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{{Short description|Expected reproductive success}} | |||
'''Fitness''' (often denoted <math>w</math> in ] models) is a central idea in ]. It describes the capability of an individual of certain ] to reproduce, and usually is equal to the proportion of the individual's ]s in all the genes of the next generation. If differences in individual genotypes affect fitness, then the frequencies of the genotypes will change over generations; the genotypes with higher fitness become more common. This process is called ]. | |||
{{evolutionary biology}} | |||
'''Fitness''' (often denoted '''<math>w</math>''' or '''ω''' in ] models) is a ] representation of individual ]. It is also equal to the ] to the ] of the next generation, made by the same individuals of the specified genotype or phenotype. Fitness can be defined either with respect to a ] or to a ] in a given environment or time. The fitness of a genotype is manifested through its phenotype, which is also affected by the developmental environment. The fitness of a given phenotype can also be different in different selective environments. | |||
With ], it is sufficient to assign fitnesses to genotypes. With ], recombination scrambles ]s into different genotypes every generation; in this case, fitness values can be assigned to alleles by averaging over possible genetic backgrounds. Natural selection tends to make alleles with higher fitness more common over time, resulting in ] evolution. | |||
An individual's fitness is manifested through its ]. As phenotype is affected by both genes and environment, the fitnesses of different individuals with the same genotype are not necessarily equal, but depend on the environment in which the individuals live. However, since the fitness of the genotype is an averaged quantity, it will reflect the reproductive outcomes of all individuals with that genotype. | |||
The term "Darwinian fitness" can be used to make clear the distinction with ].<ref>Wassersug, J. D., and R. J. Wassersug, 1986. Fitness fallacies. Natural History 3:34–37.</ref> Fitness does not include a measure of survival or life-span; ]'s well-known phrase "]" should be interpreted as: "Survival of the form (phenotypic or genotypic) that will leave the most copies of itself in successive generations." | |||
As fitness measures the quantity of the ''copies'' of the genes of an individual in the next generation, it doesn't really matter how the genes arrive in the next generation. That is, for an individual it is equally "beneficial" to reproduce itself, or to help relatives with similar genes to reproduce, as long as similar amount of copies of individual's genes get passed on to the next generation. Selection which promotes this kind of helper behavior is called ]. | |||
] differs from individual fitness by including the ability of an allele in one individual to promote the survival and/or reproduction of other individuals that share that allele, in preference to individuals with a different allele. To avoid double counting, inclusive fitness excludes the contribution of other individuals to the survival and reproduction of the focal individual. One mechanism of inclusive fitness is ]. | |||
The concept is particularly difficult to understand and frequently misunderstood; ] when discussing it with ] is reported to have described it as "a bugger". | |||
==Fitness as propensity== | |||
Fitness is often defined as a ] or probability, rather than the actual number of offspring. For example, according to ], "Fitness is a property, not of an individual, but of a class of individuals—for example homozygous for allele A at a particular locus. Thus the phrase 'expected number of offspring' means the average number, not the number produced by some one individual. If the first human infant with a gene for levitation were struck by lightning in its pram, this would not prove the new genotype to have low fitness, but only that the particular child was unlucky."<ref>Maynard-Smith, J. (1989) ''Evolutionary Genetics'' {{ISBN|978-0-19-854215-5}}</ref> | |||
Alternatively, "the fitness of the individual—having an array x of ]—is the probability, s(x), that the individual will be included among the group selected as parents of the next generation."<ref>Hartl, D. L. (1981) ''A Primer of Population Genetics'' {{ISBN|978-0-87893-271-9}}</ref> | |||
== |
== Models of fitness == | ||
There are two commonly used |
In order to avoid the complications of sex and recombination, the concept of fitness is presented below in the restricted setting of an asexual population without ]. Thus, fitnesses can be assigned directly to genotypes. There are two commonly used operationalizations of fitness – absolute fitness and relative fitness. | ||
