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Divergent selection for humoral immune responsiveness
in chickens: distribution and effects of major
histocompatibility complex types
M-H Pinard, Jam van Arendonk, Mgb Nieuwland, Aj van der Zijpp
To cite this version:
Original
articleDivergent
selection for humoral
immune
responsiveness
in
chickens:
distribution and effects of
major
histocompatibility complex
types
M-H Pinard
1
JAM Van Arendonk
MGB
Nieuwland
AJ Van der
Zijpp
1
Department of Animal Husbandry,
Wageningen Agricultural
University, Wageningen;2
Department of Animal Breeding, - Wageningen Agricultural University, Wageningen;
3
DLO-Research Institute for Animal Production Schoonoord, Zeist, The Netherlands
(Received
13 April 1992; accepted 20 November1992)
Summary - Chickens were selected for 10 generations for high and low antibody response
to sheep red blood cells; in addition, a randombred control line was maintained. All birds
(n
=1 602)
from the 9th and 10thgenerations were typed for major histocompatibility
complex B-types. All identified types were present in the control line but the selected lines showed
divergent
distributions. The 121B-haplotype
was predominant in thehigh
line in the form of 121-121 B-genotype, whereas the 114 B-haplotype was most frequent in the form of 114-114 and 114-124 B-genotypes in the low line. To explain these frequencychanges,
effects of B-genotypes on the selected trait were estimated, using a mixed animalmodel. The B-genotypes were
responsible
for a significant part of variation of the trait within lines, but their effects differed between lines. These effects could be related partlyto the changes in B-genotype distribution.
chicken / immune response / selection / animal model / major histocompatibility
complex
Résumé - Sélection divergente sur la réponse immunitaire chez la poule: distribution et effets des types du complexe majeur d’histocompatibilité. Des poulets ont été sélectionnés pendant 10 générations sur la réponse immunitaire haute et basse à des glo-bules rouges de mouton; une lignée témoin était également maintenue par accouplements
*
Correspondence and reprints: MH Pinard, Laboratoire de Génétique Factorielle, INRA, 78352 Jouy-en-Josas Cedex, France
**
au hasard. Tous les animau!
(n
=1602)
des générations 9 et 10 ont été analyséspour leurs types B du complexe majeur d’histocompatibilité. Tous les types identifiés étaient présents dans la lignée témoin, alors que les lignées sélectionnées présentaient des distributions divergentes pour ces types B. L’haplotype B 121 était prédominant dans la lignée haute sous la forme du génotype B 121-121, alors que l’haplotype B 114 était le
plus fréquent dans la lignée basse sous la forme des génotypes B 114-114 et 114-124. Afin
d’expliqaer ces changements de fréquence des types B, les effets des génotypes B sur la
réponse immunitaire aux globules rouges de mouton ont été estimés à l’aide d’un modèle animal m.i.xte. Les génotypes B étaient responsables d’une part significative de la variation du caractère intralignée, mais leurs effets étaient variables suivant la lignée. Ces effets pouvaient en partie expliquer les changements de fréquence des types B.
poule / réponse immunitaire / sélection / modèle animal / complexe majeur
d’histocompatibilité
INTRODUCTION
In recent years, there has been a
growing
interest inimproving
thegenetic
resistance of domesticspecies
to infectious diseases. Thisimprovement
may beaccomplished
indirectly by
selectivebreeding
for immuneresponsiveiiess
and/or
for genes ormarker genes for immune
responsiveness
and disease resistance(Warner
etal,
1987).
Moreover,
advances in moleculartechnique
haveopened
promising
ways fordirectly
introducing advantageous
genes into animalsby
genetic
engineering
(Lamont, 1989).
Successful selection
experiments
forhigh
and lowantibody
response tosheep
redblood cells
(SRBC)
have beenreported
in mice(Biozzi
etal,
1979)
and in chickens(eg
Van derZijpp
etal,
1988; Martin etal,
1990).
In the formerexperiment,
Pinardet al
(1992)
have estimatedheritability
for the selected trait as 0.31.However,
even ifthe humoral response to SRBC is under
polygenic
control,
some specific
genesmight
play
a major role,
and the genes of themajor
histocompatibility
complex
(MHC)
areprime
candidates. The MHC genes encodehighly polymorphic
cell surfaceproteins
that have been shown to
play
an important role in immuneresponsiveness
and disease resistance in manyspecies
including
chickens(Bacon,
1987;Gavora,
1990; Lamont andDietert,
1990).
