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Selection for duration of fertility and mule duck white plumage colour in a synthetic strain of ducks (Anas platyrhynchos).


Mule duck meat production is developing in Europe, Vietnam and South East China (Cheng et al., 2009). The mule ducks are sterile intergeneric hybrids which are produced by crossing Pekin or Kaiya (crossbred Pekin* White Tsaiya) female ducks with Muscovy drakes (Cairina moschata). The reproductive efficiency was dramatically improved over the last 25 years by using artificial insemination (AI). However, the AI has to be practiced twice a week and the fertility rate was lower than in parental lines pure breeding (Brun and Larzul, 2003; Sellier et al., 2005). The duration of the fertile period was defined by Lake (1975) as the time lag between AI and the last fertile egg laid. A long-term selection experiment, using the number of fertile eggs (F) (at candling at 7th day after egg set) after a single AI of Brown Tsaiya female duck with pooled Muscovy semen as the selection trait began in 1992 (Cheng, 1995). Cheng et al. (2002; 2005; 2009) demonstrated that selection to increase duration of fertility in the Brown Tsaiya LRI 2 (BT LRI-2) was possible. It was suggested that selection on F acted by increasing the storage capacity of spermatozoa at the utero vaginal junction, which remained able to fertilize the ova longer. DNA microarray technology was used for the studies on differentially expressed genes associated with reproductive performance in Tsaiya ducks in Taiwan and the genotypes for marker-assisted selection were also investigated (Huang et al., 2011a,b; 2013; Chang et al., 2012a,b; 2013). To identify genes or markers related to duration of fertility in ducks, a quantitative trait locus experiment with a F2 design used the ducks of the BT LRI-2 and of I-Lan Pekin L-201 (Pekin L201) as G0, the G1 being produced by reciprocal crossbreeding (Huang, 2007). The duck (Anas platyrhynchos) genetic linkage map of amplified fragment length polymorphism markers has been established (Huang et al., 2009). We took advantages of the existence of this G2 to build a synthetic strain, to be used as mother of mule ducks, by introducing genes for high duration of fertility. This study investigated phenotypic variability, heterosis, estimates of genetic parameters and predicted genetic responses for F in a synthetic strain of ducks selected with purpose of increasing the number of fertile eggs after single AI with pooled Muscovy semen, and for producing white plumage mule ducks.


Ducks and experimental design

The BT LRI-2 in the 10th generation (G10) of the selection experiment on the duration of fertility (Cheng et al., 2009) and the Pekin L-201 were chosen to give the G0 breeding animals. The Pekin L-201 was used to produce Kaiya female ducks by crossbreeding with White Tsaiya. In the G0, 3 BT LRI-2 drakes were each crossbred with 2 Pekin female ducks of Pekin L-201 (TxP). Three Pekin drakes of Pekin L-201 were each crossbred with 2 BT LRI2 female ducks (PXT). For the mating of G1XG1, three drakes G1 from the three sire BT LRI-2 and dam Pekin L201 were each crossbred with six unrelated female duck progeny of sire BT LRI-2 and dam Pekin L-201. Three drakes G1 from three sire Pekin L-201 and dam BT LRI-2 were crossbred with unrelated female ducks progeny of sire Pekin L-201 and dam BT LRI-2. From G2, male and female ducks of successive generations were produced by intermating selected male and females in each generation. Pedigree hatching was conducted in each generation and an individual recording system was used. Supplementary Table S1 shows the experimental population for crossbreeding in the synthetic strain (G1 and G2) and the selection on the duration of fertility from G3 up to G10. A total of 2,541 females and 1,030 males were raised and evaluated. The males were evaluated on the performances (F) of relatives. Full-sib and half-sib matings were avoided. In G10, the means [+ or -] standard deviation (SD) of the inbreeding coefficients were 0.166 [+ or -] 0.024 for the males and 0.164 [+ or -] 0.023 for the females respectively (Supplementary Table S2). From G2, G4 to G10 female ducks at 26, 29, and 32 wk of age were artificially inseminated with 0.05 mL of pooled semen from 10 to 15 Muscovy drakes of line 302 (Tai and Tai, 1991). After a single AI, eggs were collected for a period of 14 days (from day 2 to 15) and incubated for each 7 days for G2, G4 up to G10. Fertility was determined by candling the eggs after 7 days of incubation, and hatchability was measured. The same fertility tests were done on Pekin L-201 ducks in three successive generations in 2006, 2007, and 2009, the eggs being collected for a period of 14 days (day 2 to 15). Data regarding the number of eggs set (Ie), F, the total number of dead embryos (M), the maximum duration of fertility (Dm) measured as the time lag between first and last fertile egg laid and the number of hatched mule ducklings (H) were recorded. The management of ducklings and laying ducks was similar since Cheng et al. (2009). The animal used protocol listed previously has been reviewed and approved by the Institutional Animal Care and Use Committee of Livestock Research Institute.

