Eleven generations of selection for the duration of fertility in the intergeneric crossbreeding of ducks
© Cheng et al; licensee BioMed Central Ltd. 2009
Received: 17 December 2008
Accepted: 31 March 2009
Published: 31 March 2009
A 12-generation selection experiment involving a selected line (S) and a control line (C) has been conducted since 1992 with the aim of increasing the number of fertile eggs laid by the Brown Tsaiya duck after a single artificial insemination (AI) with pooled Muscovy semen. On average, 28.9% of the females and 17.05% of the males were selected. The selection responses and the predicted responses showed similar trends. The average predicted genetic responses per generation in genetic standard deviation units were 0.40 for the number of fertile eggs, 0.45 for the maximum duration of fertility, and 0.32 for the number of hatched mule ducklings' traits. The fertility rates for days 2–8 after AI were 89.14% in the S line and 61.46% in the C line. Embryo viability was not impaired by this selection. The largest increase in fertility rate per day after a single AI was observed from d5 to d11. In G12, the fertility rate in the selected line was 91% at d2, 94% at d3, 92% at days 3 and 4 then decreased to 81% at d8, 75% at d9, 58% at d10 and 42% at d11. In contrast, the fertility rate in the control line showed an abrupt decrease from d4 (74%). The same tendencies were observed for the evolution of hatchability according to the egg set rates. It was concluded that selection for the number of fertile eggs after a single AI with pooled Muscovy semen could effectively increase the duration of the fertile period in ducks and that research should now be focused on ways to improve the viability of the hybrid mule duck embryo.
The mule duck is the major commercial source of duck meat (soup or roasted) and is produced by crossing Tsaiya, Pekin or Kaiya (crossbred Pekin × White Tsaiya) ducks with Muscovy drakes. The reproductive efficiency of ducks has been successfully improved over the last twenty years in Taiwan by using artificial insemination (AI) . This is also a popular method in France where male mule ducks are force-fed to produce fatty liver and the females are used for meat production , and in Europe, Vietnam and southeast China for meat production [3–5]. Thus in the last few decades, it has become common practice in many countries worldwide, to use AI as a reproduction technique for mule duck production.
Unfortunately, owing to the short duration of fertility in such intergeneric crossbreeding, the ducks have to be inseminated twice a week in order to maintain the fertility rate [6–8]. It would be economically beneficial if the female could be inseminated once instead of twice a week and if the fertility rate could be increased. The aim of the selection experiment was therefore to increase the duration of fertility in order to reduce the frequency of AI required. Previous results in domestic fowl had demonstrated the feasibility of selecting for a longer fertile period [9, 10]. Thereafter, Tai et al.  found that the best selection criterion for duration of fertility in the Brown Tsaiya female duck seemed to be the number of fertile eggs laid between the 2nd and 15th day after a single AI with pooled Muscovy semen. Therefore, in 1992, the Livestock Research Institute (LRI), Hsinhua, Tainan, Taiwan began a selection experiment to increase the number of fertile eggs (F) in the Brown Tsaiya female duck after a single AI with pooled Muscovy semen in one selected and one control (unselected) line . Fertility was measured by candling the eggs on the 7th day of incubation. The genetic parameters for the duration of fertility in Brown Tsaiya duck were estimated from the data obtained from the selected and control lines up to the 5th generation of selection . The selection responses for number of fertile eggs up to the 7th generation of selection were analyzed . The effects of selection on duration of fertility and its consequences on hatchability over 10 generations of selection were characterized using logistic curves to adjust fertility and hatchability rates as a function of number of days after AI . Reports were published throughout the selection experiment [14, 16, 15].
It is the usual practice to inseminate with pooled semen for producing mule ducklings. However in generation 12 the objective for an experiment was to evaluate fertility of Muscovy drakes after single AI with individual semen.
As far as we know no full analyses of the direct and correlated effects of long-term selection experiments in ducks have been published. This study analyses the direct response to the selection on number of fertile eggs after a single AI of Brown Tsaiya duck with pooled Muscovy semen and correlated responses on the maximum duration of fertility, number of hatched mule ducklings, duration of fertility and hatchability for eleven generations of selection.