Estimation of
MHC-type
effects remains a delicatetask, especially
in the framework of selected outbred lines.Ignoring
therelationships
between individualsmay, for
example,
often lead to overestimation of the MHC effect(Mallard
etal,
1991).
The choice of the method to estimatesingle
gene effectsseparately
from thebackground
genes is therefore crucial(Kennedy
etal,
1992).
MATERIALS AND METHODS
Selection lines
The selection
experiment
has been described in detail elsewhere(Van
derZijpp
etal,
1988; Pinard etal,
1992).
Briefly,
chickens werebidirectionally
selected from an ISA Warren cross basepopulation
for 10generations.
The selection criterion was the totalantibody
(Ab)
titer, 5 dpostprimary
immunization with 1 ml 25%sheep
red blood cells(SRBC)
diluted inphosphate-buffered
saline.Antibody
titersmeasured
against
SRBC wereexpressed
as thelog
2
of thereciprocal
of thehighest
blood
plasma
giving
complete agglutination.
In addition to thehigh
(H)
and low(L)
lines,
a random-bred control(C)
line was maintained.Every generation,
there were ! 300 chicks each in the H and L lines and 250 chicks in the Cline,
from which xr 25 males and 50 females in the H and L lines and ;zz 40 males and 70 females in the C line were used to
produce
the nextgeneration.
In the 9thgeneration,
theinbreeding
level was 7.3, 3.6 and 9.4% in theH,
C and Llines,
respectively.
The numbers of birds in theH,
C and L lines of the ninth and tenthgenerations
aregiven
in table I.Typing
for MHChaplotype
Major histocompatibility complex haplotypes
were determinedby
directhaemag-glutination,
using
alloantisera obtained from the lines. Four serotypes,provisionally
calledB1l
4
,
B1
l9
,
,
izi
B
andB
lz4
were identified in the tested birds. Ascompared
tofor both B-F and B-G.
Only
B
114
andW
19
showed similarities for B-G withB
14
and
B
19
,
respectively,
whereasB
12i
showed similarities for B-F withB
21
(Pinard
etal,
1991;
Pinard andHepkema,
1992).
A MHC genotype was defined as the combi-nation of 2haplotypes. Serological
typing
wasperformed
on the parents of the 8thgeneration,
on all the females and the selected males of the 8th generation, and on all the birds of the 9th and 10thgenerations.
Only
the results of MHCtyping
in the 9th and 10th generations were used in theanalysis.
Segregation
of thehaplotypes
was checked for
consistency
within families over generations, and inconsistent data were removed from theanalysis.
Statistical
analysis
Comparison
of MHC typefrequencies
between the lines wasperformed
by x2
tests.
Effects of MHC genotype on the Ab response were estimated within lines
using
the
following
mixed model:Where:
Abj
k
i
m
= the Ab titer of the mthchick,
p = a constant,
generation
i
= the fixed effect of the ithgeneration
(9, 10),
sex
j = the fixed effect of the
jth
sex of thechick,
line
k
= the fixed effect of the kth line(H,
C,
L),
MHC!1
= the fixed effect of the lth MHC genotype within the kthline,
Uijklm =
the random additivegenetic
effect on the Ab titer in the mth chickand
eijklm = a random error.
The fixed effect of
generation
accounted for environmental differences betweengenerations
9 and 10. The sex effect corrected for ahigher
Ab response to SRBC infemales than in males.
Relationships
between individuals from the 10generations
and Ab data of the 9th and 10th
generations
were used in thisstudy.
The mixedmodel was
applied
assuming
aheritability
of 0.31, as estimatedpreviously
(Pinard
etal,
1992).
Solutions for the model were obtainedusing
the PEST program(Groeneveld,
1990; Groeneveld andKovak,
1990),
which is ageneralized procedure
to set up and solve systems of mixed modelequations containing genetic
covariancesbetween observations.
