Abstract
In our ongoing project, which focuses on the introgression of Booroola/FecB gene and the myostatin (MSTN) gene into purebred Moghani sheep, we assessed the performance of second-generation Moghani crossbreds such as second crossbreds (F2) and initial backcross generation (BC1). These crossbreds were generated through different mating systems, including in-breeding, outcrossing, first paternal backcrossing (PBC1), and first maternal backcrossing (MBC1). Notably, F2 strains exhibited lean tail, woolly fleece and a higher percentage of white coat color compared to BC1. The impact of mating systems and birth types on pre-weaning survival rates was found to be statistically significant (P < 0.0001), with singleton offspring resulting from paternal backcross showing a particularly substantial effect. The F2 crossbred lambs carrying the Booroola gene did not show a statistically significant difference in survivability compared to those carrying the MSTN gene, implying the Booroola prolificacy gene had no significant impact on survival outcomes. However, the occurrence of multiple births had a significant negative impact on lamb survival (P < 0.0001). The PBC1 sheep strains, specifically Texel Tamlet ram strains carrying the MSTN mutation, exhibited superior growth rates compared to others (P < 0.05). Interestingly, the MSTN mutation in the homozygous variant genotype significantly impacts growth rate before weaning compared to other genotypes and pure Moghani sheep (P < 0.05). In conclusion, this study objectively underscores the pivotal role of genetic factors, specifically through strategic mating systems like paternal backcrossing, in enhancing desired traits and growth rates in Moghani sheep, thereby contributing valuable insights to the field of sheep breeding programs.
Introduction
Mating systems play a crucial role in influencing the performance and genetic traits of livestock. Researchers have investigated a range of mating systems, including pure-breeding, crossbreeding, outcrossing, and backcrossing, to evaluate their effects on vital characteristics such as growth traits, lamb survival, and ewe prolificacy [1–6]. Crossbreeding with major gene carriers, using local or exotic germplasm, and genomic introgression offer promising pathways to achieve substantial genetic gains [7]. Successful sheep crossbreeding programs often involve various mating systems, such as F1 crosses, three-way crosses, and composite breeds [8]. This approach accelerates genetic progress, overcoming challenges associated with direct selection for quantitative traits, leading to more productive and profitable sheep farming operations.
Mature body size in sheep is known to be influenced by a higher degree of polygenic factors when compared to other domesticated species [9]. This means that many genes, each with a small effect, contribute to mature body size. This complex genetic nature presents a significant challenge, rendering classical breeding methods alone insufficient in achieving desired outcomes [10].
Introduction of breeds carrying major genes enables substantial improvements in muscle hypertrophy and prolificacy traits. Efforts to enhance these attributes involve crossbreeding initiatives, aiming to introduce major genetic factors. The myostatin (MSTN g+6223G>A) gene located in OAR2 region plays a key role in double muscling across different sheep breeds [11]. These breeds encompass New Zealand Texel [12, 13], Australian Texel [14], Belgian Texel [15, 16], Norwegian White Sheep [17], and the commercially relevant Charollais sheep [18]. For instance, the Texel sheep breed’s MSTN g+6223G>A has been successfully introduced into Ramlıç sheep breeds [19, 20]. Similarly, the highly prolific Booroola/FecB allele of the bone morphogenetic protein receptor type 1B (BMPR1B) gene, initially identified in the Booroola Merino breed, has been effectively incorporated into diverse sheep breeds [8]. The FecB allele has resulted in sheep with increased litter size and prolificacy. Noteworthy instances include its successful integration into Afshari breed [21, 22], Assaf [23, 24], Avassi [23–25], Deccani [26], Mérinos d’Arles [27], Moghani [28, 29], and Rambouillet [30]. These examples illustrate the potential of major genes introgression to improve the genetic merit of sheep breeds.
The Moghani sheep is a local breed in Iran that is raised primarily for meat production. It is known for its large fat tail and lower prolificacy, but it also has the advantage of being able to reproduce out of season [4]. However, the Moghani sheep faces challenges in terms of economic profitability. Numerous studies have shown that the genetic progress for growth and reproductive traits in this breed is slow, due to low heritability estimates [31–34].
Herein, we launched an introgression project to enhance the productivity of Moghani sheep through strategic crossbreeding with high-yielding sheep breeds, specifically Texel and Booroola sheep. These breeds possess crucial genetic factors known for enhancing traits such as muscularity and prolificacy. The comprehensive introductory details and outcomes of the F1 crosses, including Booroola Merino×Moghani (BMM), Booroola Romney×Moghani (BRM), Texel Tamlet×Moghani (TTM), and Texel Dalzell×Moghani (TDM), have been extensively documented in our prior publications [4, 6]. In our ongoing project, we bred second-generation Moghani crossbreds using various mating systems, including in-breeding, outcrossing, and backcrossing. This study specifically focuses on a comprehensive comparison of growth performance, fat-tail traits, and lamb coat colors between purebred Moghani sheep and second-generation crossbreds. Additionally, we investigated the impact of distinct genotypes of introgressed genes, particularly prolificacy Booroola/FecB and hyper-muscularity myostatin (MSTN g+6223G>A), on the performance of these second-generation Moghani crossbreds. It’s important to note that, despite our meticulous examination of these traits, we unfortunately couldn’t evaluate prolificacy due to the lack of available records. Acknowledging the significance of this parameter, we plan to include it in future investigations as more data becomes accessible.
Materials and methods
Ethics statement
The data collection formats and procedures employed in this study underwent thorough review and approval by the Animal Care and Use Committee at the Agricultural Biotechnology Research Institute (ABRII) in Karaj, Alborz, Iran. The committee granted approval for all procedures and activities involving animals, ensuring strict adherence to local guidelines. The study exclusively relied on data obtained from live sheep at the breeding facility of Jovain Agricultural & Industrial Corporation in Jovain, Razavi Khorasan, Iran. It is important to note that no invasive procedures were conducted, and the animals were closely monitored by researchers. The study did not involve anesthesia, euthanasia, or animal sacrifice.
Management of housing conditions, feeding regimens, and health monitoring
The animals were raised at the breeding facility of Jovain Agricultural & Industrial Corporation in Jovain, Razavi Khorasan, Iran (Jovain, Razavi Khorasan, Iran. Latitude: 36.655297/N 36° 39’ 19.06800″, Longitude: 57.423406/57° 25’ 24.26100″). Jovain County experiences an average annual rainfall of approximately 272 mm, with a mean daily temperature range of 17.8 to 29.5˚C, characterizing it as a moderately warm climate zone. A semi-intensive management system, characterized by a moderate amount of production inputs, was employed for animal care. The animals were permitted to graze or browse on natural pasture for approximately six hours during the daytime. Additionally, they received a supplementary diet of 0.10 to 0.40 kg concentrate mixture per day, consisting of alfalfa barn, maize silage, and salt. The amount varied based on factors such as age, physiology, and sex. Housing arrangements were organized according to sex, physiological status, and health status. Animals had access to water ad libitum and were subjected to vaccinations against prevalent diseases in the area. Regular treatments, deworming, and scheduled spraying were conducted to maintain their health. Each kid was assigned a unique identifying number, and their birth weight was recorded within 24 hours of birth. Kids were kept indoors with their dams for three to seven days, after which dams were moved outdoors, and kids were allowed to suckle three times a day until reaching the weaning age of 90 days. Animal care staff performed routine health assessments to ensure the overall well-being of the animals.
Crossbreeding to produce first generation progenies
As previously detailed in [4], a total of 380 Moghani pure sheep (3-year-old ewes) underwent artificial insemination in September 2019. Frozen sperm from two New Zealand Booroola rams (one from the Merino strain and one from the Romney strain), both homozygous carriers (GG) of the Booroola/FecB mutation (OAR6:g.29382188A>G; NC_019463.1, Oar_v3.1, rs418841713), and from two New Zealand Texel rams (one from the Dalzell strain and one from the Tamlet strain), both homozygous carriers (AA) of the MSTN g+6223G>A mutation (OAR2:g.118150665G>A; NC_019459.1, Oar_v3.1, rs408469734), were used in the insemination process. The performance of the first generation of crossbred lambs (F1 crosses), including Booroola Merino×Moghani (BMM), Booroola Romney×Moghani (BRM), Texel Tamlet×Moghani (TTM), and Texel Dalzell×Moghani (TDM), was described in [4].
