Breeding Farms Research Articles

Environment, plant genetics, and their interaction shape important aspects of sunflower rhizosphere microbial communities.

Associations with soil microorganisms are crucial for plants' overall health and functioning. While much work has been done to understand drivers of rhizosphere microbiome structure and function, the relative importance of geography, climate, soil properties, and plant genetics remains unclear, as results have been mixed and comprehensive studies across many sites and genotypes are limited. Rhizosphere microbiomes are crucial for crop resistance to pathogens, stress tolerance, nutrient availability, and ultimately yield. Here, we quantify the relative roles of plant genotype, environment, and their interaction in shaping soil rhizosphere communities, using 16S and ITS gene sequencing of rhizosphere soils from 10 genotypes of cultivated sunflower (Helianthus annuus) at 15 sites across the Great Plains of the United States. While site generally outweighed genotype overall in terms of effects on archaeal, bacterial, and fungal richness, community composition, and taxa relative abundances, there was also a significant interaction such that genotype exerted a significant influence on archaeal, bacterial, and fungal microbiomes in certain sites. Site effects were attributed to a combination of spatial distance and differences in climate and soil properties. Microbial taxa that were previously associated with resistance to the fungal necrotrophic pathogen Sclerotinia were present in most sites but differed significantly in relative abundance across sites. Our results have implications for plant breeding and agronomic microbiome manipulations for agricultural improvement across different geographic regions.IMPORTANCEDespite the importance of plant breeding in agriculture, we still have a limited understanding of how plant genetic variation shapes soil microbiome composition across broad geographic regions. Using 15 sites across the Great Plains of North America, we show that cultivated sunflower rhizosphere archaeal, bacterial, and fungal communities are driven primarily by site soil and climatic differences, but genotype can interact with site to influence the composition, especially in warmer and drier sites with lower overall microbial richness. We also show that all taxa that were previously found to be associated with resistance to the fungal pathogen Sclerotinia sclerotiorum were widespread but significantly affected by site, while a subset was also significantly affected by genotype. Our results contribute to a broader understanding of rhizosphere archaeal, bacterial, and fungal community assembly and provide foundational knowledge for plant breeding efforts and potential future microbiome manipulations in agriculture.

Transmission of carbapenem-resistant enterobacterales producing NDM-5 during the broiler breeding process in China

This study conducted a four-month monitoring of carbapenem resistance in a broiler breeding farm in China. A total of 185 carbapenem-resistant bacterial isolates were obtained from 2298 cloacal swabs from broiler breeders and their offspring within a production cycle. The detection rate of carbapenem-resistant isolates was higher during the brooding period. Whole-genome sequencing (WGS) was performed on 133 isolates based on sampling stages, including 113 carbapenem-resistant Enterobacterales (CRE) isolates and 20 Stenotrophomonas pavanii isolates, which have intrinsic resistance to carbapenems. A total of 69 antibiotic resistance genes (ARGs), including blaNDM-1, mcr-1, and blaNDM-5, were identified among the sequenced CRE isolates. Notably, blaNDM-5 (92.0 %, 104/113) was the primary contributor to carbapenem resistance. CRE isolates from the same breeding stage exhibited close genomic relationships, and the blaNDM-5 genes were observed in similar genetic backgrounds, indicating the transmission of CRE strains and blaNDM-5 during the broiler breeding process. No CRE was isolated from 0 d broiler offspring, suggesting that broiler breeders were not the direct source of CRE in their offspring. Tracing the feeding process revealed that brooder and rearing houses were likely key factors in the cross-transmission of CRE between broiler breeders and their offspring. CRE pose a significant threat to public health and food safety. China is one of the world's leading poultry producing and consuming countries. This study provided insights into the epidemiological trends and key transmission nodes of carbapenem resistance and CRE within the broiler breeding process, which could help the control of antibiotic resistance and bacterial infections in the broiler industry.