===Absolute fitness=== | ===Absolute fitness=== | ||
The absolute fitness (<math>W</math>) of a genotype is defined as the proportional change in the abundance of that genotype over one generation attributable to selection. For example, if <math> n(t) </math> is the abundance of a genotype in generation <math>t</math> in an infinitely large population (so that there is no ]), and neglecting the change in genotype abundances due to ]s, then<ref>{{cite book|last1=Kimura|first1=James F. Crow, Motoo|title=An introduction to population genetics theory|date=1970|publisher=Blackburn Press|location=New Jersey|isbn=978-1-932846-12-6|pages=5|edition=}}</ref> | |||
:<math>n(t+1)=Wn(t)</math>. | |||
'''''Absolute fitness''''' (<math>w_{\mathrm{abs}}</math>) of a genotype is defined as the ] between the number of individuals with that genotype after selection to those before selection. It is calculated for a single ] and may be calculated from absolute numbers or from frequencies. When the fitness is larger than 1.0, the genotype increases in frequency; a ratio smaller than 1.0 indicates a decrease in frequency. | |||
An absolute fitness larger than 1 indicates growth in that genotype's abundance; an absolute fitness smaller than 1 indicates decline. | |||
:<math>{w_{\mathrm{abs}}} = {{N_{\mathrm{after}}} \over {N_{\mathrm{before}}}}</math> | |||
Absolute fitness for a genotype can also be calculated as the product of the proportion ] times the average ]. | |||
===Relative fitness=== | ===Relative fitness=== | ||
Whereas absolute fitness determines changes in genotype abundance, relative fitness (<math>w</math>) determines changes in genotype ]. If <math>N(t)</math> is the total population size in generation <math>t</math>, and the relevant genotype's frequency is <math>p(t)=n(t)/N(t)</math>, then | |||
:<math>p(t+1)=\frac{w}{\overline{w}}p(t)</math>, | |||
'''''Relative fitness''''' is quantified as the average number of surviving progeny of a particular genotype compared with average number of surviving progeny of competing genotypes after a single generation, i.e. one genotype is normalized at <math>w=1</math> and the fitnesses of other genotypes are measured with respect to that genotype. Relative fitness can therefore take any nonnegative value, including 0. | |||
where <math>\overline{w}</math> is the mean relative fitness in the population (again setting aside changes in frequency due to drift and mutation). Relative fitnesses only indicate the change in prevalence of different genotypes relative to each other, and so only their values relative to each other are important; relative fitnesses can be any nonnegative number, including 0. It is often convenient to choose one genotype as a reference and set its relative fitness to 1. Relative fitness is used in the standard ] and ]s of population genetics. | |||
While researchers can usually measure relative fitness, absolute fitness is more difficult. It is often difficult to determine how many individuals of a genotype there were immediately after reproduction. | |||
Absolute fitnesses can be used to calculate relative fitness, since <math>p(t+1)=n(t+1)/N(t+1)=(W/\overline{W})p(t)</math> (we have used the fact that <math>N(t+1)=\overline{W} N(t) </math>, where <math>\overline{W}</math> is the mean absolute fitness in the population). This implies that <math>w/\overline{w}=W/\overline{W}</math>, or in other words, relative fitness is proportional to <math>W/\overline{W}</math>. It is not possible to calculate absolute fitnesses from relative fitnesses alone, since relative fitnesses contain no information about changes in overall population abundance <math>N(t)</math>. | |||
The two concepts are related, and both of them are equivalent when they are divided by the ] fitness, which is weighted by ]. | |||
Assigning relative fitness values to genotypes is mathematically appropriate when two conditions are met: first, the population is at demographic equilibrium, and second, individuals vary in their birth rate, contest ability, or death rate, but not a combination of these traits.<ref>{{cite journal |last1=Bertram |first1=Jason |last2=Masel |first2=Joanna |title=Density-dependent selection and the limits of relative fitness |journal=Theoretical Population Biology |date=January 2019 |volume=129 |pages=81–92 |doi=10.1016/j.tpb.2018.11.006|pmid=30664884 |doi-access=free |bibcode=2019TPBio.129...81B }}</ref> | |||
:<math>{\frac{w_{abs}}{\overline{w}_{abs}} = \frac{w_{rel}}{\overline{w}_{rel}}}</math> | |||