Animals and developing lines
One hundred and six Brown Tsaiya LRI no. 2 female ducks and 28 Brown Tsaiya LRI no. 2 drakes, originating from a Brown Tsaiya Line 105 studied for laying traits and developed at the Ilan branch of the Livestock Research Institute (LRI), were used as foundation stock (G0) [17, 18]. Foundation birds were assumed to be unrelated and not inbred. In the first generation (G1), 165 ducks and 117 drakes were divided into two groups. The selected line (S) consisted of 48 ducks and 23 drakes bred from different parents, and with the highest predicted breeding values according to the BLUP animal model, for the number of fertile eggs at candling (F). The control line (C) consisted of 46 ducks and 20 drakes selected with near average predicted breeding values in each family. These two groups were used to produce the subsequent generation (G2). The first hatch in G1 was on February 16, 1992 and the last one in G12 was on January 4, 2005. Both lines were maintained simultaneously under standardized conditions at the LRI experimental farm in Hsinhua, Tainan. In total, 1438 males and 2602 females in the S line, 1097 males and 2105 females in the C line were measured and recorded respectively. Generations were kept separate and the generation interval was one year. In the S line, the percentage selected was between 40% and 20.2% in females and between 10.9% and 20.8% in males.
In the S line, male and female ducks in each generation were selected by applying the BLUP animal model and operating a truncation selection on the highest values for number of fertile eggs from the 2nd to 15th day after AI (3 times). The following model was used to determine the breeding values of the selected trait, as described in Cheng :
y = Xb + Z1 a + Z2 p + e
where y = vector of observations;
b = vector of fixed effects of hatching date;
a = vector of random genetic effect with E(a) = 0, Var(a) = A , where A is the additive genetic relationship matrix of the animals, = the additive genetic variance;
p = vector of random permanent environmental effect (3 times AI at 26, 29 and 32 weeks of age) with E(p) = 0, Var(p) = I , where I is the identity matrix, = the variance of permanent environmental effects;
e = vector of random residual effects with E(e) = 0, Var(e) = I , where = the variance of random residual effects;
X, Z1 and Z2 = design matrices relating the elements b, a and p to the observations.
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. Duck performance in all generations (from G1) was also taken into account.
The genetic parameter estimates used for G1 to G3 were h2 = 0.34  and repeatability r = 0.47 (estimated from G1 data). These values were h2 = 0.29 and r = 0.40  for G4 to G6, and h2 = 0.26 and r = 0.36  from G7 to G12. The breeding values of the candidates to be selected were computed, using a software written by Poivey  for G1 to G3, and with the PEST program  thereafter. The schedule was to select 20 males for G1 to G8, 12 males from G9 to G12 and 60 females in each generation so that one male could be mated with 3 or 5 females to produce the offspring to be measured in the following generation. From G2 to G12, it was scheduled to have 4 full-sister daughters of each selected dam. The number of full-brother sons of each selected dam was about 2 on average.
Management and experiment
The ducklings were raised in floor pens and fed a diet containing 19% CP and 2925 Kcal ME kg-1 from 0 to 4 wk followed by a diet containing 13% CP and 2830 Kcal ME kg-1, from 5 to 15 wk. They were transferred to individual cages when they had laid their first egg. During the laying period, the ducks were fed a diet containing 20% CP and 2810 Kcal ME kg-1. Drinking water and feed were provided ad libitum throughout the experimental period. At 26, 29, and 32 weeks of age, the ducks were artificially inseminated with 0.05 mL of pooled semen from 10 to 15 Muscovy drakes of line 302 from LRI, Ilan Station [22, 23].
In addition, at G12, ducks were artificially inseminated at 36, 39 and 42 weeks of age with individual semen from 23 Muscovy drakes, adopting the ratio of one male for six females. Purpose of this experiment was to evaluate the genetic effects of Muscovy drakes on duration of fertility (unpublished results). So in G12, individual and pooled semen were used on the same ducks at different ages.