Impact of diferent types of selection on the milk productivity of Kostroma breed cows

The article studies the influence of homogeneous and heterogeneous selection on the milk productivity of first-calf cows (milk yield, fat and protein content in milk). The object of research is cattle of the Kostroma breed. The research methods were zootechnical, population-genetic and analytical using computer programs IAS “SELEX” Multifarm and BON-MilkRegion. The modern cattle breeding base in the Kostroma region is represented by three breeding plants and two breeding reproducers. In 2022, the Karavaevo Breeding Farm JSC received 9,297 kg of milk per cow, the Minskoe LLC pedigree reproducer received 7,371 kg of milk, and the Rodina collective farm, Gridino and Agrofirma Planet LLC received more 6000 kg of milk. Record milk yields reach 15,000 kg of milk or more in 305 days of lactation. The following lines have been identified as promising in the Kostroma breed: lines Ladka 2537 and Kursa 3722, related groups Master 106902, Meridian 90927 and Concentrate 106157. To improve the productive qualities of dairy cattle, it is necessary to use both intraline selection and cross-lines, taking into account their compatibility. In breeding farms, using homogeneous selection, high productivity indicators were obtained: in terms of milk yield - from first-calf heifers of the related groups Laird, Concentrate and Meridian, in terms of fat and protein content in milk - Laird and Ladka. With heterogeneous selection, the best combinations were identified across farms.

Oropharyngeal swab sampling for PRRSV detection in large-scale pig farms: a convenient and reliable method for mass sampling

BackgroundPorcine reproductive and respiratory syndrome virus (PRRSV) has significant productivity and economic impacts in swine herds. Accurately determining the PRRSV status at the herd level is crucial for producers and veterinarians to implement strategies to control and eliminate the virus from infected herds. This study collected oropharyngeal swabs (OSs), nasal swabs (NSs), oral fluid swabs (OFs), rectal swabs (RSs), and serum samples continuously from PRRSV challenged pigs under experimental conditions and growing pigs under field conditions. Additionally, OSs and serum samples were collected from individual sows from 50 large-scale breeding farms, and the collection of OSs does not require the sows to be restrained. Ct values of PRRSV were detected in all samples using real-time reverse transcriptase-polymerase chain reaction (RT-qPCR).ResultsIn PRRSV challenged pigs, OSs showed a higher PRRSV-positive rate until the end of the observation period. The Ct values of OSs were significantly lower than those of NSs, OFs, and RSs at 2, 8, 12, 14 and 20 days post-challenge (DPC) (P < 0.05). For growing pigs, the positivity rate of PRRSV in OSs was higher than that in other sample types at 30, 70, and 110 days of age. In sows, 24,718 OSs and 6259 serum samples were collected, with PRRSV-positive rate in OSs (9.4%) being significantly higher than in serum (4.1%) (P < 0.05). However, the Ct values of PRRSV RNA in serum were significantly lower than those in OSs (P < 0.001).ConclusionsThe OSs sample type yielded higher PRRSV-positive rates for longer periods compared to NSs, RSs, OFs and serum samples for PRRSV detection in infected pigs. Therefore, OSs has a good potential to be a convenient, practical, and reliable sample type for implementing mass sampling and testing of PRRSV in large-scale pig farms.

Disruptive production process innovation for sustainable business: evidence from an emerging economy

PurposeThe study aimed to develop a disruptive production process innovation model from an emerging economy's agro-based dairy farming perspective based on the case of a Bangladeshi model dairy farm named Central Cattle Breeding and Dairy Farm (CBBDF), Savar, Dhaka.Design/methodology/approachThe study used qualitative in-depth interviews, participants and document observation. Around 20 key informants were purposefully selected from the case organization.FindingsThe findings propose two different models for disruptive production process innovation toward sustainable agribusiness dairy farming from an emerging economy perspective and the modified process model from traditional dairy farms to modern dairy based on the stakeholders' (such as consumers, owners, managers and government) demand.Originality/valueThis study is the first attempt to develop a disruptive production process innovation and technology model for the dairy industry and its stakeholders' responsibilities from the experience of an emerging economy. The value of the research is in identifying factors under traditional dairy farming that need to be reduced and eliminated, and the factors under society, health concerns and value-added to existing farms need to be raised as per the global industry standard.