Statistical analysis

The parameters of elementary statistics (means and variances) of phenotypic values were obtained using the SAS procedure (SAS, 1996). Heterosis in G2 was calculated as the difference between G2 means and parent populations of G1 means. The variance components were estimated from G4 to G10 pedigree data and performance pooled data. Data were analyzed in a multitrait animal model, the same model as in Poivey et al. (2001), in conjunction with the restricted maximum likelihood methodology and using the VCE package developed by Groeneveld (1996).

Selected strain

In the synthetic strain, from G3 male and female ducks in each generation were selected by truncation on superior values of the best linear unbiased prediction (BLUP) animal model for F from the 2nd to the 15th day after AI (3 replications). The model for the prediction of additive genetic values of the selected trait was as described in Cheng et al. (2002) the following.

y = Xb + [Z.sub.1]a + [Z.sub.2]p + e


y = the vector of observations;

b = the vector of fixed effects of hatching date;

a = the vector of random genetic effects with E(a) = 0, Var(a) = A[[sigma].sup.2.sub.a], where

A is the additive genetic relationship matrix of the animals,

[[sigma].sup.2.sub.a] = the additive genetic (co)-variances;

p = the vector of random repeat effects with E(p) = 0, [[sigma].sup.2.sub.a], where

I is the identity matrix, [[sigma].sup.2.sub.p] = the (co)-variances of repeat effects;

e = the vector of random residual effects with E(e) = 0, Var(e)[[sigma].sup.2.sub.a], where

[[sigma].sup.2.sub.e] = the (co)-variances of random residual effects;

X, [Z.sub.1], and [Z.sub.2] = the matrices relating the elements of b, a, and p to the observations.

Breeding values were evaluated in each generation for each trait by BLUP using a mixed linear model with the PEST package (Groeneveld, 1990) with the same model described above. For each generation, an additive genetic relationship matrix was established by taking into account all the ancestors of the selection candidates back to the foundation stock (G3). Duck performance in all generations (from G4 to G10) was also taken into account. The predicted genetic responses to selection on F was estimated from G3 up to G10 by the average predicted breeding values for each generation in female ducks.

Plumage grading

Mule ducklings were graded to one of 15 classes depending on the area of black spot of plumage according to the plumage grading standard set by Lee et al. (1993). From G3 male and female ducks in each generation were selected according to the highest values of predictors of breeding values of F and the average of feather grade of mule ducklings.


The results of five traits for reciprocal crossbred progeny showed favourable grand-maternal effect of Pekin L-201 versus BT LRI-2 ducks. The selected trait F, was 6.20 [+ or -] a.04 and 5.59 [+ or -] 1.98 in the (TxP)x(TxP) and (PxT)x (PxT) G2 progeny, respectively. However, performances of the traits Dm, H, and M of (TxP)x(TxP) still remained much higher than that of (PxT)x(PxT) in G2 progeny of reciprocal crossbred (Liu et al., 2010). Thereafter, 10 sires and 27 dams of white or black spot feather colours of G2 with the highest predictors of breeding values were mated between themselves to produce next generation. A similar procedure was applied for the following generations. Table 1 shows the means and SD for Ie, F, M, Dm, and H for all records obtained from G4 to G10. The skewness and kurtosis coefficients were calculated, and according to the values of these coefficients the distributions of F, H, and Dm showed small discrepancies from normality; these discrepancies were significant for Ie. Since the number of eggs set were recorded every 14 d in each repetition, it also explains the skewness and kurtosis of Ie. Tai et al. (1994) and Cheng (1995) found that the discrepancies from normality were small according to the kurtosis and skewness coefficients for F, H, and Dm, slightly larger for M and larger yet for Ie with a distribution of the number of eggs per batch between 13 and 14. Table p gives the means and SD of the five traits for G10 of the BT LRI-2, Pekin Lp01 (averages of three generations in p006, p007, and p009), G2, G4 to G10 of the synthetic strain and h % estimated percent of heterosis in Gp. High percentage of exhibited heterosis for traits to improve (5.6% for Ie, 19.1% for F and 12.9% for H) was favourable for building the synthetic strain. F with a value of 5.92 (vs 3.74 in Pekin L-201) was improved in the G2, G8 (6.52), and up to G10 (6.38).