After a single AI, eggs were collected from day 2 to 15 for G1 to G6, and from day 2 to 18 for G7 to G12. They were stored for 7 days and 9 days respectively in the incubator to ensure egg set. Fertility was measured by candling the eggs after 7 days of incubation, and the number of live-hatched ducklings was recorded. Data regarding the number of eggs set (Ie), the number of fertile eggs at candling (F), the total number of dead embryos (M), the maximum duration of fertility from the 2nd day after AI up to the day of the last fertile egg (Dm, in number of days), and the number of hatched mule ducklings (H) were collected. A new generation of ducks was produced by pedigree mating, and pedigree hatching was carried out in each generation thereafter.
The elementary statistical parameters (means and variances) of the phenotypic values were obtained using the SAS® procedure . Any unintentional selection was detected by calculating the selection differentials on the breeding values of F in the C line in each generation, from the differences between the averages of birds randomly chosen as parents and from all birds measured in that generation. The inbreeding coefficients were calculated in each generation for the females and males of each line, by using a SAS® procedure . The direct cumulated selection responses and correlated selection responses were measured as the differences between the phenotypic performance averages of the ducks in the S and C lines. Their variances were calculated by taking into account the variances of the error measurements and of the genetic drift [25–28].
The predicted genetic responses to selection on F were estimated from the within generation line difference (S-C) for the average predicted breeding values for each of the five traits in female ducks. These breeding values were calculated in a 5-trait analysis using the BLUP methodology applied to an individual animal model and previously described for a single trait. These multiple-trait BLUP animal model values were calculated by grouping the records of all five traits together for the selected and control lines from G1 to G12, using the PEST 3.1 package [20, 29], with a performance file containing 11721 records and a pedigree file of 7096 ducks. The genetic and phenotypic parameters for the five traits used to estimate these breeding values, were taken from Poivey et al. . For simplification, the estimated parameters were used to calculate the approximate standard errors for the generation S-C differences for each trait, given that the breeding values were computed in univariate analyses .
When the fertility or hatchability rates per egg set of the S and C lines in the same generation were plotted as a function of the number of days after AI, the resulting curves were adjusted to logistic functions, in which parameter τ was the time in days of half maximal fertility or hatchability [15, 31].
Percentage of selection
Over the 11 generations of selection, the average percentage of selected females was 28.9% and of selected males was 17.05%. The unintentional selection differential, which occurred over the 11 generations of selection in the C line was small (-1.09 fertile eggs). It should be noted that the ducks of the S and C lines came from the same hatches in all generations, except G2. In G1 some parents were used to constitute both the S and C lines. In G2, the S line birds were born on 10/02/1993 and 09/03/1993, whereas the C line birds were born on 07/04/1993. Although some AI were performed during the same period in both groups, others were not and this could have led to some inaccuracy in the measurement of selection response in G2.
Mean of inbreeding coefficients in males and females of S and C lines
Selection responses and predicted genetic responses
The genetic parameters (heritabilities and genetic correlations) of the five traits Ie, F, M, Dm, and H were used to calculate the multiple-trait BLUP animal model values for each trait for all measured females from generations G1 to G12. These genetic parameters had been estimated in the conceptual base population .