Mating systems to produce second generation progenies
To produce second-generation crossbreds including second crossbreds (F2) and initial backcross generation (BC1), we used mating systems including in-breeding, outcrossing, backcrossing, and pure-breeding. The design of the mating systems is shown in Fig 1. All systems were carried out using synchronized ewes with controlled internal drug release (CIDR) devices. In the in-breeding process, the F1 crosses were mated in half-sib states, e.g., TTM×TTM (TTMTTM-2), TDM×TDM (TDMTDM-2), BRM×BRM (BRMBRM-2) and BMM×BMM (BMMBMM-2). Therefore, the progenies had at least 12.5% inbreeding coefficient. In the outcrossing system, various strains of F1 crosses were mated while the sire and dam were not related, e.g., TDM×TTM (TDMTTM-2), TTM×TDM (TTMTDM-2). The initial paternal backcross generation (PBC1) was established between four types of F1 crossbred rams and purebred Moghani ewes: BMM×Moghani (BMMM-2), BRM×Moghani (BRMM-2), TDM×Moghani (TDMM-2), and TTM×Moghani (TTMM-2). The initial maternal backcross generation (MBC1) was established between purebred Moghani rams (3 years old) and two types of F1 crossbred Booroola ewes: Moghani×BRM (MBRM-2) and Moghani×BMM (MBMM-2).
Lambing information
In the context of in-breeding, a total of 25 lambs were born alive within the first week of birth, derived from a group of 39 lambs born to 25 uniparous F1 ewes aged 1 year. This group encompassed 14 F2 Booroola lambs (BRMBRM-2 and BMMBMM-2) as well as 15 F2 Texel lambs (TTMTTM-2 and TDMTDM-2). Turning to the subject of outcrossing, 40 live lambs were delivered among 48 offspring from 31 multiparous F1 ewes aged 2 years. Among these were F2 Texel lambs, exemplified by TDMTTM-2 and TTMTDM-2. In the case of PBC1, there was a count of 435 live lambs born from a pool of 438 lambs, all from 385 multiparous purebred Moghani ewes aged 3 years. The lambs were identified as TDMM-2, TTMM-2, BMMM-2, and BRMM-2. Shifting focus to MBC1, 34 live lambs were welcomed into the world among 36 offspring from 28 multiparous BMM and BRM ewes aged 2 years, showcasing the presence of MBRM-2 and MBMM-2 lambs.
Records and data management
The growth performance of purebred Moghani, and second (F2 and BC1) generations of crossbred lambs were evaluated. Before the analysis, we adjusted weights to corresponding 90 (3-months age), and 180 (6-months age) days respectively representing adjusted 3-months weight (W3adj) and adjusted 6-months weight (W6adj), using the following formulas:
Where, BW = birth weight (kg), W3 = weight at 3 months of age (kg), W6 = weight at 6 months of age (kg), D1 = number of days between birth day and the 3-months weighing, D2 = number of days between the 3-month and 6-months weighings, Diff1 = difference of weights from birth to 3 months (kg), Diff2 = difference of weights from 3 to 6 months (kg), ADWG1 = average daily weight gain from birth to 3 months (gr), and ADWG2 = average daily weight gain from 3 to 6 months (gr). Additionally, fat-tail traits at 6 months of age were documented, encompassing tail/fat tail type, fat-tail height (FTH, in centimeters), and fat-tail width (FTW, in centimeters). Furthermore, morphometric of the lamb coat colors were collected in five coat colors types including white, brown, light-brown, strong brown, and black.
Extraction of DNA and genotyping through PCR-RFLP method
Blood sampling was collected two to three months after birth. Genomic DNA was extracted using the procedure closely followed the methodology as previously described [35]. The PCR-RFLP genotyping procedures for BMPR1B mutation OAR6:g.29382188A>G and the MSTN mutation OAR2:g.118150665G>A were conducted following the methods outlined in [4].
Statistical analysis
The frequency of colors, mating systems, sex, introgressed gene, and type of birth were compared based on two-way chi-square tests with a significance level of 5%, using the PROC FREQ procedure in SAS Version 8.2 [36].
The analysis of growth traits utilized the general linear model (GLM) procedure implemented in SAS. The determination of significance (P < 0.05) was conducted through Duncan’s multiple range test. The analysis employed the following multivariate models:
where: yijklmnopqr is the vector of observation of the ith animal within the jth sire breed, kth dam breed, lth sheep strain, mth type of birth, n sex category, oth mating system, pth genotype category, and qth tail type.
μ is the overall mean, Bj is the effect of the jth sire breed (j = Moghani, TTM, TDM, BMM, BRM), Dk is the effect of the kth dam breed (k = Moghani, TTM, TDM, BMM, BRM), Cl is the effect of the lth sheep strain (l = Moghani, BRMBRM-2, BMMBMM-2, BMMM-2, BRMM-2, MBRM-2, MBMM-2, TTMTTM-2, TDMTDM-2, TDMTTM-2, TTMTDM-2, TDMM-2, TTMM-2), Tm is the effect of mth type of birth (m = 1, 2, 3, 4), Sn is the effect of nth sex (n = male and female), Mo is the effect of oth mating system (o = in-breeding, outcrossing, paternal backcrossing, maternal backcrossing, and pure-breeding), Gp is the effect of pth genotype (GG, GA, AA for MSTN mutation and AA, AG, GG for BMPR1B mutation), Lq is the effect of qth tail type (q = tail or fat-tailed), (B×D) jk is the interaction effect between jth sire breed and kth dam, (C×G)lp is the interaction effect between lth strain and pth genotype, (M×G)op is the interaction effect between oth mating system and pth genotype.
Results and discussion
This investigation builds upon our prior studies [4, 6] regarding the introgression of the prolificacy Booroola/FecB mutation (OAR6:g.29382188A>G; NC_019463.1, Oar_v3.1, rs418841713) and the hyper-muscularity MSTN g+6223G>A mutation (OAR2:g.118150665G>A; NC_019459.1, Oar_v3.1, rs408469734) into purebred Moghani sheep. We conducted a systematic comparison of growth traits, fat-tail characteristics, and morphometrics of lamb coat colors between purebred Moghani sheep and their second generations (F2 and BC1) of crossbred lambs. Additionally, we evaluated the effects of each genotype (homozygous reference, heterozygous, and homozygous variant) of the BMPR1B and MSTN mutations on the body weights, growth traits, fat-tail traits, and morphometrics of lamb coat colors in second-generation crossbred lambs
RFLP genotyping results
The RFLP genotyping analysis of the MSTN mutation (OAR_v.3.1; Chr 2: g.118150665G>A) provided confirmation regarding the genotypes of F2 crossbred lambs with Texel. These genotypes included homozygous reference G/G, heterozygous G/A, and homozygous variant A/A (Fig 2A and S1 Fig). Furthermore, the RFLP genotyping of the BMPR1B/Booroola mutation (OAR_v.3.1; Chr 6: g.29382188A>G) revealed the genotypic variations within F2 crossbred lambs with Booroola Merino and Booroola Romney. The genotypes encompassed homozygous reference A/A, heterozygous A/G, and homozygous variant G/G at this specific locus (Fig 2B and S1 Fig). It is noteworthy that lambs with the homozygous variant genotype for both genes have exclusively been discovered in progenies resulting from a combination of in-breeding and outcrossing systems. A study by Daetwyler et al. [37] revealed a negative link between inbreeding rates and heritability. This is due to reduced genetic diversity caused by inbreeding. Hence, it underscores the necessity for precise breeding management to regulate these genetic variations.