Differences between genotypes within lines were tested as
orthogonal
contrastsusing
the F test values as estimatedby
PEST. The overall effect of genotypes in a line was estimatedby testing,
jointly
against
the error variance termQ
e, n -
1independent
differences between genotypes, with nbeing
the number of genotypesHeterozygote
superiority
was estimated within-line for each available combina-tion ofhaplotypes by
testing
the difference between theheterozygote
genotypes and the average of theirhomozygous
counterparts. The overallheterozygote
supe-riority
in a line was estimatedby
testing
the difference between theseheterozygote
genotypes and the average of their
homozygous
counterparts.The effect of
haplotype
i was estimated within-lineby
testing
the differencebetween genotype combinations
comprised
of thehaplotype
i and their counterparts. , ., , . ! rn -
Sj(Geno!-Geno!)
.)
..comprised
of a referencehaplotype
r, asfollowing:
E! (Geno2! - Geno,.! ) !
with
pGeno
ij
,
andGeno
rj
being
the estimated effects of MHC genotypescomprised
ofhaplotypes
i andj,
and r andj,
respectively,
and pbeing
the number ofpairwise
combinations.RESULTS
MHC distribution in the different lines
Frequencies
of MHC genotypes andhaplotypes
in the 9th and 10thgenerations
for the
H,
C and L lines aregiven
in tables I andII,
respectively.
Frequencies
of genotypes andhaplotypes
weresignificantly (P
<0.01)
different between lines in the 9th and in the 10thgeneration.
In the Cline,
all 10possible
genotypes were present, with,apredominance
of the 119-124B-genotype,
and the 119 and 124B-haplotypes
wereprevalent.
The distribution of MHC genotype and of MHChaplotype
in the H line wasopposite
to those in the L line..The 121-121B-genotype
predominated
in the Hline,
whereas the 114-114 and 114-124B-genotypes
were mostfrequent
in the L line. In the Hline,
the 121B-haplotype frequency
reached 79% at the expense of the 114B-haplotype,
which tended todisappear.
On the contrary, the 121B-haplotype disappeared
between the 8th and the 9thgeneration
in the L line
(data
notshown).
In the Lline,
the 114B-haplotype
was found mostcompared
to the124,
andespecially
the 119B-haplotypes.
Heterozygous
birds were in themajority
in the Cline,
whereashomozygous
birds were mostfrequent
in the H line and to a lesser extent in the L line. Thistendency
was more
pronounced
in the 10thgeneration.
Estimation of MHC
genotype
effects on the Ab responseEstimates of MHC
genotype
effects on the Ab response to SRBC aregiven
in tableIII. The overall effect of MHC genotypes was greater in the selected lines than in the C
line,
and the totalgenetic
varianceexplained by
MHC genotypes was greater in the H and C lines than in the L line. Thishigh
genetic variance in the H line arosefrom extreme estimate values of the
114-124,
119-119 and 124-124B-genotypes
despite
their lowfrequency
value. Theranking
of genotypesaccording
to theirEstimation
of heterozygote superiority
Estimates of
heterozygote
superiority
for each available combination and overalllines are
given
in table IV. In the Cline,
amoderately
positivegeneral
effect ofheterozygous
genotypes was demonstrated. Thispositive
effectappeared
in the 119-124B-genotype,
and was marked in the 121-124B-genotype.
In the Lline,
ageneral
heterozygous disadvantage
wasnon-significant.
Thisnegative
effect, however,
wassignificant only
for the 114-124B-genotype.
In the Hline,
not all theheterozygous
combinations could be evaluated because of
missing
genotypes. In the Hline,
therewas a
significant negative
effect ofheterozygous
genotypesoverall,
and of the 121-124 and the 119-124B-genotypes.
’Estimation of MHC
haplotype
effects on the Ab responseIn the C and L
lines,
allpossible
combinations ofhaplotypes
were present.Therefore,
in theselines,
the choice of a referencehaplotype
did not affect either theranking,
or the value of the differences betweenhaplotype
estimates. Results arepresented
in table Vtaking
the 119B-haplotype
as the reference. In the Hline,
haplotype
effects were not estimated because it was notpossible
to write a linear combination of genotypes, which would estimate the difference between 2haplotypes.
The estimated Ab titer of the 114B-haplotype
wassignificantly
lowerthan the estimate of the 119
B-haplotype
in the L line(table V).
