until

    3 We are ignoring the possibility of multiple cross-overs here.

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    18

    The Foundations of Genetics

    A

    B

    -

    ----------

    111111

    Al

    Al

    2

    3

    4

    5

    C

    -----

    --

    J1Illllli11A

    Al

    6

    7

    8

    9

    10

    I1

    12

    D

    E

    ÄÄ

    ÄÄ Al

    xx

    I1 1

    13

    14 15 16

    17

    18

    F

    G

    A

    -----

    X XX

    19 20

    21

    22 X

    Fig.

    1.6.

    The karyotype of a man

    Tjio and Levan (1956), using an improved method, showed that n was

    really only 23.

    Man

    therefore has 46 chromosomes.

    The 23 pairs have sufficiently distinct sizes and shapes to be classified

    according

    to

    an international convention. In this classification, the sex

    chromosome pair

    XX

    or XV,

    is

    distinguished from the 22 autosomal

    pairs. The autosomes are numbered according to size and the position of

    the centromere, starting with 1 for the largest chromosomes, which have

    a median centromere, and going

    up

    to 22 for the smallest chromosomes,

    whose centromere

    is

    near the end

    of

    the chromosome.

    The

    whole set

    of

    an individual's chromosomes

    is

    called his" karyotype".

    Variations of the normal

    human

    karyotype are known, and some well

    known abnormalities are associated with such variations. In 1959,

    Lejeune, Turpin and Gautier showed

    that

    mongolism is due to the

    presence

    of

    an

    extra

    chromosome 21 ("trisomy 21", i.e. 3 examples

    of

    chromosome 21, instead of the normal 2). Many other chromosome

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    The Physical Basis

    of

    Mendelian Inheritance. The Chromosomes 19

    abnormalities are now known. In particular, certain

    types

    of cancer and

    leukaemia are associated with abnormal karyotypes.

    2.5. The Sex Chromosomes

    The sex chromosomes distinguish the male karyotype from the female

    one. In women, the 23rd chromosome pair is represented by

    two

    identical

    chromosomes, called the X chromosomes, which are about the same

    length as chromosome

    6.

    In men, the

    23

    rd pair consists of

    two

    chromo

    somes

    of

    very

    different

    size:

    one of them is just the same as the X chromo

    some of females, but the other, called

    Y,

    is small, like a chromosome

    21

    or 22.

    Mother

    Father

    Daughter

    Son

    Fig.

    1.7.

    Sex-linked inheritance

    The X and Y chromosomes carry genes affecting all sorts of characters,

    not merely

    genes

    concerning sexual differences. Because of the difference

    in the sex chromosomes in men and women, characters controlled by

    genes on these chromosomes

    will

    be inherited in a different way from

    those controlled

    by

    autosomal

    genes:

    a son must inherit

    his

    Y chromo

    some from

    his

    father, and his X chromosome must come from

    his

    mother.

    Therefore a

    gene

    carried on

    his

    father's X chromosome cannot be

    transmitted to hirn. A daughter, on the other hand, receives an X from

    her father and one

    from

    her mother, and cannot inherit a gene carried

    on the Y chromosome of her father

    4

    This asymmetrical type of inheritance means that the

    genes

    of the X

    and Y chromosomes, or "sex-linked ", genes, have to be treated separately

    from the others.

    4

    Many genes on the X-chromosomes are known (e.g. haemophilia, colour-blindness),

    but very

    few

    have been found to

    be

    carried on the Y chromosome.

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    20

    The Foundations of Genetics

    2.6. Chromosome Structure.

    DNA

    During the last twenty years there has been great progress in

    understanding how the structure of chromosomes is related to their two

    basic functions:

    1. To reproduce themselves at cell division, and

    2.

    To

    control biochemical reactions.

    Watson and Crick, in 1953, showed that the chromosome consists of

    two long molecules, coiled together in a double helix (DNA).

    Each

    of

    the two strands is aseries of nuc1eotides, of which there are

    four types, depending on which of the four bases (adenine A, guanine G,

    thymine T

    or

    cytosine

    C)

    the nuc1eotide contains.

    Astrand

    of

    DNA

    therefore has adefinite sequence, e.g. TCGAGCAAGCC .. ,

    Fig. 1.8. The

    DNA

    double-helix

    The nuc1eotides are like four "Ietters " of the alphabet, in which the

    message of the DNA is "written".