Phenotype and morphometric characteristics
The initial observable traits in the F1 crossbred lambs were a slender tail, a white coat, and a woolly white fleece. The purebred Moghani sheep, on the other hand, had a substantial fat-tail and a light-brown fleece that was either woolly or hairy [4]. Consistent with the results reported by Khaldari et al. [38, 39], the mating of lean-tailed rams with fat-tailed ewes resulted in the birth of F1 crossbred lambs with slender tails, regardless of gender. Moving on to the second-generation of crossbred lambs, twelve strains, including TTMTDM-2, TTMTTM-2, TDMTDM-2, TDMTTM-2, BRMBRM-2, BMMBMM-2, TDMM-2, TTMM-2, BRMM-2, BMMM-2, MBMM-2, and MBRM-2, generated through different mating systems, have been shown in Fig 3. The offspring resulting from both in-breeding and outcrossing exhibited a lean tail, and a woolly fleece (Fig 4A–4D). In the context of backcrossing progeny, these lambs displayed varying from short (including fat-rumped) to large fat-tails, as well as a woolly/hairy fleece (Fig 4E). The shape and size of a sheep’s tail play a crucial role in their genetics and have important implications for their domestication, ability to thrive in various environments, productivity, and animal welfare [40]. At present, the fat-tail phenotype is not favorable for inclusion in breeding programs in Iran, as it presents several adverse consequences that are likely to impact aspects such as animal mobility, mating, food efficiency, and breeding expenses [4, 11].
As indicated in Table 1, the F2 crossbred strains, including BRMBRM-2, BMMBMM-2, TTMTTM-2, TDMTDM-2, TDMTTM-2, and TTMTDM-2, exhibited a notably higher percentage of white coat color compared to the BC1 strains, which encompassed BMMM-2, BRMM-2, TDMM-2, TTMM-2, MBRM-2, and MBMM-2. Notably, all lambs born from the BMMBMM-2 strain displayed a white coat color (see Table 1). It is noteworthy that none of the parents with a black coat color were intentionally selected from the F1 crossbred and Moghani pure sheep populations to create the F2 and BC1 strains. Nonetheless, we observed the occurrence of black coat color in the sheep strains listed in Table 1, including BMMM-2 (1.02%), BRMM-2 (1.27%), MBMM-2 (5.88%), TTMTDM-2 (16.67%), TDMM-2 (2.88%), and TTMM-2 (1.52%). Given the intricate nature of the coat color trait, it has been proposed that the phenotypic variation in coat colors may be influenced by multiple genes. It was expected that various loci or genes would interact epistatically, contributing to the broad spectrum of sheep coat colors [41].
Table 1. Percentage rate of coat color patterns across produced strains of progenies between pure Moghani sheep and second generations of crossbred lambs (F2 and BC1).
Breed | Strains | N | Percentage rate of coat color | ||||
---|---|---|---|---|---|---|---|
white | brown | light-brown | strong brown | black | |||
Booroola crossbred lambs | BRMBRM-2 | 17 | 61.11 | 0.00 | 33.33 | 5.56 | 0.00 |
BMMBMM-2 | 4 | 100.00 | 0.00 | 0.00 | 0.00 | 0.00 | |
BMMM-2 | 96 | 33.67 | 35.71 | 29.59 | 0.00 | 1.02 | |
BRMM-2 | 153 | 34.18 | 37.34 | 27.22 | 0.00 | 1.27 | |
MBRM-2 | 15 | 6.67 | 40.00 | 53.33 | 0.00 | 0.00 | |
MBMM-2 | 17 | 0.00 | 41.18 | 52.94 | 0.00 | 5.88 | |
Texel crossbred lambs | TTMTTM-2 | 8 | 75.00 | 0.00 | 25.00 | 0.00 | 0.00 |
TDMTDM-2 | 9 | 77.78 | 0.00 | 11.11 | 11.11 | 0.00 | |
TDMTTM-2 | 14 | 85.71 | 0.00 | 14.29 | 0.00 | 0.00 | |
TTMTDM-2 | 12 | 33.33 | 16.67 | 33.33 | 0.00 | 16.67 | |
TDMM-2 | 96 | 36.54 | 26.92 | 33.65 | 0.00 | 2.88 | |
TTMM-2 | 63 | 46.97 | 30.30 | 21.21 | 0.00 | 1.52 | |
Pure breed | Moghani | 172 | 0.00 | 0.00 | 100.00 | 0.00 | 0.00 |
N: number of lambs at each group
Preweaning lamb survival
The data pertaining to preweaning lamb survival across various variables such as mating systems, sex, introgressed gene, and type of birth has been detailed in Table 2. The mating systems and type of birth significantly affected lamb’s pre-weaning survival rates (refer to Table 2, P < 0.0001). Notably, singleton offspring resulting from paternal backcross exhibited a substantial impact. Further, females displayed a slightly improved survival rate compared to males, the observed differences did not reach statistical significance (refer to Table 2, P > 0.05). Consequently, it can be inferred that the survival rates of females and males are similar. These findings align with prior researches [5, 42] that also noted fluctuations in lamb survival rates. Our study corroborates these observations and indicates that the presence of introgressed MSTN and Booroola genes does not exert a noteworthy impact on lamb survivability (see Table 2). Intriguingly, F2 crossbred lambs carrying the Booroola gene had no significant difference in survivability compared to lambs carrying the MSTN gene, as indicated in Table 2. The findings suggest that the Booroola prolificacy gene does not have a detrimental impact on lamb survivability. However, it is important to highlight that we observed a decline in lamb survival during cases of multiple births (refer to Table 2). This observation aligns with previous unfavorable findings when the Booroola mutation was introduced into Australian [43] and American [44] sheep breeds. In these studies, lamb mortality notably increased among highly prolific ewes managed in extensive conditions. This occurrence can be linked to the counteractive correlation between heightened prolificacy and lamb survival rates, combined with an increased susceptibility to pregnancy toxemia in ewes [8]. The ability of fetuses to resist hypoxia is critically significant in pregnancies with multiple fetuses, as hypoxia can have a significant impact on fetal survival and birth weight [45].
Table 2. Preweaning survival rate (%) across mating systems, sex, introgressed gene, and type of birth in second (F2 and BC1) generations of crossbred lambs.
Mating systems | Survival rate (%) | Chi.Square (X2) | P Value | Sex | Survival rate (%) | Chi.Square (X2) | P Value | Introgressed gene | Survival rate (%) | Chi.Square (X2) | P Value | Type of birth | Survival rate (%) | Chi.Square (X2) | P Value |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
in-breeding | 64.10 | 162.84 | <0.0001 | male | 93.28 | 0.261 | 0.609 | MSTN | 92.07 | 1.982 | 0.159 | singleton | 96.40 | 44.682 | <0.0001 |
outcrossing | 57.14 | twins | 91.04 | ||||||||||||
paternal backcross | 99.31 | female | 94.33 | Booroola | 95.01 | triplets | 33.33 | ||||||||
maternal backcross | 94.44 | quadruplets | 26.67 |
Effect of birth type on growth performance of lambs
The impact of birth type on the growth performance of second generations of crossbred lambs (F2 and BC1) is presented in Table 3. Pre-weaning weights, such as birth weight (BW) and weaning weight (W3adj), exhibited a significant difference. Quadruplets and triplet-born lambs displayed notably lower weights compared to twins and single-born lambs (P < 0.0001, see Table 3). In contrast, post-weaning, triplets exhibited a faster growth rate than single-born, twins, and quadruplet-born lambs, with an increase of 255.06 g/d (P < 0.9129, refer to Table 3). These findings align with the results of our prior study on F1 crossbreds [4]. A study has demonstrated that ewes rearing triplets produce 21% more milk and exhibit greater feed-to-milk conversion efficiency when compared to ewes of similar weight rearing twins [46]. This is likely attributable to the influence of the number of lambs nursed on ewe lactation. In contrast, McHugh et al. [47] found that lambs born and reared as triplets exhibited a notably slower growth rate of 299 g/d. Additionally, in a study examining the impact of the Booroola gene on the growth performance of Garole × Malpura sheep, Kumar et al. [48] found that the type of birth had a significant effect (P < 0.01) on body weight from birth to 12 months of age. Notably, single-born lambs exhibited a significantly higher body weight (P < 0.01) compared to twins and triplets within the same age range. Furthermore, the type of birth had a significant impact (P < 0.01) on the average daily weight gain before weaning, while it did not significantly affect the average daily weight gain after weaning.
