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de Paula TMCG, de Sousa RV, Sarmiento MP, Kramer T, de Souza Sardinha EJ, Sabei L, Machado JS, Vilioti M, Zanella AJ. Deep learning pose detection model for sow locomotion. Sci Rep 2024; 14:16401. [PMID: 39013897 PMCID: PMC11252330 DOI: 10.1038/s41598-024-62151-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Accepted: 05/14/2024] [Indexed: 07/18/2024] Open
Abstract
Lameness affects animal mobility, causing pain and discomfort. Lameness in early stages often goes undetected due to a lack of observation, precision, and reliability. Automated and non-invasive systems offer precision and detection ease and may improve animal welfare. This study was conducted to create a repository of images and videos of sows with different locomotion scores. Our goal is to develop a computer vision model for automatically identifying specific points on the sow's body. The automatic identification and ability to track specific body areas, will allow us to conduct kinematic studies with the aim of facilitating the detection of lameness using deep learning. The video database was collected on a pig farm with a scenario built to allow filming of sows in locomotion with different lameness scores. Two stereo cameras were used to record 2D videos images. Thirteen locomotion experts assessed the videos using the Locomotion Score System developed by Zinpro Corporation. From this annotated repository, computational models were trained and tested using the open-source deep learning-based animal pose tracking framework SLEAP (Social LEAP Estimates Animal Poses). The top-performing models were constructed using the LEAP architecture to accurately track 6 (lateral view) and 10 (dorsal view) skeleton keypoints. The architecture achieved average precisions values of 0.90 and 0.72, average distances of 6.83 and 11.37 in pixel, and similarities of 0.94 and 0.86 for the lateral and dorsal views, respectively. These computational models are proposed as a Precision Livestock Farming tool and method for identifying and estimating postures in pigs automatically and objectively. The 2D video image repository with different pig locomotion scores can be used as a tool for teaching and research. Based on our skeleton keypoint classification results, an automatic system could be developed. This could contribute to the objective assessment of locomotion scores in sows, improving their welfare.
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Affiliation(s)
- Tauana Maria Carlos Guimarães de Paula
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, Center for Comparative Studies in Sustainability, Health and Welfare, University of São Paulo, Pirassununga, SP, 13635-900, Brazil.
| | - Rafael Vieira de Sousa
- Robotics and Automation Group for Biosystems Engineering, Department of Biosystems Engineering, Faculty of Animal Science and Food Engineering (FZEA), University of São Paulo (USP), Pirassununga, SP, 13635-900, Brazil
| | - Marisol Parada Sarmiento
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, Center for Comparative Studies in Sustainability, Health and Welfare, University of São Paulo, Pirassununga, SP, 13635-900, Brazil
| | - Ton Kramer
- Zinpro Corporation, Piracicaba, SP, Brazil
| | - Edson José de Souza Sardinha
- Robotics and Automation Group for Biosystems Engineering, Department of Biosystems Engineering, Faculty of Animal Science and Food Engineering (FZEA), University of São Paulo (USP), Pirassununga, SP, 13635-900, Brazil
| | - Leandro Sabei
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, Center for Comparative Studies in Sustainability, Health and Welfare, University of São Paulo, Pirassununga, SP, 13635-900, Brazil
| | - Júlia Silvestrini Machado
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, Center for Comparative Studies in Sustainability, Health and Welfare, University of São Paulo, Pirassununga, SP, 13635-900, Brazil
| | - Mirela Vilioti
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, Center for Comparative Studies in Sustainability, Health and Welfare, University of São Paulo, Pirassununga, SP, 13635-900, Brazil
| | - Adroaldo José Zanella
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, Center for Comparative Studies in Sustainability, Health and Welfare, University of São Paulo, Pirassununga, SP, 13635-900, Brazil.
