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Önder H, Tirink C, Yakubets T, Getya A, Matvieiev M, Kononenko R, Şen U, Özkan ÇÖ, Tolun T, Kaya F. Predicting Live Weight for Female Rabbits of Meat Crosses From Body Measurements Using LightGBM, XGBoost and Support Vector Machine Algorithms. Vet Med Sci 2025; 11:e70149. [PMID: 39792064 PMCID: PMC11720723 DOI: 10.1002/vms3.70149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2024] [Accepted: 11/11/2024] [Indexed: 01/12/2025] Open
Abstract
Prediction of body weight (BW) using biometric measurements is an important tool especially for animal welfare and automatic phenotyping tools that needs mathematical models. In this study, it was aimed to predict the BW using body length (BL), chest girth (CG) and width of the waist (WW) for rabbits of the maternal form of Hyla NG. The standard rabbit-raising practices were applied for the animals. A highly efficient gradient-boosting decision tree (LightGBM), eXtreme gradient-boosting (XGBoost) and support vector machine (SVM) algorithms were evaluated and compared to the prediction of BW. The coefficient of determination, root mean square error and mean absolute error values were used as comparison criteria. The results showed that LightGBM, XGBoost and SVM algorithms were well fit for the BW using the biometric measures with over 95% accuracy for both train and test sets. The BL was determined as the most explanatory variable on body weight.
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Affiliation(s)
- Hasan Önder
- Faculty of Agriculture, Department of Animal ScienceOndokuz Mayis UniversitySamsunTürkiye
| | - Cem Tirink
- Faculty of Agriculture, Department of Animal ScienceIgdir UniversityIğdırTürkiye
| | - Taras Yakubets
- Faculty of Livestock Raising and Water Bioresources, Department of Genetics, Breeding and Reproductive BiotechnologyNational University of Life and Environmental Sciences of UkraineKyivUkraine
| | - Andriy Getya
- Faculty of Livestock Raising and Water Bioresources, Department of Genetics, Breeding and Reproductive BiotechnologyNational University of Life and Environmental Sciences of UkraineKyivUkraine
| | - Mykhalio Matvieiev
- Faculty of Livestock Raising and Water Bioresources, Department of Dairy and Beef Production TechnologyNational University of Life and Environmental Sciences of UkraineKyivUkraine
| | - Ruslan Kononenko
- Faculty of Livestock Raising and Water Bioresources, Department of Hydrobiology and IchthyologyNational University of Life and Environmental Sciences of UkraineKyivUkraine
| | - Uğur Şen
- Faculty of Agriculture, Department of Agricultural BiotechnologyOndokuz Mayis UniversitySamsunTürkiye
| | - Çağri Özgür Özkan
- Faculty of AgricultureDepartment of Animal ScienceKahramanmaraş Sütçü İmam UniversityKahramanmaraşTürkiye
| | - Tolga Tolun
- Faculty of Agriculture, Department of BioengineeringKahramanmaraş Sütçü İmam UniversityKahramanmaraşTürkiye
| | - Fahrettin Kaya
- Andırın Vocational School, Department of Computer TechnologiesKahramanmaraş Sütçü İmam UniversityKahramanmaraşTürkiye
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Kumar P, Sharma N, Narnoliya LK, Verma AK, Umaraw P, Mehta N, Ismail-Fitry MR, Kaka U, Yong-Meng G, Lee SJ, Sazili AQ. Improving quality and consumer acceptance of rabbit meat: Prospects and challenges. Meat Sci 2025; 219:109660. [PMID: 39312855 DOI: 10.1016/j.meatsci.2024.109660] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 12/03/2023] [Accepted: 09/09/2024] [Indexed: 09/25/2024]
Abstract
Rabbit meat is an excellent source of high-quality proteins, essential fatty acids, vitamins, and minerals, which can be further improved through various management, preslaughter, and post-slaughter interventions. Rabbit meat consumption is popular in certain regions of the world. The multidimensional role of rabbits as pet, pest, and laboratory animals, lack of proper knowledge among consumers towards the nutritive value of rabbit meat, animal welfare, and ethical issues, sustainable potential, undeveloped marketing, and processing chain, and price parity with available cheap meat and non-meat alternatives, are some constraints in the rabbit meat production. Increasing awareness of the nutritive value, positive health effects of rabbit meat consumption and production chain, development of processed meat products, and proper animal welfare compliance in rabbit production could improve consumer acceptance. The present manuscript reviewed various factors that affect the meat quality and consumer acceptance of rabbit meat for a more sustainable and viable source for global meat supply.