SISTEM PENGEMBANGAN USAHA PEMBIBITAN DURIAN (Durio zibethinus)

The sampling method for carrying out this research used the census method, by taking all members of the population as samples from the number of durian breeding farmers (2 people).\ The total cost for the grafted durian seedling business in Sebelimbingan Village is IDR. 56,130,653.81 with an average of Rp. 28,065,326.91//farmers. The production produced by the durian breeding business in Sebelimbingan Village was 24,800 stems with an average of 12,400 per farmer. The revenue obtained was IDR. 421,600,000.00 with an average of Rp. 210,800,000.00/farmer. The average profit obtained is IDR. 172,252,892.50//farmers.

Poultry Nutrition: Achievement, Challenge and Strategy

Poultry, a vital economic animal, provide a high quality protein source for human nutrition. Over the past decade, the poultry industry has witnessed substantial achievements in breeding, precision feeding, and welfare farming. However, there are still many challenges restricting the sustainable development of the poultry industry. Firstly, overly focused breeding strategies on production performance have been shown to induce metabolic diseases in poultry. Secondly, a lack of robust methods for assessing the nutritional requirements poses a challenge to the practical implementation of precision feeding. Thirdly, antibiotic alternatives and feed safety management remain pressing concerns within the poultry industry. Lastly, environmental pollution and inadequate welfare management in farming have a negative effect on poultry health. Despite numerous proposed strategies and innovative approaches, each faces its own set of strengths and limitations. In this review, we aim to provide a comprehensive understanding of the poultry industry over the past decade, by examining its achievements, challenges, and strategies, in order to guide its future direction.

Multivariate analysis of morphological variability of the initial stock intrabreed type of Sarboyan carp (Cyprinus Carpio L.)

The analysis of morphological variability of the initial stock within the breed type Sarboyan carp (Cyprinus carpio L.) by the principal component method is presented. The research was conducted in 2022, 2023 in the Novosibirsk region. The Sarboyan carp stock (males and females) from the fish breeding farm was studied according to eight valuation measurements: body weight, absolute body length, body length without tail fin, maximum height, width and girth. A comparative analysis of the body features of the Sarboyan carp belonging to four haplotypes (H1, H15, H16, H17) was carried out. The morphometric features of the Sarboyan carp were processed using principal component method. It was found that sexual dimorphism was noted on the basis of total size: females have larger sizes than males. In the fish stock under study, a trend towards the difference between H1 and H16 haplotypes was established. The individuals in the H1 haplotype are relatively thicker and shorter compared to H16. There is a group of fish with unknown haplotypes in the data structure, all of which show a shift towards the third component relative to H1, i.e. they have a higher back and smaller body thickness. No haplotypic differences were found in the component showing an apparent inverse relationship between head length trait, body length and absolute fish length. Multivariate analysis of morphological variability also showed that distribution of the individuals in the three-dimensional space PC2-PC3-PC4, free from size-age variability, allows pre-selection of fish with the required proportions of morphological features for further reproduction.