The fertility rate in days 2 to 8 after AI was 79.1% in the G2, 86.1% at G8 and 80.3% for G10. Rouvier et al. (1984) showed the range from 63% to 83% (average 71%) on 220,000 eggs of Kaiya ducks (crossbred PekinxWhite Tsaiya) inseminated twice a week with mixed semen of Muscovy drakes resulting from three Taiwanese farms. There was no significant phenotypic trend for F between G4 and G7, but there was a positive phenotypic trend between G7 and G10 where F was superior to its value in BT LRI-2 (G10) (6.38 vs 6.20). There was a tremendous increase in H in the G2 (4.30 vs 3.09 in Pekin L-201) which accumulated half of the direct heterosis maintained in G2 and maternal heterosis. The new increase of H in G4, G5, and up to G10 compared to G2 was explained by a favourable hatch effect and a better hatchability. There was also increase in Dm in the G2 (7.06 vs 4.62 in Pekin L-201) and up to G10 (7.91). There was no evidence of increasing embryo mortality when F was increasing.

Estimation of genetic parameters

In order to calculate predicted breeding values it was necessary to estimate the genetic parameters in the synthetic strain. Heritabilities, genetic correlations, phenotypic correlations and repeatabilities (r), computed among the estimated variance components, are given in Table 3. Heritabilities were found to be low for Ie ([h.sup.2] = 0.07 [+ or -] 0.03) and M ([h.sup.2] = 0.07 [+ or -] 0.01); Dm ([h.sup.2] = 0.13 [+ or -] 0.02), H ([h.sup.2] = 0.20 [+ or -] 0.03) and F ([h.sup.2] = 0.23 [+ or -] 0.03) had moderately low to medium heritability. High and favourable genetic correlations existed between F and Dm ([r.sub.g] = 0.93), between F and H ([r.sub.g] = 0.97) and between Dm and H ([r.sub.g] = 0.90). The genetic correlation between F and H is high and indirect selection of H by selecting on F should be as efficient as or better than direct selection. These were very close to previous estimations of the genetic parameters in the base population of the BT LRI-2 and unselected control lines (Poivey et al., 2001) and of the Pekin L-201 ducks selected line (Liu et al., 2013). Selection on additive genetic values of F seems to be possible in this synthetic strain. The selection method on breeding values should avoid full-sib and half-sib matings and also should control the increase of inbreeding in order to avoid inbreeding depression.

Phenotypic correlations and repeatabilities, computed among the estimated variance components, are given in Table 3. The five traits have moderately low to medium repeatabilities (between 0.14 and 0.38), F had significantly higher positive phenotypic correlation with Dm and H ([r.sub.p] = 0.74; [r.sub.p] = 0.89), than with Ie and M ([r.sub.p] = 0.20; [r.sub.p] = 0.22). H had medium to high positive correlation with Ie and Dm ([r.sup.p] = 0.22; [r.sub.p] = 0.63), and had medium negative correlation with M ([r.sub.p] = -0.24). M had positive correlation with Dm ([r.sub.p] = 0.22). There were very small negative correlation between Ie, M, and Dm ([r.sub.p] = -0.05; [r.sub.p] = -0.02).

Phenotypic trends and predicted genetic response

The analysis of phenotypic trends of the selection experiment after 7 generations of selection showed a positive trend for phenotypic values of F (6.38 in G10 versus 5.59 eggs in G4 of selected synthetic strain), with correlated response for increasing H (5.73 vs 4.86 ducklings) and maximum duration of the fertile period (7.91 vs 6.84 days), without increasing the embryo mortality rate (0.65 dead embryos in G10 vs 0.73 dead embryos in G4) (Table 2). Figure 1 gives the adjusted logistic curves of fertility rate according to the number of days after AI for the BT LRI-2 (G1, G10) and the synthetic strain (G2, G10). In the synthetic strain (G10), fertility rates were 91% at d2, higher than 85% from d3 to d5. From d6 (79%) onwards they began to decrease to d7 (72%), d8 (59%) and 1% on d14. Consequently, the largest increase of the per day fertility rates after AI were between d6 and d12. The same tendencies were observed for the changes in synthetic strain, showing that after 7 generations of selection the adjusted logistic curves of fertility rate were very close to the BT LRI-2 (G10).