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Lagoda ME, O’Driscoll K, Galli MC, Cerón JJ, Ortín-Bustillo A, Marchewka J, Boyle LA. Indicators of improved gestation housing of sows. Part II: Effects on physiological measures, reproductive performance and health of the offspring. Anim Welf 2023; 32:e52. [PMID: 38487422 PMCID: PMC10936399 DOI: 10.1017/awf.2023.48] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Revised: 05/08/2023] [Accepted: 06/22/2023] [Indexed: 03/17/2024]
Abstract
Prenatal stress is the mechanism through which poor welfare of pregnant sows has detrimental effects on the health and resilience of their piglets. We compared two gestation housing systems (IMPROVED versus [conventional] CONTROL) in terms of sow stress and welfare indicators and sought to determine whether potential benefits to the sows would translate into improved offspring health. Sows were mixed into 12 stable groups (six groups per treatment, 20 sows per group) 29 days post-service in pens with free-access, full-length individual feeding/lying-stalls. CONTROL pens had fully slatted concrete floors, with two blocks of wood and two chains suspended in the group area. IMPROVED pens were the same but with rubber mats and manila rope in each stall, and straw provided in three racks in the group area. Saliva was collected from each sow on day 80 of pregnancy and analysed for haptoglobin. Hair cortisol was measured in late gestation. Sows' right and left eyes were scored for tear staining in mid lactation and at weaning. Numbers of piglets born alive, dead, mummified, and total born were recorded. Piglets were weighed and scored for vitality and intra-uterine growth restriction (IUGR) at birth. Presence of diarrhoea in farrowing pens was scored every second day throughout the suckling period. IMPROVED sows had lower haptoglobin levels and tear-stain scores during lactation. IMPROVED sows produced fewer mummified piglets, and these had significantly lower IUGR scores, and scored lower for diarrhoea than piglets of CONTROL sows. Hence, improving sow welfare during gestation improved the health and performance of their offspring.
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Affiliation(s)
- Martyna E Lagoda
- Pig Development Department, Animal & Grassland Research & Innovation Centre, Teagasc Moorepark, Fermoy, Co Cork, Ireland
- Institute of Genetics and Animal Biotechnology of the Polish Academy of Sciences, Department of Animal Behaviour, ul. Postępu 36A, Jastrzębiec 05-552
| | - Keelin O’Driscoll
- Pig Development Department, Animal & Grassland Research & Innovation Centre, Teagasc Moorepark, Fermoy, Co Cork, Ireland
| | - Maria C Galli
- Department of Animal Medicine, Production and Health, University of Padova, Viale dell’Università 16, 35020, Legnaro (PD), Italy
| | - José J Cerón
- Interdisciplinary Laboratory of Clinical Analysis of the University of Murcia (Interlab-UMU), Regional Campus of International Excellence ‘Campus Mare Nostrum’, University of Murcia, Campus de Espinardo s/n, 30100Murcia, Spain
| | - Alba Ortín-Bustillo
- Interdisciplinary Laboratory of Clinical Analysis of the University of Murcia (Interlab-UMU), Regional Campus of International Excellence ‘Campus Mare Nostrum’, University of Murcia, Campus de Espinardo s/n, 30100Murcia, Spain
| | - Joanna Marchewka
- Institute of Genetics and Animal Biotechnology of the Polish Academy of Sciences, Department of Animal Behaviour, ul. Postępu 36A, Jastrzębiec 05-552
| | - Laura A Boyle
- Pig Development Department, Animal & Grassland Research & Innovation Centre, Teagasc Moorepark, Fermoy, Co Cork, Ireland
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Parada Sarmiento M, Lanzoni L, Sabei L, Chincarini M, Palme R, Zanella AJ, Vignola G. Lameness in Pregnant Sows Alters Placental Stress Response. Animals (Basel) 2023; 13:1722. [PMID: 37889627 PMCID: PMC10251993 DOI: 10.3390/ani13111722] [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: 04/09/2023] [Revised: 05/08/2023] [Accepted: 05/18/2023] [Indexed: 10/29/2023] Open
Abstract