Nutritional composition, fatty acids profile and immunoglobulin G concentrations of mare milk of the Chilean Corralero horse breed

The objective of the present study was to characterize the nutritional composition, fatty acid profile, and IgG concentration of the milk produced by Chilean Corralero horse (CCH) mares from breeding farms located in southern Chile. Forty-five milk samples were collected from three of the biggest breeding farms (coded as A, B and C) specialized in breeding and selection of CCH in Chile (15 mares sampled per farm). Farms differed in days in milk (DIM). A negative association between DIM and ash, milk protein, milk solids, saturated fatty acids (SFA), and gross energy (GE) was found, whereas DIM had a positive association with monounsaturated fatty acids (MUFA). Milk components like fat, lactose, and energy content varied independently of DIM, indicating other influencing factors such as farm-specific management practices. Offspring sex moderately affected GE content, with milk from mares bearing female offspring having higher GE. Macronutrient profiles of the CCH mares’ milk were within the reported range for other horse breeds but tended to have lower fat and total solids. Compared to cow and human milk, horse milk is richer in lactose and lower in fat and protein. Immunoglobulin G concentration was only affected by the farm (B &gt; A) which could be linked to dietary factors and pasture composition rather than maternal parity or other known factors. Overall, CCH mare milk has notable nutritional characteristics, with implications for both foal health and potential human consumption, posing less cardiac risk compared to cow’s milk as indicated by lower atherogenic and thrombogenic indices.

PSX-28 Management of lameness in meat goat herds: A survey of producers in the southeastern US

Abstract Lameness is a persistent animal health concern in the meat goat industry. A survey was developed to describe lameness in commercial meat goat herds in the southeastern US. The survey included 35 multiple-choice questions about general herd attributes, various management practices, and specific herd lameness characteristics. A photo guide of goat hoof lesions was included in the survey package. The survey was sent by postal mail to 629 farms in Tennessee and bordering states with 183 completed surveys returned. The majority of herds managed Kiko (32%), Boer (22%), and Myotonic (19%) goat breeds. Reasons for raising goats included seed stock or breeding stock (78.1%), commercial, market, or slaughter purposes (62.3%), hobby, pets, or show (48.6%), and for brush, vegetation, or weed control (25.7%). Most respondents (90.7%) acquired goats from breeder farms, whereas only 2.7% of respondents purchased goats from sale barns. Most respondents quarantine new animals before adding them to the herd (78.1%), while 19.7% did not quarantine new animals and 1.1% were unfamiliar with the practice. The average monthly lameness rate was estimated to be at 6% with seasonal occurrences identified by respondents as 6% in the fall, 31.4% in the winter, 25.1% in the spring, and 50.5% in the summer. Some respondents indicated no seasonal variation (24.0%) or did not know (3.3%) if seasonal variation existed. Primary causes of lameness identified by respondents were overgrown hooves (50%), foot scald (19%), and foot rot (14%). Other lesions were identified at less than 8%. Sources of lameness treatment information for respondents were other producers (34.9%), veterinarians (30.6%), books (22.4%), online chat groups (19.1%), magazines (8.7%), and the extension service (8.2%). When lame goats were identified, more respondents (56.8%) did not isolate lame goats than those that practiced lame goat isolation (24.0%). Most respondents indicated that they treated lame goats (76.5%), a few did not treat lame goats (4.9%), and notable proportion (19.6%) did not respond to the question. Management approaches to treating lameness identified most frequently by respondents included hoof trimming (85%), topical hoof applications (40%), injectable antibiotics (32%), and footbaths (17%); 4% of respondents noted other methods. As a form of general hoof care management, most producers conducted hoof trimmings two or three times a year (51.9%), compared with trimming hooves once a year (9.8%), monthly (14.2%), or only trim hooves when goats became lame (6.6%). As a culling criterion, 29.5% responded lameness was a cull factor, 45.4% indicated it was not a cull factor, and 25.1% of respondents either did not know or did not response. Survey results showed that lameness is an issue in meat goat herds of the southeastern U.S. and a diversity of management approaches are used by producers to address the concern.