The predicted genetic response for F in the synthetic strain across generations from G4 up to G10 was 2.74 eggs (Figure 2). It was 2.8 genetic standard deviation (2.74/0.979) in total or 40% of the genetic standard deviation per generation. The result is consistent with the genetic parameters and very close to results obtained in the BT LRI-2 (Cheng et al., 2009).

Mule duck plumage colour

Farmers used black Muscovy drakes mated with Brown Tsaiya female ducks as parental stock to produce mule ducks since 17th century to mid 20th century, and the AI technique has been applied for the production of mule ducks in Taiwan (Chou and Huang, 1970; Tai and Tai, 1989). Later, the mule duck has been produced in three way crossing (white Muscovy drake^Kaiya [Pekin drake^White Tsaiya]). Due to the demand for white mule ducks, a criterion of fifteen colour levels of mule ducklings' down has been used since 1966 to select White Tsaiya ducks. The realized heritability of white mule duck's plumage colour estimated from the selection data from 1976 to 1982 was calculated as 0.38 (Huang, 1985). The selection of White Tsaiya of generation 16 has reached its goal with 99.8% of mule ducks better than grade 7; and 99.5% better than grade 7 was observed in Pekin L-201 ducks of generation 14. The grade 7 is the lowest level accepted by farmers (Lee and Kang, 1997). When we calculated the mule ducklings plumage grade of each generation in the synthetic strain, the results from G4 (5.69 [+ or -] 4.0) up to G10 (3.0 [+ or -] 2.7) have shown improvement (Supplementary Table S3). The feather grade of mule ducklings was effectively improved from G4 to G10 after male and female ducks of each generation were selected according to the average of feather grade of mule ducklings. It was found that 72% mule ducklings feathers of G4 and 96% of G10 were equal or lesser than grade 7, and that 19% mule ducklings feathers of G4 and 61% of G10 were equal or lesser than grade 3 (Table 4). The improvement of feather grade of mule ducklings may result from increasing homozygosity of genes other than c transmitted by the Pekin L-201. This study provided results for a better understanding of the genetics of the duration of fertility traits in the common female duck bred for mule and that the selection of a synthetic strain was effective for their improvement both in the duration of fertility and mule offspring plumage.


It would be economically beneficial for mule duck production if the duration of the female duck fertile period could be lengthened and resulted in performing AI once instead of twice a week while maintaining fertility. Our experiment showed that reaching the objective of more than 84% of fertility after a single AI per week was realistic by selection of a synthetic strain of duck.

Supplementary Data

Supplementary Table S1. The experimental population for the
selection on the duration of fertility in the synthetic strain

Generation   Strain      Dates of hatch       Ducks      Parents

G0                            2002                     M=3(Tsaiya)
G1            TxP           9/12/2002          M=21        M=3
                           10/01/2002          F=42       F=18
              PxT           9/12/2002          M=19        M=3
                           10/01/2002          F=20       F=16
G2           TPxTP         10/20/2003          M=48
                           11/17/2003         F=381
                           01/12/2004                     M=10
             PTxPT         10/20/2003          M=33       F=27
                           11/17/2003         F=332
G3             S      12/26/2005-02/24/2006    M=39       M=11
                                              F=127       F=50
G4             S      23/09/2006-14/10/2006    M=87       M=12
                                              F=236       F=58
G5             S      01/26/2007-23/02/2007   M=105       M=12
                                              F=247       F=55
G6             S      10/05/2008-24/05/2008    M=93       M=12
                                              F=194       F=56
G7             S      12/21/2009-01/11/2010   M=102       M=12
                                              F=244       F=57
G8             S      12/08/2010-12/29/2010   M=160       M=13
                                              F=249       F=57
G9             S      11/23/2011-12/12/2011   M=157       M=12
                                              F=208       F=59
G10            S      11/05/2012-11/26/2012   M=166       M=12
                                              F=261       F=60
Total                                         M=1030      M=118
                                              F=2541      F=525

Generation   Selected %


G1              14.3


G3              28.2
G4              13.8
G5              11.4
G6              12.9
G7              11.8
G8              8.1
G9              7.6
G10             7.2