Mean of the traits in G1, selection responses (SR) mean ± standard errors, mean of predicted genetic responses (PGR) ± standard errors for the five traits
0.94 ± 0.21
0.50 ± 0.27
1.08 ± 0.32
1.40 ± 0.36
1.22 ± 0.41
1.91 ± 0.43
2.61 ± 0.50
2.57 ± 0.67
2.42 ± 0.70
4.36 ± 0.64
3.83 ± 0.84
0.17 ± 0.058
0.57 ± 0.060
0.99 ± 0.065
1.30 ± 0.061
1.54 ± 0.055
1.94 ± 0.041
2.39 ± 0.060
2.63 ± 0.064
2.85 ± 0.057
4.00 ± 0.055
4.14 ± 0.094
0.70 ± 0.16
0.20 ± 0.20
0.20 ± 0.26
0.22 ± 0.28
0.17 ± 0.31
0.22 ± 0.33
0.36 ± 0.47
-0.37 ± 0.53
0.35 ± 0.90
1.59 ± 0.50
1.35 ± 0.68
0.09 ± 0.026
0.16 ± 0.028
0.17 ± 0.041
0.22 ± 0.032
0.26 ± 0.032
0.36 ± 0.026
0.47 ± 0.037
0.46 ± 0.038
0.79 ± 0.044
1.45 ± 0.034
1.59 ± 0.047
0.04 ± 0.08
0.15 ± 0.09
0.15 ± 0.11
0.32 ± 0.11
0.40 ± 0.14
0.79 ± 0.13
0.60 ± 0.15
1.05 ± 0.29
0.64 ± 0.26
1.57 ± 0.32
1.92 ± 0.40
0.05 ± 0.019
0.17 ± 0.017
0.27 ± 0.019
0.29 ± 0.013
0.38 ± 0.016
0.53 ± 0.014
0.58 ± 0.019
0.73 ± 0.019
0.73 ± 0.022
1.08 ± 0.018
1.26 ± 0.022
0.53 ± 0.22
0.51 ± 0.28
1.16 ± 0.34
1.56 ± 0.38
1.50 ± 0.43
2.10 ± 0.45
2.87 ± 0.50
2.89 ± 0.66
2.81 ± 0.74
4.45 ± 0.63
4.06 ± 0.79
0.18 ± 0.069
0.68 ± 0.072
1.20 ± 0.071
1.53 ± 0.063
1.85 ± 0.059
2.36 ± 0.045
2.82 ± 0.067
3.22 ± 0.069
3.32 ± 0.062
4.53 ± 0.060
4.80 ± 0.095
0.90 ± 0.17
0.35 ± 0.21
0.94 ± 0.25
1.08 ± 0.28
0.83 ± 0.31
1.12 ± 0.33
2.02 ± 0.36
1.52 ± 0.57
1.77 ± 0.59
2.79 ± 0.55
1.91 ± 0.73
0.12 ± 0.043
0.37 ± 0.048
0.67 ± 0.052
0.97 ± 0.051
1.12 ± 0.044
1.33 ± 0.032
1.69 ± 0.047
1.75 ± 0.048
1.98 ± 0.042
2.60 ± 0.038
2.50 ± 0.070
Means ± standard deviations of phenotypic values and selection response S-C (P) of Brown Tsaiya females following AI with the individual semen of the Muscovy drake for G12 in the S and C lines at 36–42 weeks of age
n = 150
n = 83
7.59 ± 2.58
4.13 ± 1.96
3.46 ± 0.84
14.10 ± 1.86
12.95 ± 2.73
1.15 ± 0.49
2.15 ± 1.75
1.30 ± 1.37
0.85 ± 0.36
9.04 ± 2.56
5.36 ± 2.40
3.68 ± 0.79
5.43 ± 2.41
2.84 ± 1.80
2.59 ± 0.67
Mean ± standard deviation of fertility and hatchability rates for days 2–15 or days 2–8 after a single AI for S and C lines in G12 at 26–32 weeks of age (pooled semen) and 36–42 weeks of age (individual semen)
Days 2–15 after AI
Days 2–8 after AI
59.98a ± 4.00
36.24a ± 3.92
60.43a ± 3.99
89.14a ± 2.50
54.03a ± 4.07
60.62a ± 3.99
33.80b ± 5.19
23.60b ± 4.66
69.80a ± 5.04
61.46b ± 5.34
42.57b ± 5.43
69.26a ± 5.06
58.15a ± 4.02
42.31a ± 4.03
72.60a ± 3.64
88.88a ± 2.57
64.92a ± 3.90
73.00a ± 3.62
32.72b ± 5.15
23.91b ± 4.68
73.07a ± 4.87
62.26b ± 5.32
45.49b ± 5.47
73.06a ± 4.87
The parameter τ of the logistic curves
Fertility rates (%) and hatchability rates (%) in selected (S) and control (C) Brown Tsaiya duck lines of G12, as a function of the number of days following a single artificial insemination (AI) with pooled Muscovy semen, and values of Student-Fisher t (1)
Nb of ducks
Number of days after AI
In avian species the fertile period has been defined as the interval after sperm deposition during which a female can lay fertile eggs. The length of the fertile period is dependent on sperm storage in the tubules at the utero-vaginal junction where the spermatozoa are released for upward transport towards the infundibulum for ova fertilization . The purpose of this selection experiment was to investigate what genetic progress could be made to extend the duration of fertility in the Brown Tsaiya duck. The selection was carried out using an animal model and the BLUP of breeding values. The selection experiment was continued up to 12 generations using the same methodology of selection already discussed in Cheng et al. . In addition the durations of fertility and hatchability were determined and their correlated responses to selection on F were analyzed. The selection responses were calculated, using the common method of calculating selection responses by taking the differences between the average phenotypic values for the S and C lines across the generations of selection [25, 33]. Sorensen and Kennedy  described an alternative way of estimating response to selection based on the mixed model approach, as the phenotypic trend can be further divided into genetic and environmental trends. We therefore estimated the genetic trends by averaging the multiple-trait BLUP animal model values for each trait in each generation and determined the differences between the S and C lines.