Applying equineRSU and seasonal livestock correction to wider equine stud farm types

ABSTRACT To adjust for potential overestimations in the nitrogen excretion by horses within Overseer®, a revised stock unit system has been proposed (equineRSU). These equineRSU were generated and validated using a medium-sized equine farm as a model farm. The aim of this study was to test the application of the equineRSU and seasonal stock number adjustment on a more complex farming model. Livestock numbers and management data were captured prospectively for the base property (128.8 ha) of a large multi-property commercial breeding stud (3 support properties, 556 ha total area) between June 2022 and May 2023. The monthly on-farm metabolisable energy (ME) requirement and pasture demand were deterministically modelled with both a customised feed budget using livestock class and weight or using the equineRSU and monthly adjusted stock numbers. There were multiple complex movements of horses on and off the property in the different stock classes across the year, with stock management reflecting seasonal periods of high stocking density. There was good agreement (6% variance) between actual ME demand (complex feed budget) and estimated feed demand (simplistic equineRSU model) of 4,387,187 MJ vs 4,102,770 MJ. This suggests that the equineRSU could be used on complex equine farm systems within Overseer®.

Integrating Genomics and Phenomics in Agricultural Breeding: A Comprehensive Review

One of the key roles of plant breeders is to improve crop productivity through development of varieties with desirable traits to feed the growing population. The merger of genomics and phenomics - where genomics refer to the study of an organism’s entire DNA sequence and phenomonics is the full explanation of observable characteristics has given a new face to breeding strategies. This paper provides information about this technique from beginning up to now, which implicates high-throughput phenotyping, genomic selection, artificial intelligence platform for crop improvement. It seems that coronal genomics and phenotypical imaging results in transgenic or super climate-resilient plants, therefore improving yield under sustainable conditions. Despite its bright future there are certain issues like data standardization, ethical concerns, and resource restraints that need considering. Development later on gets people thinking about technical fields such as inter-disciplinary researches as well as policy supports that have ability to bring these powerful technologies into assurance of food security together with sustainable agriculture initially collaboration doesn’t need manufacturing centres of technology including genome and phenome data can help breeders achieve wrists precisions in crops development which will result in having robust agricultural systems able to overcome environmental stressors.

Determining calf traceability and cow–calf relationships in extensive farming using geolocation collars and BLE ear tags

Extensive farming is often considered very beneficial to animals for its potential to enhance animal welfare, providing animals with free-range access to their natural environment where they can engage in innate behaviors like grazing and exploration. However, despite these benefits, extensive production still faces welfare and health challenges due to unpredictable weather conditions and limited supervision by stockholders. Moreover, increasing consumer demand for information regarding food quality, safety, and production conditions poses a challenge for extensive farming, where animals are less controlled. Precision livestock farming (PLF) emerges as a possible solution by enabling the continuous real-time monitoring of the health, welfare, and behavior of animals. A novel approach combining geolocation collars for cows and Bluetooth low energy (BLE) ear tags for calves appears promising to enhance traceability and monitoring in extensive farming. Nevertheless, challenges persist, including limitations in the data transmission capacity and associated costs. This study evaluated the effectiveness of combining geolocation collars and BLE ear tags for monitoring calf traceability and cow–calf relationships across three scenarios: 1) Equilibrated: same collar/ear tag ratio; good coverage; 2) intermediate: more collars than ear tags; fair coverage; 3) worst: more ear tags than collars; lousy coverage. Our results indicate that the equilibrated scenario (ES) with an equal number of geolocation collars and BLE ear tags, was the best scenario, demonstrating the highest fix rate (22%) and the longest mean consecutive days of detecting the same ear tag (22.30 days), followed by the intermediate scenario (IS) and the worst scenario. In all scenarios, there was a mean period of 14–15 d without detecting a calf. However, this shortcoming can be overcome as calves usually graze alongside their mothers, ensuring comprehensive traceability in farm breeding. Additionally, by comparing differences in the number of ear tags received from offspring compared to other calves, the BLE ear tags successfully associated every mother with their calf in the ES and IS. Finally, this valuable information, would enable the development of a traceability system that ensures transparency and reliability throughout the supply chain and could allow consumers to access to product information related to animal welfare.

