Effective population size in the conservation of FAGR: old ... · The effective population size is...

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The concept of effective population size loses its meaning in the context of optimal management of diversity using molecular markers Universidad Politécnica de Madrid, Departamento de Producción Agraria, Madrid, Spain INIA, Departamento de Mejora Genética Animal, Madrid, Spain M.A. Toro, B. Villanueva, J. Fernández 1 [email protected]

Transcript of Effective population size in the conservation of FAGR: old ... · The effective population size is...

Page 1: Effective population size in the conservation of FAGR: old ... · The effective population size is a measure of the rate of increase in inbreeding or the rate of increase in coancestry.

The concept of effective population size loses its meaning in the context of optimal

management of diversity using molecular markers

Universidad Politécnica de Madrid, Departamento de Producción Agraria, Madrid, Spain INIA, Departamento de Mejora Genética Animal, Madrid, Spain

M.A. Toro, B. Villanueva, J. Fernández

1

[email protected]

Page 2: Effective population size in the conservation of FAGR: old ... · The effective population size is a measure of the rate of increase in inbreeding or the rate of increase in coancestry.

The effective population size is a measure of the rate of increase in inbreeding

or the rate of increase in coancestry

Effective population size of inbreeding

Effective population size of coancestry

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Traditional definition

FN Fe Δ

=2

1)(

fN fe Δ

=21

)(

tt ff )1(1 Δ−−=t

t FF )1(1 Δ−−=

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• Although it does not have good statistical properties it is intuitively

appealing

because….

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Traditional definition

… it is the size of an idealised population, which would give rise to the

rate of change in inbreeding and coancestry

actually observed in the

population under consideration

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(Molecular similarity, Malécot similarity)

Molecular coancestry and inbreeding

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Molecular coancestry

Pedigreecoancestry

Homozygosity of thebase population

In principle we can estimate the pedigree coancestry from the molecular coancestry

The problem is that we do not usually know the homozygosity of the base population

Relationship between the pedigree and the molecular coancestry?

basePPM Homfff )1( −+=

base

baseMP Het

Homff −=ˆ

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But even if we do not know the allelic gene frequencies of the base population the following relationship holds:

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Relationship between the pedigree and the molecular coancestry?

PMPM FFEffE Δ=ΔΔ=Δ )()(

)()()()( PeMePeMe FNFNfNfN ==

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• They reflect realized values instead of expected ones

• They can detect relationships due to very distant common ancestors

They can be calculated for particular regions of the genome

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Molecular measures of inbreeding and coancestry are expected to be more informative

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→ select the group of parents that → minimize the the average pedigree coancestry of selected animals

→ weighted by their contributions to the next generation

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Effective population size and optimal management of genetic resources using pedigree information

We should minimize de rate of inbreeding (maximize Ne)

The optimal management criterion is to:

Page 9: Effective population size in the conservation of FAGR: old ... · The effective population size is a measure of the rate of increase in inbreeding or the rate of increase in coancestry.

Minimise c’

f

csubject to restrictions

ci = ½ (for each sex)ci ≥

0

c = vector of contributions to next generation (vector of solutions) f

= coancestry matrix

Minimise c’

f

csubject to restrictions

ci = ½ (for each sex)ci ≥

0

c = vector of contributions to next generation (vector of solutions)f

= coancestry matrix

fP → pedigreefM → molecular

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Optimising genetic management

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t = -4000 Ne = 100t = -4000 Ne = 100

Base population

t = 0 N = 100

mutation-drift equilibrium

Base population

t = 0 N = 100

mutation-drift equilibrium

t = 30 N = 100t = 30 N = 100

random mating

Optimal management

→ Generate 4 offspring from each potential parents and keep offspring that minimise

observed coancestry computed

Optimal management

→ Generate 4 offspring from each potential parents and keep offspring that minimise

observed coancestry computed

Computer simulationGenome size

20 chromosomes (1 M) Simulated loci/chromosome• 5000 markers

used in management to compute molecular coancestry (fM )

• 5000 non-marker lociused to measure genomic heterozygosity (1-fG )

300 replicates

It is more efficient to use molecular coancestry instead of pedigree coancestry?

genealogy pedigree coancestry (fP

)SNP markers molecular coancestry (fM

)

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11G

enom

ic

hete

rozy

gosi

ty (1

-f G) fM

fPGeneration

• More genomic heterozygosity is maintained

N=100

When management is based on fM

:

• Initial increase in genomic heterozigosiy

No meaning of Ne based on ∆fG

(negative Ne

G

)(de Cara et al. 2011)

Expected genomic heterozygosity with management based on fP

or fM

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Molecular management

Δ FP Δ FG

When managing with fG

the rates for pedigree and genomic inbreeding are equal

When managing with fGthe rates for pedigree and genomic

inbreeding are equal

Genealogical management

When managing with fM more diversity is maintained and the rates for

pedigree and genomic inbreeding differ

When managing with fM more diversity is maintained and the rates for

pedigree and genomic inbreeding differ

Rate of genealogical (∆FP

)

or genomic (∆FG

)

inbreeding in the long term

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NeP NeG

When managing with fG

the two effective sizes (NeG

and NeM) are equal

When managing with fGthe two effective sizes (NeG

and NeM) are equal

When managing with fM

NeG is not constant but increases and the asymptotic nature of Ne

disappears

When managing with fMNeG is not constant but increases and

the asymptotic nature of Ne

disappears

Effective population size calculated from genealogical or genomic inbreeding

Molecular managementGenealogical management

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The use of molecular coancestry in optimal genetic management of

conservation programs should be recommended

• Mantains more diversity (even it can increase)

• The concept of effective population size loses its meaning

Should be called conservation or selection for genetic diversity?

• But it moves allelic frequencies of markers towards intermediate values

Concluding remarks

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