The measured selection responses and the calculated predicted genetic responses were found to be similar. This indicated the adequacy of the data representation model with no confounding with environmental trends and the accuracy of the genetic parameter estimates in the base population. Given the large variability in selection response, especially of H, we have chosen to discuss the predicted genetic response. The genetic progress in F measured by the predicted genetic response was significant i.e. 4.40 genetic standard deviations in total or 40% of the genetic standard deviation per generation. The correlated genetic progress in Dm and H was also significant, i.e. 4.89 and 3.56 genetic standard deviations in total, or 45% and 32% of the average genetic standard deviation per generation, respectively. The frequency of embryo mortality was not increased by selection. These results are consistent with the estimated genetic parameters, thereby showing a high genetic correlation between F and Dm (0.92), H (0.91) and between Dm and H (0.82). In contrast to results obtained in the chicken hen [34, 35] and according to the genetic parameter estimates, our results showed that selection on F seemed to be more effective in increasing H than direct selection of that trait. Brun et al.  reported heritabilities of 0.25 and 0.23 for F, 0.17 and 0.13 for H, and 0.27 and 0.16 for Dm in pure breeding INRA44 duck line and intergeneric crossbreeding, respectively. Our result can be explained by the fact that the heritability of F is greater than that of H (0.26 versus 0.19) and the genetic correlation between F and H is 0.91.
This study showed that the selection of F through 11 generations had major correlative effects on parameter τ of the logistic curves, which fitted the daily variations (d2-d15) in fertility rates (F/Ie) and hatchability rates (H/Ie). The S-C differences represented selection responses to the duration of fertility and hatchability which were correlated with the selection response of F. Selection for F modified the evolution of the fertility and hatchability rates, as a function of time after a single AI of the Tsaiya duck with pooled Muscovy semen mainly by increasing the time of half maximal fertility and hatchability rates. The largest increases in the fertility rates per day after single AI were between d5 and d11. Selection for F also had correlated effects on the maximum fertility rates, but these were smaller than the effect on fertility duration. Moreover, the fertility rate in the selected line was over 90% from d2 to d5 and above 80% until d8. The same tendencies were observed for changes in the evolution of hatchability rates, showing that embryo viability was not impaired. Consequently, in accordance with Brillard et al.  it is suggested that selection on F acted by increasing the storage capacity of spermatozoa, which remained able to fertilize the ova for longer. In addition, the increased duration of fertility when selecting on F was not deleterious to embryo viability. The overall fertility (F/Ie) and hatchability (H/Ie) rates at days 2–8 after AI were higher in the S line than in the C line. The embryonic viability rates in the C line (73.1%) and S line (73.0%), measured from the hatchability of fertile eggs (H/F), were not statistically different for G12 (36–42 weeks of age), confirming the results for G8 and G11 [38, 14, 15]. The differences in hatchability of fertile eggs (H/F) between the S and C lines over the 11 generations of selection were not statistically different either.