Table 3. Predicted means for the type of birth effects on lamb growth traits of pure Moghani sheep and second generations of crossbred lambs (F2 and BC1).
Traits | Type of birth | SEM | P Value | |||||||
---|---|---|---|---|---|---|---|---|---|---|
Singletons | Twins | Triplets | Quadruplets | |||||||
N | Mean | N | Mean | N | Mean | N | Mean | |||
BW (kg) | 428 | 4.70 a | 237 | 4.11 a | 4 | 2.80 b | 7 | 2.67 b | 0.23 | <0.0001 |
W3adj (kg) or weaning | 428 | 26.67 a | 237 | 25.20 ab | 2 | 23.20 ab | 7 | 22.55 b | 0.31 | <0.0001 |
W6adj (kg) | 428 | 47.50 | 237 | 46.97 | 2 | 46.14 | 7 | 43.01 | 0.48 | 0.1798 |
Diff1 (kg) | 428 | 22.13 a | 237 | 21.06 ab | 2 | 20.58 ab | 7 | 19.88 b | 0.19 | 0.0009 |
Diff2 (kg) | 428 | 20.76 | 237 | 21.90 | 2 | 22.96 | 7 | 20.47 | 0.36 | 0.9129 |
ADWG1 (gr) | 428 | 245.85 a | 237 | 234.01 ab | 2 | 228.71ab | 7 | 220.87 b | 2.10 | 0.0009 |
ADWG2 (gr) | 428 | 230.63 | 237 | 243.16 | 2 | 255.06 | 7 | 227.41 | 4.01 | 0.9129 |
N: number of lambs at each group; SEM: standard error of mean; BW: birth weight; W3adj: adjusted weight at 3 months (weaning); W6adj: adjusted weight at 6 months; Diff1: difference of weights at birth to 3 months; Diff2: difference of weights at 3–6 months; ADWG1; average daily weight gain from birth to 3 months; ADWG2: average daily weight gain from 3 to 6 months. a,b: The means with the same letter in each row are not significantly different by Duncan’s multiple range test at 0.05 level.
Effects of sex and mating systems on growth performance of lambs and fat-tail traits
In the present study the female lambs have significantly lower growth rate compared to males (Table 4). Moreover, female lambs have greater FTH (18.10 cm vs. 15.48 cm) but lower FTW (15.53 cm vs. 18.12 cm) than male lambs (P < 0.05).
Table 4. Predicted means for the effects of sex on lamb growth traits and fat-tail measurements in second generations of crossbred lambs (F2 and BC1).
N | Lamb growth traits | Lamb fat-tail measurements | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
BW (kg) | W3adj(kg) | W6adj (kg) | Diff1 (kg) | Diff2 (kg) | ADWG1 (gr) | ADWG2 (gr) | FTH (cm) | FTW (cm) | |||
Sex | Male | 309 | 4.70 a | 27.50 a | 52.20 a | 22.94 a | 24.70 a | 254.90 a | 274.30 a | 15.48 b | 18.12 a |
Female | 367 | 4.26 b | 24.95 b | 42.94 b | 20.73 b | 18.073 b | 230.30 b | 201 b | 18.10 a | 15.53 b | |
SEM | 0.04 | 0.17 | 0.39 | 0.16 | 0.33 | 1.81 | 3.69 | 0.32 | 0.28 | ||
P Value | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.05 | <0.0001 |
N =: number of lambs at each mating strategy; BW: birth weight; W3adj: adjusted weight at 3 months (weaning); W6adj: adjusted weight at 6 months; Diff1: difference of weights at birth to 3 months; Diff2: difference of weights at 3–6 months; ADWG1; average daily weight gain from birth to 3 months; ADWG2: average daily weight gain from 3 to 6 months; FTH: fat-tail height; FTW: fat-tail width. a,b: The means with the same letter in each column are not significantly different in Duncan’s multiple range test at 0.05 level.
Fig 1 illustrates the use of four distinct mating systems (Fig 1C–1F) in producing crossbred lambs of F2 and BC1. Notably, the offspring resulting from paternal backcrosses exhibited significantly greater birth weights compared to those from the other mating systems (P < 0.0001, Table 5). While lambs born through pure-breeding, in-breeding, and outcrossing displayed higher average daily weight gain before weaning (ADWG1) when contrasted with the backcrossed lambs, the situation shifted post-weaning. After weaning, the lambs born through backcrossing demonstrated a significantly higher growth rate (ADWG2) compared to the others (P < 0.0001, Table 5). To enhance the growth rate, we have determined that paternal backcrossing is the optimal strategy for the introgression of major genes into the Moghani pure breed. When it comes to fat-tail traits, lambs born from pure-breeding Moghani sheep exhibited significantly greater FTH and FTW compared to lambs born from various mating systems, including in-breeding, outcrossing, paternal backcrossing, and maternal backcrossing (P < 0.0001, Table 5).
Table 5. Predicted means for the mating systems on lamb growth traits and fat-tail measurements of pure Moghani sheep and second generations of crossbred lambs (F2 and BC1).
Mating strategy | N | Lamb growth traits | Fat-tail measurements | |||||||
---|---|---|---|---|---|---|---|---|---|---|
BW (kg) | W3adj(kg) or weaning | W6adj(kg) | Diff1 (kg) | Diff2 (kg) | ADWG1 (gr) | ADWG2 (gr) | FTH (cm) | FTW (cm) | ||
in-breeding | 27 | 3.13 c | 24.89 bc | 37.77 d | 21.60 ab | 12.88 d | 240.00 ab | 143.10 d | 21.27 b | 1.57 d |
outcrossing | 20 | 4.00 b | 26.18 ab | 43.53 bc | 21.94 ab | 17.34 c | 243.74 ab | 192.69 c | 16.05 c | 0.85 d |
paternal backcrossing | 425 | 4.93 a | 25.98 ab | 50.87 a | 21.26 b | 24.94 a | 236.24 b | 277.14 a | 12.59 c | 17.11 b |
maternal backcrossing | 32 | 3.40 c | 23.93 c | 44.10 b | 20.53 b | 20.16 b | 228.13 b | 224.04 b | 11.66 c | 12.69 c |
pure-breeding | 172 | 3.88 b | 27.02 a | 40.24 cd | 23.14 a | 13.10 d | 257.08 a | 145.50 d | 28.29 a | 19.53 a |
SEM | 0.04 | 0.17 | 0.39 | 0.16 | 0.33 | 1.81 | 3.69 | 0.32 | 0.28 | |
P Value | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 |
N =: number of lambs at each mating strategy; BW: birth weight; W3adj: adjusted weight at 3 months (weaning); W6adj: adjusted weight at 6 months; Diff1: difference of weights at birth to 3 months; Diff2: difference of weights at 3–6 months; ADWG1; average daily weight gain from birth to 3 months; ADWG2: average daily weight gain from 3 to 6 months; FTH: fat-tail height; FTW: fat-tail width. a,b: The means with the same letter in each column are not significantly different in Duncan’s multiple range test at 0.05 level.