Control of the respiratory form of equine rhinopneumonitis among yearlings at a breeding and training farm by updating their vaccination program

Control of the respiratory form of equine rhinopneumonitis among yearlings at a breeding and training farm by updating their vaccination program

First report of triple anthelmintic resistance in strongylids on a French Thoroughbred stud farm

First report of triple anthelmintic resistance in strongylids on a French Thoroughbred stud farm

Prevalence and Characteristics of Salmonella from Tibetan Pigs in Tibet, China.

This study aimed to understand the epidemiological characteristics of Salmonella in Tibetan pigs. We isolated, identified, and examined via antimicrobial susceptibility testing on Salmonella from Tibetan pigs breeder farms and slaughterhouses in Tibet, China. A genetic evolutionary tree was constructed on the basis of whole genome sequencing (WGS). A total of 81 Salmonella isolates were isolated from 987 samples. The main serovars were Salmonella Typhimurium and Salmonella London in Tibetan pigs. The isolated Salmonella Typhimurium isolates subjected to antimicrobial susceptibility testing showed varying degrees of resistance to β-lactams, aminoglycosides, fluoroquinolones, sulfonamides, tetracyclines, and amphenicols. WGS analysis was performed on 20 Salmonella Typhimurium isolates in Tibet (n = 10), Jiangsu (n = 10), and 205 genome sequences downloaded from the Enterobase database to reveal their epidemiological and genetic characteristics. They were divided into two clusters based on core genome single-nucleotide polymorphisms: Cluster A with 112 isolates from Tibet and other regions in China and Cluster B with 113 isolates from Jiangsu and other regions. The isolates in Cluster A were further divided into two subclusters: A-1 with 40 isolates including Tibet and A-2 with 72 isolates from other regions. Virulence factors analysis revealed that all isolates from Tibet carried adeG, but this observation was not as common in Salmonella isolates from Jiangsu and other regions of China. Antibiotic resistance genes (ARGs) analysis showed that all isolates from Tibet carried blaTEM-55 and rmtB, which were absent in Salmonella isolates from Jiangsu and other regions of China. Genetic characteristic analysis and biofilm determination indicated that the biofilm formation capabilities of the isolates from Tibet were stronger than those of the isolates from Jiangsu and other regions of China. Our research revealed the epidemic patterns and genomic characteristics of Salmonella in Tibetan pigs and provided theoretical guidance for the prevention and control of local salmonellosis.

Macroscopic structure of the intestines of the common pheasant (Phasianus colchicus)

Abstract This article presents a detailed analysis of the intestinal anatomy of the common pheasant (Phasianus colchicus), based on a study carried out on 20 females from a specialist breeding farm. After dissection, the intestines were carefully examined taking into account their: length, diameter and weight using a flexible measure, callipers and a laboratory balance. Attention was focused on characteristic anatomical features including the specific function and structure of: duodenum, jejunum and ileum, cecum and rectum. In the discussion, the results of the intestinal structure were compared with data from other bird species, highlighting the influence of diet on the varied morphology of the digestive system. This study, which is a prelude to further, more extensive analyses, provides a basis for the development of knowledge on comparative intestinal anatomy, with recommendations for further research taking into account species and sex diversity.

Identification of Key Proteins Related to Cashmere Fiber Diameter by Integrated Proteomics and Bioinformatic Analyses in the Alpas and Alxa Goat Breeds.