On the basis of the results of Tai et al. , a long-term selection experiment on F, with a selected and a control line, was begun in 1992. Analysis of this experiment after 11 generations of selection revealed a selection response for F (3.83 eggs), with correlated selection responses for increasing H (1.91 ducklings) and maximum duration of the fertile period (4 days), with no increase in embryo mortality rate. The genetic progress in F measured by the selection response was 2.77 genetic standard deviations or 39.6% of the genetic standard deviation per generation in G8 and 4.07 genetic standard deviations or 37% of the genetic standard deviation per generation in G12. The correlated selection response in Dm was also increased from 2.93 to 4.14 genetic standard deviations between G8 and G12. There was no increase in H in G12 compared to G8, due to an electric cut off problem in the incubator and M was increased. However there was a large variability of selection response in H. In G11 the selection response in H (2.79) was higher than in G8 (2.02). In G12 the correlated selection response on H measured at 36, 39 and 42 weeks of age (2.59) was a more relevant value.
The realized selection response for F can be compared with the theoretically expected one if selection has been done with the conventional combined selection index although that prediction of response is valid in principle for only one generation of selection. The expected selection response on F, according to the accuracy of the combined selection index on F, would be higher than the realized one. That can be explained by variation of response due to random genetic drift and sampling errors . In addition there was a loss in selection intensity especially because some animals with a high-predicted breeding value were discarded from reproduction to avoid full sib and half sib mating.
Selection to extend the fertile period was shown to be feasible [14, 15]. The present results confirm the absence of a selection plateau in responses up to the 11th generation. Selection was effective in increasing the number of ova that could be fertilized after a single AI with pooled Muscovy semen, and consequently the number of eggs able to develop a viable embryo. These changes considerably increased the maximum duration of the fertile period, and the physiological effects now need to be investigated. Selection brought about a correlated increase in fertility and hatchability rates according to egg set, especially for days 2–8 after AI, thereby demonstrating the feasibility of selection for a single AI per week in this strain of laying duck. This did not produce a concomitant increase in the rate of embryonic death, (previously thought to occur in fowl) which would have impaired the benefits of selection. Thus fertilization of the ova would seem to be a key point in the intergeneric crossbreeding of ducks [39, 40]. Nevertheless, the total mortality rate in relation to the number of fertile eggs was high (23 to 36% (G11)). It would therefore be useful to continue this selection experiment and study the long-term effects on fertility and embryo viability. A better understanding of the consequences of selection was obtained by comparing the fertility rate curves  according to the number of days after AI in the S and C lines. The genetic variability of viability in ducks needs to be determined to evaluate the possibilities of improving mule embryo viability. The results obtained here might depend on the use of Brown Tsaiya, which is a laying duck. Nonetheless, it should be feasible to select for an extension of the fertile period in meat-type ducks such as the Peking breed, which is being used effectively as parents for commercial mule ducks. Furthermore, research can now be focused on ways to improve the viability of the hybrid mule duck embryo.
This study was undertaken in 1992 and carried out as a cooperative research program between the Council of Agriculture – Livestock Research Institute (COA-LRI) and the Institut National de la Recherche Agronomique – Station d'Amélioration Génétique des Animaux du Département de Génétique Animale (INRA – SAGA). We would like to thank all the staff at LRI (especially Hsin-Hua Station of LRI) and INRA-SAGA for their help in carrying out this research, and also the National Science Council (NSC81-0409-B-061-504; NSC82-0409-B-061-016; NSC84-2321-B-061-004; NSC85-2321-B-061-002; NSC86-2321-B-061-005) and COA-LRI for their financial support.
- Tai C: Duck breeding and artificial insemination in Taiwan. Duck Production Science and World Practice. Edited by: Farrell DJ, Stapleton P. 1985, Armidale: University of New England, 193-203.
- Rouvier R, Mialon MM, Salzmann F, Poujardieu B: Fertilité et éclosabilité des oeufs d'une souche de cane Pékin (Anas platyrhynchos) en croisement interspécifique avec le Barbarie (Cairina moschata) par insémination artificielle. Ann Zootech. 1988, 37: 73-86. 10.1051/animres:19880202.View Article
- Rouvier R, Babilé R, Salzmann F, Auvergne A, Poujardieu B: Répétabilité de la fertilité des canes Rouen et Pékin (Anas platyrhynchos) en croisement interspécifique avec le Barbarie (Cairina moschata) par insémination artificielle. Genet Sel Evol. 1987, 19: 103-112. 10.1051/gse:19870108.PubMed CentralView ArticlePubMed
- Tuyen DX: The situation of duck production in Vietnam. Proceedings of the International Seminar on Improved Duck Production of Small-scale Farmers in the ASPAC region: 17–21 September 2007; Hanoi. 2007, 123-133.