Effects of progeny strains on growth performance of lambs and fat-tail traits
In this study, strains resulting from paternal backcrossing, namely TTMM-2, TDMM-2, BMMM-2, and BRMM-2, exhibited greater birth weight (BW), as well as W3adj and W6adj measurements, and growth rates when compared to other sheep strains (P < 0.05, Table 6). Conversely, strains derived from maternal backcrossing systems, such as MBRM-2 and MBMM-2, displayed lower body weight compared to pure Moghani sheep before weaning. However, after weaning, they exhibited significantly higher growth rates (P < 0.05, Table 6). Among the various strains assessed, TTMM-2 exhibited superior characteristics, including higher BW, W3adj, W6adj, Diff2, and ADWG2 in comparison to other strains. However, Moghani pure sheep displayed greater Diff1 and ADWG1 than TTMM-2, although the difference was not statistically significant (refer to Table 6). TTMM-2 originated from the backcrossing of Texel Tamlet×Moghani (TTM) rams with Moghani pure ewes. It’s worth noting that the Texel lines of Tamlet and Dalzell are associated with MyoMAX and double muscling phenotypes in New Zealand Texel sheep, both of which lead to hyperplasia or an increase in muscle fiber count [11]. Despite the BRMBRM-2, BMMBMM-2, TTMTTM-2, and TDMTDM-2 sheep strains, resulting from inbreeding systems among F1 crossbred lambs, displaying lower birth weights, the Texel sheep strains, including TTMTTM-2 and TDMTDM-2, demonstrated significantly higher W3adj and ADWG1 when compared to other sheep strains (P < 0.05, see Table 6). These findings suggest that these inbred Texel sheep strains perform better than other sheep strains in terms of reaching the weaning stage.
Table 6. Predicted means for the produced strains of progenies on growth traits and fat-tail measurements between pure Moghani sheep and second generations of crossbred lambs (F2 and BC1).
Breed | Strains | N | Lamb growth traits | Fat-tail measurements | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|
BW (kg) | W3adj (kg) or weaning | W6adj (kg) | Diff1 (kg) | Diff2 (kg) | ADWG1 (gr) | ADWG2 (gr) | FTH (cm) | FTW (cm) | |||
Booroola crossbred lambs | BRMBRM-2 | 17 | 2.72 d | 20.95 e | 36.45 ef | 18.02 d | 15.49 dc | 200.15 d | 172.13 cd | 21.25 bc | 3.14 d |
BMMBMM-2 | 4 | 2.70 d | 22.24 de | 31.17 f | 19.54 cd | 8.94 e | 217.05 cd | 99.3 e | 25 ab | 0 d | |
BMMM-2 | 96 | 4.93 a | 26.10 abc | 50.73 ab | 21.23 abc | 24.67 ab | 235.84 bc | 274.12 ab | 13.15 d | 17.89 a | |
BRMM-2 | 153 | 4.9 a | 26.40 abc | 52.23 a | 21.65 abc | 25.83 a | 240.60 abc | 287 a | 12.97 d | 16.38 ab | |
MBRM-2 | 15 | 3.34 c | 23.80 cde | 44.72 bcd | 20.44 bcd | 20.94 ab | 227.06 bcd | 232.65 ab | 12.47 d | 12.47 c | |
MBMM-2 | 17 | 3.46 c | 24.10 bcde | 43.55 bcde | 20.62 bcd | 19.48 bc | 229.06 bcd | 216.43 bc | 10.94 d | 12.88 bc | |
Texel crossbred lambs | TTMTTM-2 | 8 | 3.75 bc | 27.81 a | 42.77 cde | 24.03 a | 14.95 dc | 267 a | 166.14 cd | 17 cd | 0 d |
TDMTDM-2 | 9 | 3.50 c | 27.76 a | 37.95 def | 24.26 a | 10.2 de | 269.5 a | 113.31 de | 20.5 bc | 0 d | |
TDMTTM-2 | 14 | 4.23 b | 27.37 ab | 48.58 abc | 22.95 ab | 21.21 ab | 255 ab | 235.6 ab | 16.64 cd | 1.55 d | |
TTMTDM-2 | 12 | 3.72 bc | 24.73 abcd | 37.35 ef | 20.7 bcd | 12.62 de | 229.98 bcd | 140.24 de | 15.33 cd | 0 d | |
TDMM-2 | 96 | 4.80 a | 24.52 abcd | 47.69 abc | 20.10 bcd | 23.39 ab | 223.38 bcd | 259.88 ab | 11.59 d | 16.57 ab | |
TTMM-2 | 63 | 5.22 a | 27.16 abc | 52.82 a | 22.20 abc | 25.67 a | 246.45 abc | 285.2 a | 12.39 d | 18.58 a | |
Pure breed | Moghani | 172 | 3.88 bc | 27.02 abc | 40.24 de | 23.14 ab | 13.1 de | 257.08 ab | 145.5 de | 28.28 a | 19.53 a |
SEM | 0.04 | 0.17 | 0.39 | 0.16 | 0.33 | 1.81 | 3.69 | 0.32 | 0.28 | ||
P Value | 0.0498 | 0.0125 | 0.0420 | 0.0089 | 0.04 | 0.0089 | 0.04 | 0.04 | 0.04 |
N =: number of lambs at each strain; BW: birth weight; W3adj: adjusted weight at 3 months (weaning); W6adj: adjusted weight at 6 months; Diff1: difference of weights at birth to 3 months; Diff2: difference of weights at 3–6 months; ADWG1; average daily weight gain from birth to 3 months; ADWG2: average daily weight gain from 3 to 6 months; FTH: fat-tail height; FTW: fat-tail width. a,b: The means with the same letter in each column are not significantly different in Duncan’s multiple range test at 0.05 level.
Regarding fat-tail measurements, BMMBMM-2, TTMTTM-2, TDMTDM-2, and TTMTDM-2, exhibited distinct tail phenotypes compared to other strains. Moghani pure sheep, on the other hand, had significantly higher FTH in comparison to the other strains (P < 0.05, as shown in Table 6). As for FTW, no significant difference was observed between Moghani pure sheep and the strains resulting from paternal backcrossing, including TDMM-2, TTMM-2, BMMM-2, and BRMM-2 (refer to Table 6).
Association of introgressed genes with growth traits
Comparing the results of different genotypes of MSTN mutation (OAR2:g.118150665G>A) and BMPR1B/Booroola mutation (OAR6:g.29382188A>G) on growth traits, it was observed that homozygous reference and heterozygous genotypes for both genes significantly exhibited higher BW compared to the homozygous variant genotype and Moghani pure sheep (P < 0.05, as displayed in Table 7). Furthermore, as shown in Table 7, it is noted that Moghani pure lambs exhibited a slightly higher birth weight than F2 crossbred lambs with the MSTN mutation in the homozygous variant genotype (A/A), although the difference did not reach statistical significance. In contrast, Moghani pure lambs were significantly (P < 0.05) heavier at birth compared to F2 crossbred lambs with the Booroola mutation in the homozygous variant genotype (G/G). This aligns with the findings of Çelikeloglu et al. [19] and Tekerli et al. [20], who conducted studies on the introgression of the MSTN mutation into Turkish Ramlıç sheep. Their findings indicated that Texel sheep with the MSTN mutation in homozygous form (A/A) exhibited significantly lower body weights in comparison to Ramlıç sheep with the wild-type genotype (G/G), as well as to the first-generation backcrosses (BC1, G/G and G/A) and the second-generation backcrosses (BC2, G/G and G/A) lambs [19, 20]. Moreover, the A allele of the MSTN mutation OAR2:g.118150665G>A exerted a non-significant adverse impact on live weight traits in Texel sheep [49], Norwegian White sheep [50], Turkish Ramlıç sheep [19], and New Zealand Romney sheep [51]. Nevertheless, these studies did report a statistically significant positive effect on carcass and meat quality traits.
Table 7. Predicted means for the genotype of introgressed gene on lamb growth traits between pure Moghani sheep and second generations of crossbred lambs (F2 and BC1).