Goats (Capra hircus) have always been a source of fiber for human use and hold an important place in international high-end textiles. Fiber diameter is the most concerning economic indicator for producers. Understanding the formation mechanism of fiber diameter and its related key proteins can help optimize and control the production of cashmere. Cashmere goats (n = 36) of the Alpas (n = 18) and Alxa (n = 18) breeds, with a similar age (2 years old) and live weight (25-26 kg), were selected from the Yiwei White Cashmere Goat Breeding Farm, Erdos, Inner Mongolia. Using phenotypic indicators, we evaluated the diameter of the cashmere fibers in Alxa and Alpas goats. We also used electron microscopy to examine the cashmere fiber's structure and label-free liquid chromatography-tandem mass spectrometry to determine the protein content of the two cashmere fibers. The proteins affecting fiber diameter were identified and analyzed by Western blot, Co-Immunoprecipitation, and bioinformatics analysis. The average diameter of the Alxa breed was smaller (p < 0.05) than that of the Alpas breed (Alxa's cashmere vs. Alpas' cashmere). Proteomics technology enabled the highly confident detection of 171 proteins. A total of 68 differentially expressed proteins were identified in the two types of cashmere; 131 proteins were specifically expressed in Alpas goats, and 40 proteins were specifically expressed in Alxa goats. A key protein group that could cause variations in fiber diameter was found using the protein-protein interaction network. To ascertain the reason for the variation in fiber diameter, a structural study of the major protein groups was carried out. KRT10, KRT14, KRT17, and KRT82 are the main proteins impacting the diameter difference, and they have a substantial effect on the average fiber diameter.

Detection of yellow mosaic virus resistance in Soybean (Glycine max L.) genotypes for yield and related traits

Background Twenty soybean genotypes were screened for Soybean yellow mosaic virus (YMV) identification which were collected from the Genetics and plant breeding farm laboratory. Methods To evaluate genetic studies of the chosen materials, the use of a net house assay upon sap inoculation made it easier to determine the trend of the Area Under Disease Progress Curve (AUDPC) in a controlled environment. Younger leaves from these plants were gathered and used for molecular analysis. Results Six genotypes were identified with semi-resistant disease reactions. Yellow mosaic virus-resistant and susceptible soybean genotypes were distinguished using a soybean “Rsv1-h” gene-based primer pair. To discover the existence of the Rsv-1-h gene responsible for YMV resistance, a genetic diversity panel of 15 soybean genotypes was investigated with two simple sequence repeat (SSR) markers. The BARCSOYSSR_13_1115 and BARCSOYSSR_13_1173 primer sets were employed to validate the desired genes in these genotypes. Conclusion The genotypes HIHS-WIHS, MINA-HAI, Shohag, G-2120, BRAGG, and BS-3 presented the major gene Rsv1-h, which is said to be essential for yellow mosaic virus resistance and can provide better yield also than other genotypes. The six soybean genotypes with the Rsv1-h gene may be resistant to mosaic virus and could be exploited as a source of improved breeding material in the future.

Principal Component Analysis of Morphometric Traits in Kashmir Merino Sheep

Aims: To study the principal component analysis (PCA) of morphometric traits in Kashmir Merino sheep Place and Duration of Study: Sheep Breeding Farm, Kralpathri, Kashmir, India and 2019. Methodology: This study was preformed to evaluate the morphometric traits of 518 Kashmir Merino sheep in Jammu &amp; Kashmir under a multivariate approach. The body measurements included in the study were face length (FL), ear length (EL), ear width (EW), body length (BL), body height (BH), chest girth (CG), paunch girth (PG), tail length (TL), horn length (HL) and body weight (BW). Principal component analysis (PCA) was performed to define body shape upon the correlation matrix of the ten body measurements. Results: Principal component analysis with varimax rotation method was applied and extracted four principal components with a total variation of 64.29 %. The first principal component accounted for 28.28% of the total variance and was interpreted as a measure of CG, PG, BL and BH. The second factor which explained 12.56 % of the generalized variance tended to describe TL and HL, while the third factor explained 11.88 % of total variance which showed high loadings for BW. The fourth factor was influenced by FL and EW which explained 11.56 % of total variance. Conclusion: Therefore, these findings suggest that incorporating PCA in breeding programs could significantly enhance the genetic improvement of Kashmir Merino sheep, leading to better growth performance, increased body size, and improved productivity.