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Affiliation(s)
- Pavan Kumar
- Institute of Tropical Agriculture and Food Security, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia; Department of Livestock Products Technology, College of Veterinary Science, Guru Angad Dev Veterinary and Animal Sciences University, Ludhiana 141004, India
| | - Neelesh Sharma
- Division of Veterinary Medicine, Faculty of Veterinary Sciences and Animal Husbandry, Sher-e-Kashmir University of Agricultural Sciences and Technology of Jammu, R.S. Pura, Jammu, Jammu and Kashmir 180009, India
| | - Lokesh Kumar Narnoliya
- Department of Biotechnology, Ministry of Science and Technology, Government of India, New Delhi 110003, India
| | - Akhilesh Kumar Verma
- Department of Livestock Products Technology, College of Veterinary and Animal Sciences, Sardar Vallabhbhai Patel University of Agriculture and Technology, Meerut 250110, India
| | - Pramila Umaraw
- Department of Livestock Products Technology, College of Veterinary and Animal Sciences, Sardar Vallabhbhai Patel University of Agriculture and Technology, Meerut 250110, India
| | - Nitin Mehta
- Department of Livestock Products Technology, College of Veterinary Science, Guru Angad Dev Veterinary and Animal Sciences University, Ludhiana 141004, India
| | - Mohammad Rashedi Ismail-Fitry
- Department of Food Technology, Faculty of Food Science and Technology, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia; Halal Products Research Institute, Universiti Putra Malaysia, Putra Infoport, 43400 UPM Serdang, Selangor, Malaysia
| | - Ubedullah Kaka
- Halal Products Research Institute, Universiti Putra Malaysia, Putra Infoport, 43400 UPM Serdang, Selangor, Malaysia; Department of Companion Animal Medicine and Surgery, Faculty of Veterinary Medicine, Universiti Putra Malaysia, 43400 UPM Serdang, Malaysia
| | - Goh Yong-Meng
- Institute of Tropical Agriculture and Food Security, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia; Department of Veterinary Preclinical Studies, Faculty of Veterinary Medicine, Universiti Putra Malaysia, 43400 UPM Serdang, Malaysia
| | - Sun-Jin Lee
- Department of Applied Animal Science, College of Animal Life Sciences, Kangwon National University, Chuncheon-si 24258, Republic of Korea
| | - Awis Qurni Sazili
- Halal Products Research Institute, Universiti Putra Malaysia, Putra Infoport, 43400 UPM Serdang, Selangor, Malaysia; Department of Animal Science, Faculty of Agriculture, Universiti Putra Malaysia, 43400 UPM Serdang, Selangor, Malaysia.