    Furthermore, the two strands

    of

    the

    DNA

    double helix are com

    plementary: an A in one corresponds to aT in the other, and aG corre

    sponds to a

    C.

    The complementary sequence to the one written above

    would be AGCTCGTTCGG ...

    Auto-replication

    of

    DNA. In the earliest stages of mitosis

    or

    meiosis,

    the two strands of the DNA separate. Then a complementary strand to

    each

    of

    the two is synthesised, using the cell's pool

    of

    nuc1eotides; this

    synthesis

    is

    catalysed by

    an

    enzyme. The final result

    is

    a pair of DNA

    double helices, each identical with the original one.

    Control

    of

    biochemical reactions. Proteins, which are the basis of all

    living matter, are extremely large molecules, with molecular weights

    of

    up to several million. Proteins consist of one or more long polypeptide

    chains, which are compact1y folded

    up

    in a way which is determined by

    the amino acid sequence

    of

    the chains. Twenty types of amino acid enter

    into the composition of proteins.

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    The Physical Basis of Mendelian Inheritance. The Chromosomes

    21

    1

    2

    3

    ---@

    ©

    Fig.

    1.9.

    DNA replication

    @

    --

    ®

    / ®

    ©

    Just as astrand of DNA is characterised by its base sequence, so a

    polypeptide chain is characterised by its amino acid sequence. The

    amino acids are therefore like the 20 "Ietters " of an alphabet in which

    the message of the proteins is "written".

    The two sequences, the

    DNA

    sequence and the protein sequence, are

    related to one another by the "genetic code". An amino acid corresponds

    to a sequence of three nucleotides.

    The mechanism by which the chromosome governs protein synthesis

    has become understood in recent years. The main stages are as folIows:

    1. A molecule of RNA is synthesised alongside a

    DNA

    helix, by a

    process which must be like DNA synthesis itself. The molecule

    ofRNA

    is

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    22

    Tbe Foundations of Genetics

    ... A G C Tee A A C G T... DNA

    . . .

    U C G A G G U U G C A. ..

    MI Ssenger

    RNA

    2

    _U

    C G A G G U U G C A .. " 5 ~ ' " RNA

    Trans ;

    RNA

    3

    4

    Fig. 1.10. Polypeptide syntbesis

    like a single strand

    ofDNA,

    but contains uracil bases instead ofthymine.

    The sequence AGCTCGAA ... in DNA therefore gives rise to the RNA

    sequence UCGAGCUU ...

    2. This complementary

    RNA

    molecule, which

    is

    called messenger

    RNA, goes out of the nucleus into the cytoplasm of the cello Ribosomes

    become attached to one end of the messenger RNA, and then they move

    along the messenger.

    3. A pool of the different amino acids, attached to molecules of

    "transfer RNA",

    is

    present in the cello The transfer RNA molecules are

    shorter than messen ger RNA, and each type is specific both for the amino

    acid that can be attached to it, and also for a sequence of 3 bases

    in

    messenger RNA.

    For

    example, one transfer

    RNA

    type can have phenyl

    alanine attached to it, and also recognises the sequence UUU in messenger

    RNA; a different type is specific for serine and for the sequence UCA.

    The transfer RNA molecules thus form the mechanism whereby the

    genetic code is translated - the 20 amino acids are brought into corre

    spondence with the 4

    3

    =

    64 nucleotide triplets.

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    The Physical Basis of Mendelian Inheritance. The Chromosomes 23

    4. As

    a ribosome moves along the messenger RNA, each triplet in

    turn is

    recognised by a transfer RNA molecule, which has its amino acid

    attached to it, and, one by one, the amino acids are added to the growing

    polypeptide chain. The sequence of amino acids in the chain

    is

    thus

    determined by the base sequence of the messenger RNA.

    The

    genetic code.

    It

    s

    now known that the genetic code

    is

    "degenerate":

    several of the

    20

    amino acids are coded for by more than one base triplet,

    e.g.

    UUG

    and CUC both code for leucine. However, three triplets do

    not code for amino acids, but are "nonsense " triplets, which serve as

    "punctuation marks"; these triplets are known to signal termination of

    the polypeptide chain.