Introgressed gene | Genotype | N | Lamb growth traits | |||||||
---|---|---|---|---|---|---|---|---|---|---|
BW (kg) | W3adj (kg) or weaning | W6adj (kg) | Diff1 (kg) | Diff2 (kg) | ADWG1 (gr) | ADWG2 (gr) | ||||
MSTN | homozygous reference | G/G | 103 | 4.77 a | 25.66 b | 49.65 a | 21.07 b | 24.23 a | 234.11 b | 269.22 a |
heterozygous | G/A | 94 | 4.74 a | 25.72 b | 47.04 ab | 21.24 b | 21.32 ab | 236.00 b | 236.89 ab | |
homozygous variant | A/A | 6 | 3.63 b | 30.40 a | 47.11 ab | 26.36 a | 16.75 bc | 292.90 a | 186.13 bc | |
Booroola | homozygous reference | A/A | 139 | 4.58 a | 25.62 b | 49.68 a | 21.06 b | 24.06 a | 234.03 b | 267.35 a |
heterozygous | A/G | 158 | 4.68 a | 26.03 b | 50.83 a | 21.44 b | 24.80 a | 238.16 b | 275.53 a | |
homozygous variant | G/G | 4 | 2.56 c | 23.96 b | 39.67 c | 21.45 b | 15.71 c | 238.40 b | 174.53 c | |
Pure breed | Moghani wild type | 172 | 3.88 b | 27.02 b | 40.23 bc | 23.14 b | 13.10 c | 257.08 b | 145.50 c | |
SEM | 0.04 | 0.17 | 0.39 | 0.16 | 0.33 | 1.81 | 3.69 | |||
P Value | 0.0031 | 0.0187 | 0.0144 | 0.04 | 0.0144 | 0.04 | 0.0144 |
N =: number of lambs at each mating strategy; BW: birth weight; W3adj: adjusted weight at 3 months (weaning); W6adj: adjusted weight at 6 months; Diff1: difference of weights at birth to 3 months; Diff2: difference of weights at 3–6 months; ADWG1; average daily weight gain from birth to 3 months; ADWG2: average daily weight gain from 3 to 6 months. a,b: The means with the same letter in each column are not significantly different in Duncan’s multiple range test at 0.05 level.
The significant interactions observed between subject effects, specifically strain × genotype and mating system × genotype (P < 0.0001), and suggest that birth weight in lambs is influenced by complex genetic and mating factors. The lower birth weight in homozygous variant genotypes could be attributed to the historical in-breeding and outcrossing practices, indicating that genetic diversity plays a crucial role in determining birth weight outcomes [52, 53]. These findings highlight the importance of managing genetic diversity in breeding programs to improve lamb birth weight outcomes. Interestingly, the MSTN mutation in the homozygous variant genotype exhibited significantly higher values for W3adj, Diff1, and ADWG1 compared to other genotypes and pure Moghani sheep (P < 0.05, as shown in Table 7). Our findings align with other studies that have reported significant effects of the MSTN mutation OAR2:g.118150665G>A on the growth rate to weaning in New Zealand Romney [54] and Colored Polish Merino Sheep [55]. These results indicate that the MSTN mutation OAR2:g.118150665G>A in the homozygous variant genotype has a significant impact on lamb growth until weaning, which is crucial for sheep fattening programs and ewe reproduction management.
In this study we provided additional confirmation that the Booroola/FecB does not adversely impact the growth rate, consistent with the findings reported in Garole × Malpura sheep [48]. Even in the homozygous variant state, no significant differences were found for Booroola lambs in the genotypes of homozygous reference, heterozygous, and homozygous variant when compared to Moghani pure sheep for the traits of W3adj, Diff1, and ADWG1 (P > 0.05, as shown in Table 7). We did not explore the impact of the BMPR1B/Booroola mutation on the prolificacy of crossbred lambs. Despite our thorough examination, prolificacy assessment awaits more data in future investigations. Nonetheless, previous studies have suggested that possessing one copy of the Booroola mutation (OAR_v.3.1; Chr 6: g.29382188A/G) leads to an increase in ovulation rate by 1.65 ova and in litter size by 0.9 lambs per lambing. Additionally, ewes that are homozygous (OAR_v.3.1; Chr 6: g.29382188G/G) for this mutation are estimated to experience additional increases of 1.65 ova shed and 0.3 lambs born per lambing [8, 56]. Importantly, Gootwine et al. [23] observed that ewes homozygous for this mutation demonstrate detrimental effects on lamb birth weight, post-weaning growth rate, and mature body weight. It has been underscored that, following the introduction of the Booroola mutation, breeding homozygous ewes is not recommended in commercial flocks due to significant lamb losses, despite the exceptionally high prolificacy observed in ewes with this genotype [8].
Conclusions
This study focused on examining how mating systems influence the performance of Moghani crossbred lambs, which are a mix of the Iranian indigenous Moghani breed and New Zealand sheep strains, including Texel and Booroola sheep. Among the mating systems employed in the development of second-generation crossbred lambs, both in-breeding and outcrossing consistently produced offspring with lean tails and woolly fleeces, emphasizing the heritability of these desirable traits. However, the examination of backcrossing progeny revealed a spectrum of tail phenotypes, ranging from short to large fat-tails, along with variations in fleece texture. We demonstrated that the utilization of paternal backcrossing emerges as a pivotal strategy for improving the growth rate and overall genetic potential of the Moghani pure breed. The deliberate choice to introgress major genes of MSTN and Booroola through this method underscores a commitment to precision and efficiency in breeding practices. The observed higher values for growth-related parameters in the MSTN mutation homozygous variant genotype indicate a lasting impact on lamb growth until weaning. This finding has significant implications for sheep fattening programs and ewe reproduction management within the Moghani sheep breed. By leveraging the advantages inherent in paternal backcrossing, specifically Texel Tamlet ram strains carrying the MSTN mutation, breeders can strategically enhance desirable traits within the Moghani breed, contributing to its resilience, adaptability, and productivity. The study emphasizes the importance of managing genetic diversity and considering both genetic markers and mating systems in sheep breeding programs.
Supporting information
Acknowledgments
The authors express their heartfelt appreciation to Jovain Agricultural & Industrial Company, Khorasan Razavi, Jovain, for supplying valuable data. Gratitude is extended to Mr. Hamid Jafar-Abadi, Mr. Mohammad Reza Ghale-Noei, Mr. Valiollah Annabestani, and the diligent animal husbandry team for their collaborative contributions to data collection and blood sampling.
Data Availability
All relevant data are within the manuscript.
Funding Statement
The author(s) received no specific funding for this work.