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He H, Tian X, Kang Z, Wang G, Jia X, Sun W, Lai SJ, Chen SY. Transcriptome-wide association studies identify candidate genes for carcass and meat traits in meat rabbits. Front Vet Sci 2024; 11:1453196. [PMID: 39711797 PMCID: PMC11660804 DOI: 10.3389/fvets.2024.1453196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2024] [Accepted: 11/25/2024] [Indexed: 12/24/2024] Open
Abstract
Meat rabbits are a small herbivorous livestock and have been popularly raised in China for producing high-quality meat. Therefore, it is economically important to genetically improve both carcass performance and meat quality in meat rabbits. However, we still know less about the underlying candidate genes that may determine phenotypic variation on carcass and meat traits of meat rabbits. The main objective of this study was to identify candidate genes whose mRNA expression levels may be significantly involved in regulating carcass and meat traits of meat rabbits based on the transcriptome-wide association studies (TWAS). Five carcass traits of the carcass weight (CW), dressing out percentage (DP), cut weight of hind legs (LW), weight ratio of cut hind legs to carcass (RLW), and weight of visceral and interscapular fat (WF), as well as two meat traits of the drip loss (DL) and cooking loss (CL) were phenotyped in a F1 crossbred population (N = 119) between Zika rabbits and Sichuan White rabbits. The effects of mRNA expression levels of a total of 10,288 genome-wide genes on these seven traits were statistically estimated using the mixed linear model, in which the polygenic background effects were accounted for. Our results revealed two candidate genes (RDH5 and MTARC2) that were statistically significantly associated with LW trait (the adjusted p values <0.05), whereas no gene reached the statistically significant threshold for all the remaining six traits. Because of the relatively small sample size analyzed, we alternatively selected 20 candidate genes with the lowest p values for every trait and subjected them to functional enrichment analyses, which identified three Gene Ontology (GO) terms that were significantly enriched by the candidate genes of CW and RLW traits. In conclusion, this study used TWAS approach to successfully reveal several candidate genes whose mRNA expression levels may be involved in regulating carcass and meat traits in meat rabbits, which are helpful to explore the underlying molecular mechanism in the future studies.
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Affiliation(s)
| | | | | | | | | | | | | | - Shi-Yi Chen
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu, Sichuan, China
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Konmy B, Bossikponsi MG, Dansou CC, Arigbo KB, Houmenou GT, Adoho CA, Azando EVB, Doko Allou SY, Olounladé PA. Evaluation of the effect of Carica papaya seed on the growth performance of fattening rabbits. Trop Anim Health Prod 2024; 56:134. [PMID: 38642256 DOI: 10.1007/s11250-024-03969-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Accepted: 03/22/2024] [Indexed: 04/22/2024]
Abstract
Successful breeding depends on feeding. The present study aims to evaluate the Carica papaya seed effect on the growth performance of rabbits. The zootechnical parameters studied are weight growth, average daily gain, Feed Conversion Ratio, and carcass characteristics of kits. The experiment was conducted on 48 rabbits, divided into 4 groups, for 6 weeks. Forty-eight rabbits were divided into four (04) groups of 3 repetitions of 4 rabbits. The animals were fed diets containing various levels of papaya seed powder at variable contents: 0% (group T0), 4% (group T1), 6% (group T2), and 8% (group T3). At the end of the experiment, three animals were slaughtered in each animal group to assess the quality of the carcasses and organs. 6% of the seeds of Carica papaya significantly improved (p < 0.05) the average daily gain of the kits: T2 (22.40 g / d) compared to the T0 group (11.32 g / d), T1 (12.20 g / d) and T3 (17.53 g / d). The best Feed Conversion Ratio (0.80) was recorded in the animals of group T2. In contrast, the highest carcass yield was recorded in the rabbits of group T3 (62.70%). In conclusion, 6% was optimal in the feed rations of fattened rabbits to improve production performance. Breeders can consider the benefits of introducing Carica papaya seeds into the rabbits' diet.