    It is

    possible that the degeneracy of the genetic code

    is

    such

    as

    to

    minimise the effects of mutations on the amino acids which are most

    important for protein structure and function.

    2.7.

    Mutation

    Chromosomes are not perfectly stable entities; changes occur in

    them with a small, but not negligible frequency. The nucleotide sequence

    of

    DNA

    can be changed by irradiation with ultra-violet light or X-rays,

    by certain chemicals or viruses, or simply by an error in the replication

    process. The types of changes produced are the replacement of one

    nucleotide by another, and the deletion or insertion of one or more

    nucleotides.

    The descendants of a mutated cell will all carry the same change in

    their DNA. I f the mutation occurred in a somatic c e l ~ the individual in

    which it happened will be a "mosaic", with some ofhis cells genetically

    different from the others (this seems to be the case in some cancers);

    if the mutation occurs in a reproductive

    c e l ~

    the offspring who receives

    the mutant gene will differ genetically from both parents, and will

    transmit the mutation to his descendants.

    A change of a single nucleotide of the DNA can have important

    consequences for the whole organism. A change in the

    DNA

    sequence

    which codes for a pro tein can abolish the synthesis of a functional

    protein. I f he changed pro tein is an enzyme, for example, the biochemical

    process it

    is

    involved in will be abolished.

    However, each cell contains two copies of the gene controlling each

    function, one on a paternal and one on a maternal chromosome. This

    greatly decreases the effects of mutations on the organism. I f one of the

    two genes is altered and its action abolished, this

    is

    usually not apparent,

    since the other gene contains the information needed for the normal

    functioning of the

    cello

    Therefore this heterozygosity has slight conse-

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    24

    The

    Foundations of

    Genetics

    quences, or none at all. This explains the phenomenon of recessivity and

    dominance; a mutant gene which cannot give rise to the synthesis of a

    protein, or codes for an inactive protein, will

    be

    recessive to a gene

    which has these capacities. I fa single functional gene gives rise to enough

    protein for normal cellular function, the recessivity

    is

    total. I f not, the

    non-functional gene

    is

    partially recessive, and the phenotype of the

    heterozygote differs from that of the dominant homozygote.

    In a later generation, however,

    agamete

    carrying the mutant gene

    may unite with another gamete which also carries this mutation, and so

    produce a homozygote for the mutation, who will manifest its

    effect.

    2.8.

    Individual Diversity

    Mutations are not necessarily harmful to the organism. They are

    random changes, which sometimes can be beneficial. Mutations are the

    source of individual diversity.

    To understand the extent of this diversity, consider a population

    whose members can differ for N characters, each of which can have one

    of two states. The total number of possible types will be 2

    N

    .

    At present, the total human population of the earth

    is

    about 3 x

    10

    9

    ,

    while the total number of human beings who have ever lived must

    probably be less than 10

    11

    • So if humans differ for only 40 characters,

    every individual who has ever lived could be different from every other.

    The number of spermatozoa that have been formed by all the men

    who have ever lived

    is

    of the order of

    10

    22

    • A man who

    is

    heterozygous

    for 75

    genes, which

    is

    not a particularly large number, would produce

    2

    75

    = 10

    23

    genetically different types of spermatozoa.

    How

    is

    this diversity maintained? How do the proportions of the

    different genes change in relation to environmental conditions and the

    behaviour ofthe individual population members? These are the questions

    that population genetics tries to answer.

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    Chapter 2

    Basic Concepts and

    Notation.

    Genetic

    Structure

    of

    Populations

    and of

    Individuals

    1.

    Probability

    When the members of the pairs of chromosomes separate from one

    another during meiosis, the distribution of patemal and matemal

    chromosomes to the reproductive cells that are formed takes place

    "at random ". Out of tens of millions of spermatozoa emitted, which one

    succeeds in fertilising the egg is the result of "chance".

    The techniques which have been developed for handling processes

    that involve "random", or "chance" events

    (i.

    e.

    probability theory) are

    therefore frequently used in studying hereditary processes.

    Of course, there

    is

    always a deterministic reason for the particular

    outcome of the

    "random"

    event that does, in fact, occur, but these

    causes are inaccessible to us, and we can only study them by observing