References
- 1.Leymaster KA, Jenkins TG. Comparison of Texel- and Suffolk-sired crossbred lambs for survival, growth, and compositional traits. J Anim Sci. 1993;71: 859–869. doi: 10.2527/1993.714859x [DOI] [PubMed] [Google Scholar]
- 2.Notter DR. The importance of genetic diversity in livestock populations of the future. J Anim Sci. 1999;77: 61–69. doi: 10.2527/1999.77161x [DOI] [PubMed] [Google Scholar]
- 3.Leymaster KA. Fundamental aspects of crossbreeding of sheep: use of breed diversity to improve efficiency of meat production. Sheep Goat Res J. 2002;17: 50–59. [Google Scholar]
- 4.Talebi R, Ghaffari MR, Fabre S, Mardi M, Kazemi Alamouti M. Comparison of the growth performance between pure Moghani sheep and crosses with Texel or Booroola sheep carrying major genes contributing to muscularity and prolificacy. Anim Biotechnol. 2023;34: 3495–3506. doi: 10.1080/10495398.2023.2165933 [DOI] [PubMed] [Google Scholar]
- 5.Abebe A, Berhane G, Gizaw S, Getachew T, Haile A. Effect of genotype and environment on the productive and survivability traits of lambs under a community-based management system. J Agric Food Res. 2023;13: 100644. doi: 10.1016/J.JAFR.2023.100644 [DOI] [Google Scholar]
- 6.Talebi R, Ghaffari MR, Fabre S, Qanbari S. Comparison of the growth performance traits in F1 crossbred lambs between two strains Booroola Merino × Moghani and Booroola Romney × Moghani. 12th National and 4th International Biotechnology Congress of Islamic Republic of Iran. 2021. pp. 1–11. [Google Scholar]
- 7.Hopkins DL, Fogarty NM, Mortimer SI. Genetic related effects on sheep meat quality. Small Rumin Res. 2011;101: 160–172. doi: 10.1016/j.smallrumres.2011.09.036 [DOI] [Google Scholar]
- 8.Gootwine E. Invited review: Opportunities for genetic improvement toward higher prolificacy in sheep. Small Rumin Res. 2020;186: 106090. doi: 10.1016/j.smallrumres.2020.106090 [DOI] [Google Scholar]
- 9.Posbergh CJ, Huson HJ. All sheeps and sizes: a genetic investigation of mature body size across sheep breeds reveals a polygenic nature. Anim Genet. 2021;52: 99–107. doi: 10.1111/age.13016 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Talebi R, Ahmadi A, Hajiloei Z, Ghaffari MR, Zeinalabedini M, Saki AA, et al. Association of ovine follistatin gene polymorphisms with body measurements, fat-tail traits and morphometric of head in Iranian Mehraban sheep. Small Rumin Res. 2023;225: 107020. doi: 10.1016/j.smallrumres.2023.107020 [DOI] [Google Scholar]
- 11.Talebi R, Ghaffari MR, Zeinalabedini M, Abdoli R, Mardi M. Genetic basis of muscle-related traits in sheep: A review. Anim Genet. 2022;53: 723–739. doi: 10.1111/age.13266 [DOI] [PubMed] [Google Scholar]
- 12.Broad TE, Glass BC, Greer GJ, Robertson TM, Bain WE, Lord EA, et al. Search for a locus near to myostatin that increases muscling in Texel sheep in New Zealand. Proc New Zeal Soc Anim Prod. 2000;60: 110–112. doi: 10.13140/2.1.4980.6721 [DOI] [Google Scholar]
- 13.Johnson PL, Dodds KG, Bain WE, Greer GJ, McLean NJ, McLaren RJ, et al. Investigations into the GDF8 g+6723G-A polymorphism in New Zealand Texel sheep. J Anim Sci. 2009;87: 1856–1864. doi: 10.2527/jas.2008-1508 [DOI] [PubMed] [Google Scholar]
- 14.Marshall K, Henshall J, Banks R, van der Werf J. Finding major gene effects in Australian meat sheep: feasibility study for a Texel dataset. Proc Assoc Adv Anim Breed Genet. 1999;13: 86–89. [Google Scholar]
- 15.Clop A, Marcq F, Takeda H, Pirottin D, Tordoir X, Bibé B, et al. A mutation creating a potential illegitimate microRNA target site in the myostatin gene affects muscularity in sheep. Nat Genet. 2006;38: 813–818. doi: 10.1038/ng1810 [DOI] [PubMed] [Google Scholar]
- 16.Marcq F, Barkouki SE, Elsen J, Grobet L, Royo L, Leroy P, et al. Investigating the role of myostatin in the determinism of double muscling characterizing Belgian Texel sheep. Anim Genet. 1998;29 suppl: 75. [Google Scholar]
- 17.Boman IA, Klemetsdal G, Blichfeldt T, Nafstad O, Våge DI. A frameshift mutation in the coding region of the myostatin gene (MSTN) affects carcass conformation and fatness in Norwegian White Sheep (Ovis aries). Anim Genet. 2009;40: 418–422. doi: 10.1111/j.1365-2052.2009.01855.x [DOI] [PubMed] [Google Scholar]
- 18.Hadjipavlou G, Matika O, Clop A, Bishop SC. Two single nucleotide polymorphisms in the myostatin (GDF8) gene have significant association with muscle depth of commercial Charollais sheep. Anim Genet. 2008;39: 346–353. doi: 10.1111/j.1365-2052.2008.01734.x [DOI] [PubMed] [Google Scholar]
- 19.Çelikeloglu K, Tekerli M, Eedogan M, Koçak S, Yazici E, Gücüyener Hacan Ö, et al. Marker-assisted introgression of myostatin from Texel to Ramlıç sheep: Growth and real-time ultrasound carcass traits in F1 and BC1 lambs. Ankara Üniversitesi Vet Fakültesi Derg. 2021; 25–31. doi: 10.33988/auvfd.795247 [DOI] [Google Scholar]
- 20.Tekerli M, Erdogan M, Koçak S, Çelikeloglu K, Yazıcı E, Hacan Ö, et al. The comparative results of myostatin introgression from donor Texel to recipient Ramlıç sheep with the aspects of growth, pre-, and post-slaughter carcass traits in the second backcross generation. Arch Anim Breed. 2022;65: 231–238. doi: 10.5194/aab-65-231-2022 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Qanbari S, Osfoori R, Eskandari Nasab morad pasha. Marker Assisted Introgression of FecB gene into Afshari Sheep. Iran J Anim Sci. 2009;39: 39–47. [Google Scholar]
- 22.Qanbari S, Osfoori R, Nasab MPE. A preliminary study of marker data applicability in gene introgression program for Afshari sheep breed. Biotechnology. 2007;6: 513–519. doi: 10.3923/biotech.2007.513.519 [DOI] [Google Scholar]
- 23.Gootwine E, Rozov A, Bor A, Reicher S. Carrying the FecB (Booroola) mutation is associated with lower birth weight and slower post-weaning growth rate for lambs, as well as a lighter mature bodyweight for ewes. Reprod Fertil Dev. 2006;18: 433–437. doi: 10.1071/rd05134 [DOI] [PubMed] [Google Scholar]
- 24.Gootwine E, Zenu A, Bor A, Yossafi S, Rosov A, Pollott GE. Genetic and economic analysis of introgression the B allele of the FecB (Booroola) gene into the Awassi and Assaf dairy breeds. Livest Prod Sci. 2001;71: 49–58. doi: 10.1016/S0301-6226(01)00240-8 [DOI] [Google Scholar]
- 25.Gootwine E, Reicher S, Rozov A. Prolificacy and lamb survival at birth in Awassi and Assaf sheep carrying the FecB (Booroola) mutation. Anim Reprod Sci. 2008;108: 402–411. doi: 10.1016/j.anireprosci.2007.09.009 [DOI] [PubMed] [Google Scholar]
- 26.Nimbkar C, Ghalsasi PM, Nimbkar BV, Ghalsasi PP, Gupta VS, Pardeshi VC, et al. Biological and economic consequences of introgression of the FecB (booroola) gene into deccani sheep. Proceedings of the International Booroola Workshop ACIAR Proceedings No 133 Australian Centre for International Agricultural Research, Pune, Maharashtra, India. 2009. pp. 90–99. [Google Scholar]
- 27.Teyssier J, Bodin L, Maton C, Bouquet PM, Elsen JM. Biological and economic consequences of introgression of the FecB gene into the French Mérinos d’Arles sheep. In: Walkden-Brown, S.W., van der Werf, J.H.J., Nimbkar, C., Gupta VS, (Eds.) U of the F (Booroola) G in S-BP, editors. Proceedings of ACIAR Proceedinga No 133 Australian Centre for International Agricultural Research, Puna Maharashtra India. Helen Newton Turner Memorial International Workshop.; 2009. pp. 128–134.