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Affiliation(s)
- Basile Konmy
- Zootechnical Research and Livestock System Unit, Laboratory of Animal and Fisheries Science (LaSAH), National University of Agriculture, 01 BP: 55, Porto-Novo, Benin
| | - Mariano G Bossikponsi
- Zootechnical Research and Livestock System Unit, Laboratory of Animal and Fisheries Science (LaSAH), National University of Agriculture, 01 BP: 55, Porto-Novo, Benin
| | - Christian C Dansou
- Zootechnical Research and Livestock System Unit, Laboratory of Animal and Fisheries Science (LaSAH), National University of Agriculture, 01 BP: 55, Porto-Novo, Benin
| | - Kisito B Arigbo
- Zootechnical Research and Livestock System Unit, Laboratory of Animal and Fisheries Science (LaSAH), National University of Agriculture, 01 BP: 55, Porto-Novo, Benin
| | - Geraldo T Houmenou
- Zootechnical Research and Livestock System Unit, Laboratory of Animal and Fisheries Science (LaSAH), National University of Agriculture, 01 BP: 55, Porto-Novo, Benin
- Laboratory of Ecology, Health, and Animal Production, Department of Animal and Fisheries Production Sciences and Techniques, Faculty of Agronomy, University of Parakou, Parakou, Benin
| | - Carine A Adoho
- Zootechnical Research and Livestock System Unit, Laboratory of Animal and Fisheries Science (LaSAH), National University of Agriculture, 01 BP: 55, Porto-Novo, Benin
| | - Erick V B Azando
- Laboratory of Ecology, Health, and Animal Production, Department of Animal and Fisheries Production Sciences and Techniques, Faculty of Agronomy, University of Parakou, Parakou, Benin
| | - Sanni-Yo Doko Allou
- Zootechnical Research and Livestock System Unit, Laboratory of Animal and Fisheries Science (LaSAH), National University of Agriculture, 01 BP: 55, Porto-Novo, Benin
| | - Pascal A Olounladé
- Zootechnical Research and Livestock System Unit, Laboratory of Animal and Fisheries Science (LaSAH), National University of Agriculture, 01 BP: 55, Porto-Novo, Benin.
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Pinto-Pinho P, Pinto MDL, Monteiro J, Fardilha M, Pinto-Leite R, Colaço B. Pregnancy Complications and Feto-Maternal Monitoring in Rabbits. Vet Sci 2023; 10:622. [PMID: 37888574 PMCID: PMC10610772 DOI: 10.3390/vetsci10100622] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Revised: 10/06/2023] [Accepted: 10/07/2023] [Indexed: 10/28/2023] Open
Abstract
Rabbit production holds significant relevance in modern agriculture due to its potential as a sustainable source of high-quality protein and efficient feed conversion, contributing to food security and economic diversification. Nevertheless, studies incorporating feto-maternal monitoring in this species are uncommon. This review gathers research on the monitoring and evaluation of factors affecting rabbit gestation, providing a better understanding of the causes of prenatal development abnormalities. These include studies regarding how chronic maternal hypertension, gestational diabetes, maternal stress, ectopic gestation, maternal uterine ischemia and fetal hypoxia, intrauterine growth restriction, superfetation, maternal age, maternal nutritional status, maternal physical condition, maternal and embryonic genotype, and the intrauterine location of rabbit fetuses can potentially impact rabbits' reproduction and maternal and fetal health. Among other monitoring techniques, ultrasonography, considered one of the best tools for diagnosing pregnancy and conducting follow-up, is also reviewed. Details on measurable fetal-development parameters in rabbits and precautions to be considered before and during the examination are also provided. Additional studies are required to understand why some events occur and their consequences throughout gestation, allowing the determination of new biomarkers or cut-offs that can be helpful for early diagnosis and improve reproductive efficiency.
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Affiliation(s)
- Patrícia Pinto-Pinho
- Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal;
- Laboratory of Signal Transduction, Institute of Biomedicine, Department of Medical Sciences, University of Aveiro, 3810-193 Aveiro, Portugal;
- Laboratory of Genetics and Andrology, Centro Hospitalar de Trás-os-Montes e Alto Douro, E.P.E, 5000-508 Vila Real, Portugal;
| | - Maria de Lurdes Pinto
- Animal and Veterinary Research Centre, University of Trás-os-Montes and Alto Douro, 5001-801 Vila Real, Portugal;
| | - José Monteiro
- José Azevedo Monteiro, Lda., 4625-679 Vila Boa do Bispo, Portugal;
| | - Margarida Fardilha
- Laboratory of Signal Transduction, Institute of Biomedicine, Department of Medical Sciences, University of Aveiro, 3810-193 Aveiro, Portugal;
| | - Rosário Pinto-Leite
- Laboratory of Genetics and Andrology, Centro Hospitalar de Trás-os-Montes e Alto Douro, E.P.E, 5000-508 Vila Real, Portugal;
| | - Bruno Colaço
- Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal;
- Animal and Veterinary Research Centre, University of Trás-os-Montes and Alto Douro, 5001-801 Vila Real, Portugal;
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