- Wezyk S: Current problems of waterfowl genetics and breeding. Proceedings of the 1st World Waterfowl Conference: 1–4 December 1999; Taichung. 1999, 50-62.
- Huang HH, Chow TC: Artificial insemination in mule duck production. Proceedings of the XVth World Poultry Congress: 13 August; New Orleans. 1974, 261-262.
- Liu JJ, Tai C, Huang HH: Studies on artificial insemination of ducks. II. Effects of sperm number and sperm concentration on fertility. J Chin Soc Anim Sci. 1980, 9: 71-77.
- Rouvier R, Tai LJ, Tai C: L'insémination artificielle des canes communes pour la production de mulards à Taïwan: La situation actuelle. Les Colloques de l'INRA Insémination artificielle et amélioration génétiques: bilan et perspectives critiques: 22–24 November 1984; Toulouse-Auzeville. 1984, 360-367. 29
- Pingel H, Planert CH: Untersuchung über die möglichkeiten der verlangerung der befruchtungspersistenz. Proceedings of the 16th World's Poultry Congress: August 11–16; Rio de Janeiro. 1987, 116-125.
- Pingel H: Genetics of egg production and reproduction in waterfowl. Poultry Breeding and Genetics. Edited by: Crawford RD. 1990, Amsterdam: Elsevier, 771-780.
- Tai C, Rouvier R, Poivey JP: Heritabilities for duration of fertility traits in Brown Tsaiya female duck (Anas platyrhynchos) by artificial insemination with pooled Muscovy (Cairina moschata) semen. Br Poult Sci. 1994, 35 (1): 59-64. 10.1080/00071669408417670.View ArticlePubMed
- Cheng YS: Sélection de la race Tsaiya Brune sur la ponte et la durée de la fertilité en croisement avec le canard de Barbarie. Thèse. 1995, Institut National Polytechnique de Toulouse, France
- Poivey JP, Cheng YS, Rouvier R, Tai C, Wang CT, Liu HL: Genetic parameters of reproductive traits in Brown Tsaiya ducks artificially inseminated with semen from Muscovy drakes. Poult Sci. 2001, 80: 703-709.View ArticlePubMed
- Cheng YS, Rouvier R, Poivey JP, Tai Liu JJ, Tai C, Huang SC: Selection responses for number of fertile eggs of Brown Tsaiya duck (Anas platyrhynchos) after a single artificial insemination with pooled Muscovy (Cairina moschata) semen. Genet Sel Evol. 2002, 34: 597-611. 10.1051/gse:2002025.PubMed CentralView ArticlePubMed
- Cheng YS, Rouvier R, Poivey JP, Huang SC, Liu HL, Tai C: Selection responses in duration of fertility and its consequences on hatchability in the intergeneric crossbreeding of ducks. Br Poult Sci. 2005, 46: 565-571. 10.1080/00071660500273193.View ArticlePubMed
- Cheng YS, Rouvier R, Hu YH, Tai Liu JJ, Tai C: Breeding and genetics of waterfowl. Worlds Poult Sci J. 2003, 59: 509-519. 10.1079/WPS20030032.View Article
- Cheng YS, Rouvier R, Poivey JP, Tai C: Genetic parameters of body weight, egg production and shell quality traits in the Brown Tsaiya laying duck. Genet Sel Evol. 1995, 27: 459-472. 10.1051/gse:19950506.PubMed CentralView Article
- Cheng YS, Poivey JP, Rouvier R, Tai C: Prediction of genetic gains in body weight, egg production and shell quality traits in the Brown Tsaiya laying duck (Anas platyrhynchos). Genet Sel Evol. 1996, 28: 443-455. 10.1051/gse:19960504.PubMed CentralView Article
- Poivey JP: Méthode simplifiée de calcul des valeurs génétiques des femelles tenant compte de toutes les parentés. Genet Sel Evol. 1986, 18: 321-332. 10.1051/gse:19860306.PubMed CentralView ArticlePubMed
- Groeneveld E: PEST User's manual. 1990, University of Illinois
- Matheron G, Chevalet C: Conduite d'une population témoin de lapins. Evolution à court terme du coefficient de consanguinité selon le schéma d'accouplement. Ann Génét Sél Anim. 1977, 9: 1-13. 10.1051/gse:19770101.PubMed CentralView ArticlePubMed
- Tai Liu JJ, Tai C: Studies on the artificial insemination of ducks. 3. A comparison of fertility for pooled semen and individual male semen in the crosses between Muscovy (Cairina Moschata) and Tsaiya ducks (Anas Platyrhynchos Var. Domestica). Taiwan Livest Res. 1984, 17: 85-89.