=== Change in genotype frequencies due to selection === | |||
Because fitness is a ], and a variable may be multiplied by it several times, biologists may work with "log fitness" (particularly so before the advent of ]s). By taking the ] of fitness each term may be added rather than multiplied. A ], first conceptualized by ], is a way of visualising fitness in terms of a three-dimensional surface on which peaks correspond to local fitness maxima; it is often said that natural selection always progresses uphill but can only do so locally. This can result in suboptimal local maxima becoming stable, because natural selection cannot return to the less-fit "valleys" of the landscape on the way to reach higher peaks. | |||
] | |||
The change in genotype frequencies due to selection follows immediately from the definition of relative fitness, | |||
The related concept of ] measures the overall fitness of a population of individuals of many genotypes whose fitnesses vary, relative to a hypothetical population in which the most fit genotype has become ]. | |||
:<math>\Delta p = p(t+1)-p(t)=\frac{w-\overline{w}}{\overline{w}}p(t) </math>. | |||
===Maynard-Smith's Definition=== | |||
Thus, a genotype's frequency will decline or increase depending on whether its fitness is lower or greater than the mean fitness, respectively. | |||
'''As another example''' we may mention the definition of fitness given by Maynard Smith in the following way: "Fitness is a property, not of an individual, but of a class of individuals – for example homozygous for allele A at a particular locus. Thus the phrase ’expected number of offspring’ means the average number, not the number produced by some one individual. If the first human infant with a gene for levitation were struck by lightning in its pram, this would not prove the new genotype to have low fitness, but only that the particular child was unlucky." <ref>Maynard-Smith, J. (1989) ''Evolutionary Genetics'' ISBN 0198542151</ref> This measure is certainly useful in breeding programs, but hardly as a basis of a model of an evolution selecting individuals, because evolution would hardly know if the individual may be selected or not. | |||
In the particular case that there are only two genotypes of interest (e.g. representing the invasion of a new mutant allele), the change in genotype frequencies is often written in a different form. Suppose that two genotypes <math> A </math> and <math> B </math> have fitnesses <math>w_A</math> and <math>w_B</math>, and frequencies <math>p</math> and <math>1-p</math>, respectively. Then <math>\overline{w}=w_A p + w_B (1-p)</math>, and so | |||
===Hartl's Definition=== | |||
:<math>\Delta p = \frac{w-\overline{w}}{\overline{w}}p = \frac{w_A-w_B}{\overline{w}}p(1-p) </math>. | |||
'''Yet another possible measure''' has been formulated: "The fitness of the individual - having an array x of phenotypes - is the probability, s(x), that the individual will be included among the group selected as parents of the next generation." Then, the ] may be determined as a mean over the set of individuals in a large population. | |||
Thus, the change in genotype <math>A</math>'s frequency depends crucially on the difference between its fitness and the fitness of genotype <math>B</math>. Supposing that <math>A</math> is more fit than <math>B</math>, and defining the ] <math>s</math> by <math>w_A=(1+s)w_B</math>, we obtain | |||
:<math> P(m) = \int s(x) N(m - x)\, dx </math><ref>Hartl, D. L. (1981) ''A Primer of Population Genetics'' ISBN 0878932712</ref> | |||
:<math>\Delta p = \frac{w-\overline{w}}{\overline{w}}p = \frac{s}{1+sp}p(1-p)\approx sp(1-p) </math>, | |||
where N is the ] of phenotypes in the population, and m is its ]. This measure is a suitable basis of a model of an evolution selecting individuals. It may in principle take even the stroke of the lightning into consideration. In the case N is a Gaussian it is fairly easily proved that the ] (], ], diversity) of a large population may be maximized by ] - keeping the mean fitness constant - in accordance with ], the ], the ] and the ]. This is in contrast to ]. | |||
where the last approximation holds for <math>s\ll 1</math>. In other words, the fitter genotype's frequency grows approximately ]. | |||
== History == | == History == | ||
]]] | |||
The ] ] ] coined the phrase "]" (though originally, and perhaps more accurately, "survival of the best fitted") in his 1851 work '']'' and later used it to characterise what ] had called ]. | |||