In the Cline,
theestimated Ab titer of the 114
B-haplotype
wassignificantly
lower than the estimatesof the 121 and 124
B-haplotypes
in the C line.Relationship
between the effects of MHCtypes
onantibody
response and theirfrequency
on the selected
trait,
frequencies
of MHC types and their estimated effects on theAb titer were
compared.
When notconsidering
the extreme values of rare genotypes in the Hline, remaining
genotype estimated effects were notsignificantly
different from eachother; therefore,
resultsfrom
the estimation of MHCgenotype
effect onthe Ab response from the H line will not be considered.
The
ranking
of estimates ofhaplotype
effects on the Ab response in the L line(table V),
was in total agreement with the distribution of thesehaplotypes
in the selected lines(table II).
Likewise,
theranking
of the 114, 119 and121
B-haplotype
effects estimated in the C line couldexplain
thehaplotype
distribution in theselected lines.
Genotypes
which were mostfrequent
in the L line hadalso,
on thewhole,
lowereffects on the Ab response than genotypes which were rare in the L
line,
as estimated in the L line(fig 1)
and in the C line(fig 2).
Genotypes
which were mostfrequent
inthe L line had
globally
lower effects on the Ab response in the C line than genotypeswhich were most common in the H line
(fig 2).
Themajor exception
was the 121-121B-genotype
which was mostfrequent
in the Hline,
but had a low effect on the Ab response in the C line(fig 2).
In
conclusion,
estimation on MHC genotype andhaplotype
effects on the Ab response in the C and L line couldexplain
the observed distribution of MHC types in the L line andonly partly
those observed in the H line.DISCUSSION
Changes
of genefrequency
may be due togenetic
drift,
difference in fitness ofcertain genotypes, or, in case of
selection,
to direct effect orlinkage
with genesaffecting
the selected trait(Falconer, 1989).
Even after 10generations,
genetic
drift is notlikely
toexplain
such dramaticchanges
of MHC typefrequency
inopposite
directions.Moreover, previous genetic
analysis
of 9generations
did notshow any apparent
genetic drift,
andinbreeding,
which affectsgenetic drift,
was lowspecies
(Melnick
etal,
1981;
f!stergard
etal,
1989;
Gautschi andGaillard,
1990).
Therefore,
apossible
effect of natural selection cannot be excluded.This, however,
cannot
explain
theopposite
changes
in MHC type distributions in the H and Llines,
ascompared
to the C line. Thesignificant
differences in effect of the MHC genotype on the selected trait are evidence for a direct orclosely
linked effect of MHC genes on the Ab response to SRBC.The MHC type
frequencies
were not measured in the initial basepopulation
or in the firstgenerations
of selection.However,
the control line wasproduced
from the basepopulation by
randommating
anddisplayed
in the 10thgeneration
allhaplotype
combinations,
whereas the selected linespresented divergent
distributions .of MHC types. Given the
relatively
low level ofinbreeding
in the Cline,
it thus seemsreasonable that the
frequencies
in the C line represent the distribution of MHC typesin the base
population,
and that the MHC typefrequencies
havechanged
in theselected lines.
Changes
in MHC genefrequency,
or atleast,
differences in MHC type distribu-tions between lines selected for immuneresponsiveness
or disease resistance havebeen
reported
(Gavora
etal, 1986;
Heller etal,
1991).
In a similarexperiments
to ours with chickens selected forhigh
and low immune response toSRBC,
differenceswas also
predominant
in our H line(Pinard
andHepkema,
1992).
Typing
for MHCantigens
in lines of micedivergently
selected for Ab response to SRBC(Biozzi
etal,
1979)
also revealed 2 distincthaplotypes
in the 2 lines(Colombani
etal,
1979).
Estimation of MHC genotype effect and of
heterozygote advantage produced
different results between the lines. Immune responsiveness to various
antigens
like SRBC has been demonstrated to be influencedby
non-MHC as well asby
MHC genes(Palladino
etal, 1977;
Gyles
etal,
1986; Kim etal,
1987; Lamont andDietert,
1990).
Significant
interactions between MHC and the selectedbackground
genome were also
reported
in a similar selectionexperiment
to ours(Dunnington
etal,
1989).
Inaddition,
specific
heterozygote
advantage
may result fromgenetic
complementation
between both MHC and non-MHC genes.In
segregating
populations,
the estimationof single
gene effects can lead to biasedresults because of the
likely confounding
effects between the marker gene and thepolygenes
(Bentsen
andKlemetsdal,
1991).