M : number of males; F : number of females.;
S : synthetic strain

Supplementary Table S2. Mean of inbreeding coefficients in
male and female ducks of synthetic strain ducks for each

Generation   Male                   Female

G1           0                      0
G2           0                      0
G3           0.055 [+ or -] 0.061   0.058 [+ or -] 0.058
G4           0.071 [+ or -] 0.032   0.070 [+ or -] 0.029
G5           0.087 [+ or -] 0.029   0.089 [+ or -] 0.028
G6           0.103 [+ or -] 0.020   0.105 [+ or -] 0.020
G7           0.119 [+ or -] 0.018   0.122 [+ or -] 0.018
G8           0.134 [+ or -] 0.040   0.134 [+ or -] 0.038
G9           0.149 [+ or -] 0.029   0.147 [+ or -] 0.028
G10          0.166 [+ or -] 0.024   0.164 [+ or -] 0.023

Supplementary Table S3. The means and standard
deviation (SD) of the feather grade of mule
ducklings from G4 to G10 of synthetic strain of ducks

Generation   Feather grade

G1           --
G2           --
G3           --
G4           5.6 [+ or -] 4.0
G5           5.9 [+ or -] 4.2
G6           5.4 [+ or -] 4.1
G7           3.7 [+ or -] 2.5
G8           3.6 [+ or -] 2.3
G9           3.7 [+ or -] 3.3
G10          3.0 [+ or -] 2.7


This study was undertaken as a cooperative research project between the Council of Agriculture-Livestock Research Institute (COA-LRI), National Chung Hsing University (NCHU) and the Institut National de la Recherche Agronomique-Station d'Amelioration Genetique des Animaux du Departement de Genetique Animale (INRA-SAGA). We would like to thank all the staff at LRI (especially Ilan Branch Institute of LRI for supplying Pekin and Muscovy ducks) and NCHU for their help in carrying out this research and also National Science Council (NSC 93-2313-B-061-003), COA-LRI for their financial support.


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Submitted Sept. 22, 2014; Revised Oct. 23, 2014; Accepted Nov. 8, 2014

H. C. Liu, J. F. Huang, S. R. Lee, H. L. Liu * (1), C. H. Hsieh (1), C. W. Huang (2), M. C. Huang (3), C. Tai (4), J. P. Poivey (5), R. Rouvier (6), and Y. S. Cheng (1),*

Ilan Branch, Livestock Research Institute, Council of Agriculture, Ilan 26845, Taiwan

* Corresponding Author: Y. S. Cheng. Tel: +886-6-5911211, Fax: +886-65912452, E-mail:

(1) Livestock Rescarch Institute, Council of Agriculture, Tainan 71246, Taiwan.

(2) Department of Aquaculture, National Taiwan Ocean University, Keelung 20024, Taiwan.

(3) Department of Animal Science, National Chung Hsing University, Taichung 40227, Taiwan.

(4) Southern Taiwan University of Science and Technology, Tainan 71005, Taiwan.

(5) Institut National de la Recherche Agronomique, Station d'Amelioration Genetique des Animaux, 31326 Castanet-Tolosan, France.

(6) Institut National de la Recherche Agronomique, F-34000 Montpellier, France.

Table 1. Means, phenotypic standard deviation (SD), skewness
and kurtosis of the five traits for synthetic strain of ducks
from records (n)1 of generation 4 to 10

Trait (2)   Means    SD    Range   Skewness   Kurtosis

Ie          13.16   1.55   6-15     -2.36       5.77
F           5.93    2.01   1-12     -0.26      -0.22
M           0.79    0.94    0-7      1.29       1.90
Dm          7.35    2.19   1-14     -0.15       0.20
H           5.14    2.02   0-11     -0.18      -0.27

(1) n, number of records of measured female ducks, total 4,517
for G4-G10.

(2) Ie, number of eggs set; F, number of fertile eggs at candling
(7th day of incubation); M, total number of dead embryos; Dm,
maximum duration of fertility; H, number of hatched mule ducklings.