The ] ] ] coined the phrase "]" in his 1864 work ''Principles of Biology'' to characterise what ] had called ].<ref name="sotf">{{cite web | url=http://www.darwinproject.ac.uk/entry-5140#back-mark-5140.f5 | title=Letter 5140 – Wallace, A. R. to Darwin, C. R., 2 July 1866 | publisher=Darwin Correspondence Project | access-date=12 January 2010}}<br />{{cite web | url=http://www.darwinproject.ac.uk/entry-5145#mark-5145.f3 | title=Letter 5145 – Darwin, C. R. to Wallace, A. R., 5 July (1866) | publisher=Darwin Correspondence Project | access-date=12 January 2010}}<br /> | |||
^ "Herbert Spencer in his ''Principles of Biology'' of 1864, vol. 1, p. 444, wrote: 'This survival of the fittest, which I have here sought to express in mechanical terms, is that which Mr. Darwin has called "natural selection", or the preservation of favoured races in the struggle for life.'" {{Citation | url=http://works.bepress.com/cgi/viewcontent.cgi?article=1000&context=maurice_stucke | title=Better Competition Advocacy | access-date=29 August 2007 | author=Maurice E. Stucke}}, citing HERBERT SPENCER, THE PRINCIPLES OF BIOLOGY 444 (Univ. Press of the Pac. 2002.)</ref> | |||
The British biologist ] was the first to quantify fitness, in terms of the ] of Darwinism and ] starting with his 1924 paper '']''. |
The British-Indian biologist ] was the first to quantify fitness, in terms of the ] of Darwinism and ] starting with his 1924 paper '']''. The next further advance was the introduction of the concept of ] by the British biologist ] in 1964 in his paper on '']''. | ||
== Genetic load == | |||
{{Main|Genetic load}} | |||
] measures the average fitness of a population of individuals, relative either to a theoretical genotype of optimal fitness, or relative to the most fit genotype actually present in the population.<ref>{{cite book|last1=Ewens|first1=Warren J.|title=Mathematical population genetics.|url=https://archive.org/details/springer_10.1007-978-0-387-21822-9|date=2003|publisher=Springer|location=New York|isbn=978-0-387-20191-7|edition=2nd|pages=–86}}</ref> Consider n genotypes <math> \mathbf{A} _1 \dots \mathbf{A} _n</math>, which have the fitnesses <math>w_1 \dots w_n</math> and the ] <math>p_1 \dots p_n</math> respectively. Ignoring ], then genetic load (<math>L</math>) may be calculated as: | |||
:<math>L = {{w_\max - \bar w}\over w_\max}</math> | |||
Genetic load may increase when deleterious mutations, migration, ], or ] lower mean fitness. Genetic load may also increase when beneficial mutations increase the maximum fitness against which other mutations are compared; this is known as the ]. | |||
== See also == | == See also == | ||
* ] | * ] | ||
* ] | * ] | ||
* ] | |||
* ] | * ] | ||
* ] | * ] | ||
* ] | * ] | ||
* ] | |||
* ] | |||
==Notes== | == Notes and references == | ||
{{Reflist|2}} | |||
<references/> | |||
== |
==Bibliography== | ||
* ] (2001). The Two Faces of Fitness. In R. Singh, D. Paul, C. Krimbas, and J. Beatty (Eds.), ''Thinking about Evolution: Historical, Philosophical, and Political Perspectives''. Cambridge University Press, pp. 309–321. | |||
* {{cite journal |author=Orr HA |title=Fitness and its role in evolutionary genetics |journal=Nat. Rev. Genet. |volume=10 |issue=8 |pages=531–539 |date=August 2009 |pmid=19546856 |doi=10.1038/nrg2603 |pmc=2753274}} | |||
* ] (2001). The Two Faces of Fitness. In R. Singh, D. Paul, C. Krimbas, and J. Beatty (Eds.), ''Thinking about Evolution: Historical, Philosophical, and Political Perspectives''. Cambridge University Press, pp.309-321. | |||
* {{cite journal |author=Orr HA |title=Fitness and its role in evolutionary genetics |journal=Nat. Rev. Genet. |volume=10 |issue=8 |pages=531–9 |year=2009 |month=August |pmid=19546856 |doi=10.1038/nrg2603}} | |||
== External links == | == External links == | ||
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Latest revision as of 15:12, 26 October 2024
Expected reproductive successPart of a series on |
Evolutionary biology |
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Darwin's finches by John Gould |
Processes and outcomes |
Natural history |
History of evolutionary theory |
Fields and applications
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Social implications |
Fitness (often denoted or ω in population genetics models) is a quantitative representation of individual reproductive success. It is also equal to the average contribution to the gene pool of the next generation, made by the same individuals of the specified genotype or phenotype. Fitness can be defined either with respect to a genotype or to a phenotype in a given environment or time. The fitness of a genotype is manifested through its phenotype, which is also affected by the developmental environment. The fitness of a given phenotype can also be different in different selective environments.