Selection is an extra source of bias because the birdsbeing
selected arelikely sharing
advantageous
alleles for both the marker gene and thepolygenes.
Kennedy
et al(1992)
showed that unbiasedestimates of a
single
gene effects can be obtainedby
mixed modelanalysis
from aof
using
data from allgenerations
with an unknown genotype.Indeed,
Carnier and Arendonk(1992)
demonstratedby
simulation thatincluding
observations inprevious generations
of which genotype information wasmissing
resulted inlarger
biases. In our
estimation,
bias due to selection could not be eliminatedby
the use of thecomplete relationship
matrixonly.
This biasmight
have contributed to the differences ingenotypic
effects observed between the lines.The present and
previous
results(Pinard
etal,
1992)
are in agreement with apolygenic
control ofantibody
response to SRBC.Moreover,
one of the lociinvolved
might
be partof,
or linked to, theB-complex.
However,
thelinkage
and the nature of the interactions between MHC or MHC-linked genes and other immune response genes are not known.Besides,
during
10generations
ofmultiple
matings,
recombinations between MHC-linked and other immune response genes
might
haveoccurred, causing
alteredlinkage
(Pevzner
etal,
1978;Lamont;
1989).
In
conclusion,
results of the estimation of MHC effect from selectedpopulations
should be considered with caution,especially
when the genotypes are not known in all thegenerations.
In ourexperiment,
estimation of MHC effect may be obtained from the controlline,
providing
alarger
number of birds.Alternatively,
one couldstudy
aF
2
population
thatwill
beproduced
from thehigh
and low lines.REFERENCES
Bacon LD
(1987)
Influence of themajor
histocompatibility
complex
on diseaseresistance and
productivity. Poultry
Sci 66, 802-811Bentsen
HB,
Klemetsdal G(1991)
The use of fixed effects models and mixed models to estimatesingle
gene associated effects onpolygenic
traits. Genet Sel Evol 23,407-419
Biozzi
G,
MoutonD,
HeumannAM,
BouthillierY,
StiffelC,
Mevel JC(1979)
Genetic
analysis
ofantibody
responsiveness
tosheep
erythrocytes
in crosses between lines of mice selected forhigh
or lowantibody
synthesis. Immunology
36,
427-438Carnier
P,
Arendonk JAM(1992)
Estimation of effects ofsingle
genes onquantita-tive traits in
populations
under selection. A simulationstudy.
In: Proc43rd
AnnuMeet EAAP.
Madrid,
13-17September
1992 1, 156Colombani
MJ,
PlaM,
MoutonD,
Degos
L(1979)
H-2typing
of micegenetically
selected forhigh
or lowantibody production.
Immunogenetics
8, 237-243Dunnington EA,
BrilesRW,
BrilesWE,
GrossWB,
Siegel
PB(1984)
Allelicfrequencies
ineight alloantigen
systems of chicken selected forhigh
and lowantibody
response tosheep
red blood cells.Poultry
Sci 63, 1470-1472.Dunnington EA,
MartinA,
BrilesRW,
BrilesWE,
GrossWB,
Siegel
PB(1989)
Antibody
response tosheep erythrocytes
for WhiteLeghorn
chickensdiffering
inhaplotypes
of themajor
histocompatibility complex
(B). Anim
Genet20,
213-216Falconer DS
(1989)
Introduction toQuantitative
Genetics.Longman
Scientific andTechnical,
NewYork,
3rd ednGautschi
C,
Gaillard C(1990)
Influence ofmajor
histocompatibility complex
onreproduction
andproduction
traits in swine. Anim Genet 21, 161-170Gavora JS
(1990)
New directions inpoultry
genetics.
Diseasegenetics.
In:Poultry
Gavora
JS,
SimonsenM,
Spencer
JL,
FairfullRW,
Gowe RS(1986)
Changes
in thefrequencies
ofmajor histocompabitility
haplotypes
in chickens under selection for bothhigh
eggproduction
and resistance to lVlarek’s disease. J Anim Breed Genet103,
218-226Groeneveld E
(1990)
PEST User’s Manual. IllinoisUniv,
Urbana,
ILGroeneveld
E,
Kovac M(1990)
Ageneralised
computing
procedure
forsetting
upand
solving
mixed linear models. JDairy
Sci73,
513-531Gyles NR, Fallah-Moghaddam
H,
PattersonLT,
SkeelesJK,
WhitfillCE,
JohnsonLW
(1986)
Genetic aspect ofantibody
response in chickens to different classes ofantigens.