- 28.Esfandyari H, Aslaminejad AA, Rafat SA. Wool characteristics in the third generation of Arkharmerino × Ghezel and Arkharmerino × Moghani crossbreed sheep. Trop Anim Health Prod. 2011;43: 1337–1343. doi: 10.1007/s11250-011-9862-9 [DOI] [PubMed] [Google Scholar]
- 29.Mokhber Yousefabad M, Shodja J, Alijani S, Behruzlak M. Evaluation of Fleece Characterstics of First and Second Generations of ArkharMerinos×Ghezel and ArkharMerinos × Moghani Crossbred sheep. J Agric Sci Nat Resour. 2008;15: 149–156. [Google Scholar]
- 30.Southey BR, Thomas DL, Gottfredson RG, Zelinsky RD. Ewe productivity of Booroola Merino-Rambouillet crossbred sheep during early stages of the introgression of the Fecb allele into a rambouillet population. Livest Prod Sci. 2002;75: 33–44. doi: 10.1016/S0301-6226(01)00301-3 [DOI] [Google Scholar]
- 31.Bakhshalizadeh S, Hashemi A, Gaffari M, Jafari S, Farhadian M. Estimation of genetic parameters and genetic trends for biometric traits in Moghani sheep breed. Small Rumin Res. 2016;134: 79–83. doi: 10.1016/j.smallrumres.2015.12.030 [DOI] [Google Scholar]
- 32.Hossein-Zadeh NG. Modelling growth curve in Moghani sheep: Comparison of non-linear mixed growth models and estimation of genetic relationship between growth curve parameters. J Agric Sci. 2017;155: 1150–1159. doi: 10.1017/S0021859617000326 [DOI] [Google Scholar]
- 33.Jafaroghli M, Rashidi A, Mokhtari MS, Shadparvar AA. (Co)Variance components and genetic parameter estimates for growth traits in Moghani sheep. Small Rumin Res. 2010;91: 170–177. doi: 10.1016/j.smallrumres.2010.03.010 [DOI] [Google Scholar]
- 34.Rashidi A, Mokhtari MS, Esmailizadeh AK, Asadi Fozi M. Genetic analysis of ewe productivity traits in Moghani sheep. Small Rumin Res. 2011;96: 11–15. doi: 10.1016/j.smallrumres.2010.11.001 [DOI] [Google Scholar]
- 35.Talebi R, Seighalani R, Qanbari S. A handmade DNA extraction kit using laundry powder; insights on simplicity, cost-efficiency, rapidity, safety and the quality of purified DNA. Anim Biotechnol. 2021;32: 388–394. doi: 10.1080/10495398.2019.1684933 [DOI] [PubMed] [Google Scholar]
- 36.Statistical Analysis System. SAS Institute, NC, USA.; 2001. [Google Scholar]
- 37.Daetwyler HD, Villanueva B, Bijma P, Woolliams JA. Inbreeding in genome-wide selection. J Anim Breed Genet. 2007;124: 369–376. doi: 10.1111/j.1439-0388.2007.00693.x [DOI] [PubMed] [Google Scholar]
- 38.Khaldari M, Azarfar A, Pahlavan R. The size of fat tail does not have an effect on growth performance and carcass characteristics in Lori-Bakhtiari lambs. Small Rumin Res. 2020;187: 106088. doi: 10.1016/j.smallrumres.2020.106088 [DOI] [Google Scholar]
- 39.Khaldari M, Kashan NEJ, Afzalzadeh A, Salehi A. Growth and carcass characteristics of crossbred progeny from lean-tailed and fat-tailed sheep breeds. S Afr J Anim Sci. 2007;37: 51–56. [Google Scholar]
- 40.Kalds P, Luo Q, Sun K, Zhou S, Chen Y, Wang X. Trends towards revealing the genetic architecture of sheep tail patterning: Promising genes and investigatory pathways. Anim Genet. 2021;52: 799–812. doi: 10.1111/age.13133 [DOI] [PubMed] [Google Scholar]
- 41.Kalds P, Zhou S, Gao Y, Cai B, Huang S, Chen Y, et al. Genetics of the phenotypic evolution in sheep: a molecular look at diversity-driving genes. Genet Sel Evol. 2022;54: 1–27. doi: 10.1186/s12711-022-00753-3 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Malik RC, Singh RN, Acharya RM, Dutta OP. Factors affecting lamb survival in crossbred sheep. Trop Anim Health Prod. 1980;12: 217–223. doi: 10.1007/BF02236619 [DOI] [PubMed] [Google Scholar]
- 43.Walkden-Brown SW, Wolfenden DH, Piper LR. Biological and economic consequences of introgression of the FecB mutation into merino sheep in Australia. Proceedings of Helen Newton Turner Memorial International Workshop ACIAR Procedings No 133. 2009. pp. 100–110. [Google Scholar]
- 44.Notter DR. Genetic improvement of reproductive efficiency of sheep and goats. Anim Reprod Sci. 2012;130: 147–151. doi: 10.1016/j.anireprosci.2012.01.008 [DOI] [PubMed] [Google Scholar]
- 45.Moore LG, Charles SM, Julian CG. Humans at high altitude: Hypoxia and fetal growth. Respir Physiol Neurobiol. 2011;178: 181–190. doi: 10.1016/j.resp.2011.04.017 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Loerch SC, Mcclure KE, Parker CF. Effects of Number of Lambs Suckled and Supplemental Protein Source on Lactating Ewe Performance. J Anim Sci. 1985;60: 6–13. doi: 10.2527/jas1985.6016 [DOI] [PubMed] [Google Scholar]
- 47.McHugh N, Pabiou T, McDermott K, Wall E, Berry DP. Impact of birth and rearing type, as well as inaccuracy of recording, on pre-weaning lamb phenotypic and genetic merit for live weight. Transl Anim Sci. 2017;1: 137–145. doi: 10.2527/tas2017.0015 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Kumar S, Mishra AK, Kolte AP, Arora AL, Singh D, Singh VK. Effects of the Booroola (FecB) genotypes on growth performance, ewe’s productivity efficiency and litter size in Garole × Malpura sheep. Anim Reprod Sci. 2008;105: 319–331. doi: 10.1016/j.anireprosci.2007.03.012 [DOI] [PubMed] [Google Scholar]
- 49.Johnson PL, McEwan JC, Dodds KG, Purchas RW, Blair HT. A directed search in the region of GDF8 for quantitative trait loci affecting carcass traits in Texel sheep. J Anim Sci. 2005;83: 1988–2000. doi: 10.2527/2005.8391988x [DOI] [PubMed] [Google Scholar]
- 50.Boman IA, Klemetsdal G, Nafstad O, Blichfeldt T, Våge DI. Impact of two myostatin (MSTN) mutations on weight gain and lamb carcass classification in Norwegian White Sheep (Ovis aries). Genet Sel Evol. 2010;42: 1–7. doi: 10.1186/1297-9686-42-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Hickford JGH, Forrest RH, Zhou H, Fang Q, Han J, Frampton CM, et al. Polymorphisms in the ovine myostatin gene (MSTN) and their association with growth and carcass traits in New Zealand Romney sheep. Anim Genet. 2010;41: 64–72. doi: 10.1111/j.1365-2052.2009.01965.x [DOI] [PubMed] [Google Scholar]
- 52.Rafter P, McHugh N, Pabiou T, Berry DP. Inbreeding trends and genetic diversity in purebred sheep populations. Animal. 2022;16: 100604. doi: 10.1016/j.animal.2022.100604 [DOI] [PubMed] [Google Scholar]
- 53.Leroy G. Inbreeding depression in livestock species: Review and meta-analysis. Anim Genet. 2014;45: 618–628. doi: 10.1111/age.12178 [DOI] [PubMed] [Google Scholar]
- 54.Han J, Forrest RH, Sedcole JR, Hickford JGH. Myostatin (MSTN) gene haplotypes and their association with growth and carcass traits in New Zealand Romney lambs. Small Rumin Res. 2015;127: 8–19. doi: 10.1016/j.smallrumres.2015.03.015 [DOI] [Google Scholar]
- 55.Grochowska E, Borys B, Mroczkowski S. Effects of intronic SNPs in the myostatin gene on growth and carcass traits in colored polish merino sheep. Genes (Basel). 2020;11: 1–18. doi: 10.3390/genes11010002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Davis G. Major genes affecting ovulation rate in sheep. Genet Sel Evol. 2005;37: S11. doi: 10.1186/1297-9686-37-S1-S11 [DOI] [PMC free article] [PubMed] [Google Scholar]