With asexual reproduction, it is sufficient to assign fitnesses to genotypes. With sexual reproduction, recombination scrambles alleles into different genotypes every generation; in this case, fitness values can be assigned to alleles by averaging over possible genetic backgrounds. Natural selection tends to make alleles with higher fitness more common over time, resulting in Darwinian evolution.
The term "Darwinian fitness" can be used to make clear the distinction with physical fitness. Fitness does not include a measure of survival or life-span; Herbert Spencer's well-known phrase "survival of the fittest" should be interpreted as: "Survival of the form (phenotypic or genotypic) that will leave the most copies of itself in successive generations."
Inclusive fitness differs from individual fitness by including the ability of an allele in one individual to promote the survival and/or reproduction of other individuals that share that allele, in preference to individuals with a different allele. To avoid double counting, inclusive fitness excludes the contribution of other individuals to the survival and reproduction of the focal individual. One mechanism of inclusive fitness is kin selection.
Fitness as propensity
Fitness is often defined as a propensity or probability, rather than the actual number of offspring. For example, according to Maynard Smith, "Fitness is a property, not of an individual, but of a class of individuals—for example homozygous for allele A at a particular locus. Thus the phrase 'expected number of offspring' means the average number, not the number produced by some one individual. If the first human infant with a gene for levitation were struck by lightning in its pram, this would not prove the new genotype to have low fitness, but only that the particular child was unlucky."
Alternatively, "the fitness of the individual—having an array x of phenotypes—is the probability, s(x), that the individual will be included among the group selected as parents of the next generation."
Models of fitness
In order to avoid the complications of sex and recombination, the concept of fitness is presented below in the restricted setting of an asexual population without genetic recombination. Thus, fitnesses can be assigned directly to genotypes. There are two commonly used operationalizations of fitness – absolute fitness and relative fitness.
Absolute fitness
The absolute fitness () of a genotype is defined as the proportional change in the abundance of that genotype over one generation attributable to selection. For example, if is the abundance of a genotype in generation in an infinitely large population (so that there is no genetic drift), and neglecting the change in genotype abundances due to mutations, then
- .
An absolute fitness larger than 1 indicates growth in that genotype's abundance; an absolute fitness smaller than 1 indicates decline.
Relative fitness
Whereas absolute fitness determines changes in genotype abundance, relative fitness () determines changes in genotype frequency. If is the total population size in generation , and the relevant genotype's frequency is , then
- ,
where is the mean relative fitness in the population (again setting aside changes in frequency due to drift and mutation). Relative fitnesses only indicate the change in prevalence of different genotypes relative to each other, and so only their values relative to each other are important; relative fitnesses can be any nonnegative number, including 0. It is often convenient to choose one genotype as a reference and set its relative fitness to 1. Relative fitness is used in the standard Wright–Fisher and Moran models of population genetics.
Absolute fitnesses can be used to calculate relative fitness, since (we have used the fact that , where is the mean absolute fitness in the population). This implies that , or in other words, relative fitness is proportional to . It is not possible to calculate absolute fitnesses from relative fitnesses alone, since relative fitnesses contain no information about changes in overall population abundance .
Assigning relative fitness values to genotypes is mathematically appropriate when two conditions are met: first, the population is at demographic equilibrium, and second, individuals vary in their birth rate, contest ability, or death rate, but not a combination of these traits.
Change in genotype frequencies due to selection
The change in genotype frequencies due to selection follows immediately from the definition of relative fitness,
- .
Thus, a genotype's frequency will decline or increase depending on whether its fitness is lower or greater than the mean fitness, respectively.
In the particular case that there are only two genotypes of interest (e.g. representing the invasion of a new mutant allele), the change in genotype frequencies is often written in a different form. Suppose that two genotypes and have fitnesses and , and frequencies and , respectively. Then , and so
- .