Table 2. The means and standard deviation (SD) of the five traits
for G10 of the Brown Tsaiya (BT LRI-2) selected line, Pekin L-201
(averages of three generations in 2006, 2007, and 2009), G2,
G4 to G10 of synthetic strain of ducks

Trait (1)   BT LRI-2 (G10)   Pekin L-201       G2        h % (2)
              (n = 555)       (n = 826)    (n = 1,351)

Ie              14.42           12.31         14.11        5.6
                (3.95)         (2.49)        (1.51)

F            6.20 (2.38)     3.74 (1.63)   5.92 (1.98)    19.1

M            1.66 (1.41)     0.65 (0.82)   1.63 (1.41)    41.1

Dm           7.62 (2.67)     4.62 (1.74)   7.06 (2.10)    15.4

H            4.53 (2.30)     3.09 (1.66)   4.30 (1.95)    12.9

Trait (1)       G4            G5            G6            G7
             (n = 657)     (n = 667)     (n = 530)     (n = 650)

Ie             13.70         13.69         13.74         13.19
              (1.24)        (1.24)         (110)        (1.43)

F           5.59 (1.98)   5.98 (2.01)   5.66 (1.80)   5.63 (2.04)

M           0.73 (0.93)   0.64 (0.86)   0.66 (0.88)   1.06 (1.10)

Dm          6.84 (2.18)   7.22 (2.13)   6.85 (2.05)   7.04 (2.21)

H           4.86 (2.01)   5.34 (2.00)   5.00 (1.86)   4.58 (1.94)

Trait (1)       G8            G9            G10
             (n = 696)     (n = 577)     (n = 740)

Ie             12.75         12.17         12.91
               (146)         (191)        (1.65)

F           6.52 (1.91)   5.56 (1.96)   6.38 (2.07)

M           0.91 (0.95)   0.88 (0.94)   0.65 (0.82)

Dm          8.19 (2.05)   7.15 (2.24)   7.91 (2.06)

H           5.61 (1.90)   4.69 (2.00)   5.73 (2.06)

n, number of observations.

(1) Ie, number of eggs set; F, number of fertile eggs at candling
(7th day of incubation); M, total number of dead embryos; Dm,
maximum duration of fertility; H, number of hatched mule

(2) h % direct heterosis measured in G2.

Table 3. Heritabilities (on diagonal), genetic correlations
(above the diagonal),  [+ or -] standard errors of estimates,
phenotypic correlations (below the diagonal) and repeatabilities
(r) for the Ie, F, M, Dm, and H traits, estimated in the base
population from the data of G4 to G10 synthetic strain of ducks

             Ie                   F                    M

Ie   0.07 [+ or -] 0.03   0.39 [+ or -] 0.14   0.50 [+ or -] 0.17
F         0.20 **         0.23 [+ or -] 0.03   0.40 [+ or -] 0.11
M         -0.05 **             0.22 **         0.07 [+ or -] 0.01
Dm         -0.02               0.74 **              0.22 **
H         0.22 **              0.89 **              -0.24 **

             Dm                   H            Repeatabilities

Ie   0.12 [+ or -] 0.18   0.23 [+ or -] 0.17        0.31
F    0.93 [+ or -] 0.02   0.97 [+ or -] 0.01        0.38
M    0.32 [+ or -] 0.13   0.17 [+ or -] 0.13        0.14
Dm   0.13 [+ or -] 0.02   0.90 [+ or -] 0.03        0.26
H         0.63 **         0.20 [+ or -] 0.03        0.35

Ie, number of eggs set; F, number of fertile eggs at candling
(7th day of incubation); M, total number of dead embryos; Dm,
maximum duration of fertility; H, number of hatched mule

** p < 0.01.

Table 4. Cumulative percentage in plumage grade of mule
ducklings from G4 to G10 of the selected synthetic strain of duck

Grade                                 Cumulative (%)

                            G4   G5   G6   G7   G8   G9   G10

[less than or equal to] 1   0    0    2    9    4    0     2
[less than or equal to] 2   8    6    14   39   40   34   52
[less than or equal to] 3   19   14   24   49   45   46   61
[less than or equal to] 4   34   28   34   60   59   60   71
[less than or equal to] 5   49   41   47   74   77   73   83
[less than or equal to] 6   61   59   56   81   86   82   90
[less than or equal to] 7   72   70   66   90   92   88   96
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Author:Liu, H.C.; Huang, J.F.; Lee, S.R.; Liu, H.L.; Hsieh, C.H.; Huang, C.W.; Huang, M.C.; Tai, C.; Poivey
Publication:Asian - Australasian Journal of Animal Sciences
Article Type:Report
Geographic Code:9TAIW
Date:May 1, 2015
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