- Tai Liu JJ, Tai C: Mule duck production in Taiwan. I. Artificial insemination of ducks. Food & Fertilizer Technology Center: extension bulletin. 1991, 328: 1-6.
- Statistical Analysis System Institute: User's guide: Statistics; Release 6.03. 1996, Cary: SAS® Institute Inc
- Falconer DS, Mackay TFC: Introduction to quantitative genetics. 1996, Longman Group Ltd, 4
- Hill WG: Estimation of genetic change. I. General theory and design of control populations. Anim Breed Abstr. 1972, 40: 1-15.
- Hill WG: Estimation of genetic change. II. Experimental evaluation of control populations. Anim Breed Abstr. 1972, 40: 193-213.
- Hill WG: Design of quantitative genetics selection experiments. Selection Experiments in Laboratory and Domestic Animals. Edited by: Robertson A. 1980, Slough: Commonwealth Agricultural Bureaux, 1-13.
- Groeneveld E, Kovac M: A generalized computing procedure for setting up and solving mixed linear models. J Dairy Sci. 1990, 73: 513-531.View Article
- Sorensen DA, Kennedy BW: Analysis of selection experiments using mixed model methodology. J Anim Sci. 1986, 63: 245-258.PubMed
- Kirby JD, Froman DP: Analysis of poultry fertility data. Poult Sci. 1990, 69: 1764-1768.View ArticlePubMed
- Brillard JP: Sperm storage and transport following natural mating and artificial insemination. Poult Sci. 1993, 72: 923-928.View ArticlePubMed
- Nicholas FW: Size of population required for artificial selection. Genet Res. 1980, 35: 85-105.View ArticlePubMed
- Beaumont C: Genetic parameters of the duration of fertility in hens. Can J Anim Sci. 1992, 72: 193-201.View Article
- Beaumont C, Brillard JP, Millet N, De Reviers M: Comparison of various characteristics of duration of fertility in hens. Br Poult Sci. 1992, 33: 649-661. 10.1080/00071669208417503.View ArticlePubMed
- Brun JM, Richard MM, Sellier N, Brillard JP: Genetic architecture of duration of fertility of the common duck (Anas platyrhynchos). Proceedings of the 8th World Congress on Genetics Applied to Livestock Production: August 13–18; Belo Horizonte. 2006
- Brillard JP, Beaumont C, Scheller MF: Physiological responses of hens divergently selected on the number of chicks obtained from a single insemination. J Reprod Fertil. 1998, 114: 111-117.View ArticlePubMed
- Cheng YS, Huang SC, Liu HL, Tai Liu JJ, Tai C, Rouvier R, Poivey JP: Selection experiment for the maximum duration of fertility in Brown Tsaiya bred for mule duck: comparison for fertility, hatchability, embryo mortality rates in selected and control lines. Proceedings of the1st World Waterfowl Conference: 1–4 December 1999; Taichung. 1999, 115-121.
- Sellier N, Brun JM, Richard MM, Batellier F, Dupuy V, Brillard JP: Comparison of fertility and embryo mortality following artificial insemination of common duck females (Anas platyrhynchos) with semen from common or Muscovy (Cairina moschata) drakes. Theriogenology. 2005, 64: 429-439. 10.1016/j.theriogenology.2004.12.010.View ArticlePubMed
- Watanabe M: Experimental studies on the artificial insemination of domestic ducks with special reference to the production of mule ducks. J Fac Fish Anim Husb Hiroshima Univ. 1961, 3: 439-478.
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