Thus, the change in genotype 's frequency depends crucially on the difference between its fitness and the fitness of genotype . Supposing that is more fit than , and defining the selection coefficient by , we obtain
- ,
where the last approximation holds for . In other words, the fitter genotype's frequency grows approximately logistically.
History
The British sociologist Herbert Spencer coined the phrase "survival of the fittest" in his 1864 work Principles of Biology to characterise what Charles Darwin had called natural selection.
The British-Indian biologist J.B.S. Haldane was the first to quantify fitness, in terms of the modern evolutionary synthesis of Darwinism and Mendelian genetics starting with his 1924 paper A Mathematical Theory of Natural and Artificial Selection. The next further advance was the introduction of the concept of inclusive fitness by the British biologist W.D. Hamilton in 1964 in his paper on The Genetical Evolution of Social Behaviour.
Genetic load
Main article: Genetic loadGenetic load measures the average fitness of a population of individuals, relative either to a theoretical genotype of optimal fitness, or relative to the most fit genotype actually present in the population. Consider n genotypes , which have the fitnesses and the genotype frequencies respectively. Ignoring frequency-dependent selection, then genetic load () may be calculated as:
Genetic load may increase when deleterious mutations, migration, inbreeding, or outcrossing lower mean fitness. Genetic load may also increase when beneficial mutations increase the maximum fitness against which other mutations are compared; this is known as the substitutional load or cost of selection.
See also
- Gene-centered view of evolution
- Inclusive fitness
- Lineage selection
- Natural selection
- Reproductive success
- Selection coefficient
- Universal Darwinism
- Differential fitness
Notes and references
- Wassersug, J. D., and R. J. Wassersug, 1986. Fitness fallacies. Natural History 3:34–37.
- Maynard-Smith, J. (1989) Evolutionary Genetics ISBN 978-0-19-854215-5
- Hartl, D. L. (1981) A Primer of Population Genetics ISBN 978-0-87893-271-9
- Kimura, James F. Crow, Motoo (1970). An introduction to population genetics theory ( ed.). New Jersey: Blackburn Press. p. 5. ISBN 978-1-932846-12-6.
{{cite book}}
: CS1 maint: multiple names: authors list (link) - Bertram, Jason; Masel, Joanna (January 2019). "Density-dependent selection and the limits of relative fitness". Theoretical Population Biology. 129: 81–92. Bibcode:2019TPBio.129...81B. doi:10.1016/j.tpb.2018.11.006. PMID 30664884.
- "Letter 5140 – Wallace, A. R. to Darwin, C. R., 2 July 1866". Darwin Correspondence Project. Retrieved 12 January 2010.
"Letter 5145 – Darwin, C. R. to Wallace, A. R., 5 July (1866)". Darwin Correspondence Project. Retrieved 12 January 2010.
^ "Herbert Spencer in his Principles of Biology of 1864, vol. 1, p. 444, wrote: 'This survival of the fittest, which I have here sought to express in mechanical terms, is that which Mr. Darwin has called "natural selection", or the preservation of favoured races in the struggle for life.'" Maurice E. Stucke, Better Competition Advocacy, retrieved 29 August 2007, citing HERBERT SPENCER, THE PRINCIPLES OF BIOLOGY 444 (Univ. Press of the Pac. 2002.) - Ewens, Warren J. (2003). Mathematical population genetics (2nd ed.). New York: Springer. pp. 78–86. ISBN 978-0-387-20191-7.
Bibliography
- Sober, E. (2001). The Two Faces of Fitness. In R. Singh, D. Paul, C. Krimbas, and J. Beatty (Eds.), Thinking about Evolution: Historical, Philosophical, and Political Perspectives. Cambridge University Press, pp. 309–321. Full text
- Orr HA (August 2009). "Fitness and its role in evolutionary genetics". Nat. Rev. Genet. 10 (8): 531–539. doi:10.1038/nrg2603. PMC 2753274. PMID 19546856.
External links
- Video: Using fitness landscapes to visualize evolution in action
- BEACON Blog--Evolution 101: Fitness Landscapes
- Pleiotrophy Blog--an interesting discussion of Sergey Gavrilets's contributions
- Evolution A-Z: Fitness
- Stanford Encyclopedia of Philosophy entry
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Selection | |
Effects of selection on genomic variation | |
Genetic drift | |
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