Poultry
Sci 65, 223-232Heller
ED,
UniZ,
Bacon LD(1991)
Serological
evidence formajor
histocompatibil-ity complex
(B
complex)
antigens
in broilers selected for humoral immune response.Poultry
Sci70,
726-732Kennedy
BW,
Quinton
M,
van Arendonk JAM(1992)
Estimation of effects ofsingle
genes onquantitative
traits. J Anim Sci 70, 2000-2012Kim
CD,
LamontSJ,
Rothschild MF(1987)
Genetic association ofbody weight
and immune response with themajor
histocompability complex
in WhiteLeghorn
chicks.
Poultry
Sci 66, 1258-1263Lamont SJ
(1989)
The chickenmajor
histocompatibility complex
in disease resis-tance andpoultry
breeding.
JDairy
Sci72,
1328-1333Lamont
SJ,
Dietert RR(1990)
New directions inpoultry
genetics.
Immunogenetics.
In:Poultry Breeding
and Genetics(Crawford
RD,
ed)
Elsevier,
Amsterdam,
497-541Mallard
BA, Kennedy
BW,
Wilkie BN(1991)
The effect of swineleukocyte
antigen
haplotype
on birth andweaning
weights
in miniaturepigs
and the role of statisticalanalysis
in this estimation. J Anim Sci 69, 559-564Martin
A, Dunnington EA,
GrossWB,
BrilesWE,
BrilesRW,
Siegel
PB(1990)
Production traits and
alloantigen
systems in lines of chickens selected forhigh
orlow
antibody
responses tosheep erythrocytes. Poultry
Sci69,
871-878Melnick
M,
JaskollT,
Slavkin HC(1981)
The association of H-2haplotype
withimplantation,
survival,
andgrowth
of murineembryos. Immunogenetics
14,
303-308Nordskog AW,
PevznerIY,
Lamont SJ(1987)
Subregions
and functions of the chickenmajor
histocompatibility complex. Poultry
Sci66,
790-7940stergard
H,
KristensenB,
Andersen S(1989)
Investigations
in farm animals of associations between the MHC system and disease resistance andfertility.
LivestProd Sci
22,
49-67 .Palladino
MA,
GilmourDG,
ScafuriAR,
StoneHA,
Thorbecke GJ(.1977)
Immuneresponse
differences between two inbred chickens lines identical at themajor
histocompatibility complex. Immunogenetics
5,
253-259Pevzner
IY,
Trowbridge
CL,
Nordskog
AW(1978)
Recombination between genescoding
for immuneresponse
and theserologically
determinedantigens
in the chicken B system.Immunogenetics
7,
25-33Pinard
MH,
Hepkema
BG(1992)
Biochemical andserological
identification ofma-jor
histocompatibility
antigens
in outbred chickens. In: Selection forImmunore-sponsiveness
in Chickens: Effects of theMajor
Histocompatibility
Complex
andResistance to Marek’s Disease. Ph D
Diss,
UnivWageningen,
TheNetherlands,
Pinard
MH,
Hepkema
BG,
van der MeulenMA,
NieuwlandMGB,
van derZijpp
AJ(1991)
Major histocompatibility complex haplotypes
in chickens selected forhigh
and lowantibody production.
Anim Genet 22(supp 1),
117-118Pinard
MH,
van ArendonkJAM,
NieuwlandMGB,
van derZijpp
AJ(1992)
Divergent
selection for immuneresponsiveness
in chicken: estimation of realizedheritability
with an animal model. J Anim Sci 70: 2986-2993Van der
Zijpp AJ,
BlankertJJ,
Egberts
E,
Tilanus MGJ(1988)
Advances ingenetic
disease resistance inpoultry.
In: Advances in AnimalBreeding
(Korver
S,
van derSteen
HAM,
van ArendonkJAM,
BakkerH, Brascamp EW,
DommerholtJ,
eds)
Pudoc,
Wageningen,
TheNetherlands,
131-138Warner