Pregnant sows from commercial pig farms may experience painful states, such as lameness, an essential indicator in assessing sow welfare. We investigated the effect of lameness during the last third of pregnancy on reproductive performance and placental glucocorticoid concentrations in sows. Periodic locomotion assessments were carried out on two commercial pig farms using a validated 0-5 scoring system (from 0: normal locomotion; to 5: a downer animal). Sows from both farms (N = 511) were grouped based on their average locomotion scores. On Farm 1, 30 sows were selected and grouped as either Not Lame (NL = 16; X¯ = 0-1) or Lame (L = 14; X¯ > 1). On Farm 2, 39 sows were selected and grouped as either Not Lame (G1 = 12; X¯ = 0-1), Moderately Lame (G2 = 13; X¯ = 1.1-2), or Severely Lame (G3 = 14; X¯ ≥ 2.1). Reproductive data (gestation length, litter weight, average piglet weight, litter size, and the number of piglets born alive/mummified/stillborn) were recorded on both farms. Moreover, on Farm 2, piglet intrauterine growth restriction score and the number of piglets dead during the first week were also recorded, and placenta samples were collected to determine their cortisol/cortisone concentrations. A linear mixed model was used to analyze the data. The proportion of lameness in pregnant sows (N = 511) was >40%, and the gestation length tended to decrease with the presence of lameness (p < 0.1) in both farms. G2 sows had a higher placental cortisol/cortisone ratio than G1 and G3 sows (p < 0.01). In conclusion, lameness was high in the sows assessed, which may decrease sow gestation length and reduce placental efficiency in protecting the offspring from the sows' stress response.
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Affiliation(s)
- Marisol Parada Sarmiento
- Center for Comparative Studies in Sustainability, Health and Welfare, Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga CEP 13635-900, SP, Brazil;
- Department of Veterinary Medicine, University of Teramo, Loc. Piano d’Accio, 64100 Teramo, Italy; (L.L.); (M.C.); (G.V.)
| | - Lydia Lanzoni
- Department of Veterinary Medicine, University of Teramo, Loc. Piano d’Accio, 64100 Teramo, Italy; (L.L.); (M.C.); (G.V.)
| | - Leandro Sabei
- Center for Comparative Studies in Sustainability, Health and Welfare, Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga CEP 13635-900, SP, Brazil;
| | - Matteo Chincarini
- Department of Veterinary Medicine, University of Teramo, Loc. Piano d’Accio, 64100 Teramo, Italy; (L.L.); (M.C.); (G.V.)
| | - Rupert Palme
- Unit of Physiology, Pathophysiology and Experimental Endocrinology, Department of Biomedical Sciences, University of Veterinary Medicine, Veterinärpl. 1, 1210 Wien, Austria;
| | - Adroaldo José Zanella
- Center for Comparative Studies in Sustainability, Health and Welfare, Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga CEP 13635-900, SP, Brazil;
| | - Giorgio Vignola
- Department of Veterinary Medicine, University of Teramo, Loc. Piano d’Accio, 64100 Teramo, Italy; (L.L.); (M.C.); (G.V.)
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Nery da Silva A, Alves L, Osowski GV, Sabei L, Ferraz PA, Pugliesi G, Marques MG, Zanella R, Zanella AJ. Housing Conditions and a Challenge with Lipopolysaccharide on the Day of Estrus Can Influence Gene Expression of the Corpus Luteum in Gilts. Genes (Basel) 2022; 13:genes13050769. [PMID: 35627154 PMCID: PMC9141224 DOI: 10.3390/genes13050769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2022] [Revised: 04/20/2022] [Accepted: 04/22/2022] [Indexed: 11/17/2022] Open
Abstract
The corpus luteum (CL) is a temporary endocrine gland that plays a decisive role in the reproductive physiology of gilts. Recently, it has been suggested that exogenous factors may compromise the normal functioning of the CL. In the present study, we aimed to understand to what extent an acute and systemic challenge with lipopolysaccharide (LPS) on the day of estrus could compromise gene expression of gilts’ CLs housed in different welfare conditions. For this, we housed 42 gilts in three different housing systems: crates, indoor group pens, and outdoor housing. Then, we challenged six females from each group with LPS and eight with saline (SAL) on the day of estrus. After slaughtering the gilts on the fifth day after the challenge, ovaries were collected for gene expression analysis by RT-qPCR. Housing system and LPS challenge did not have a significant interaction for any genes evaluated; thus, their effects were studied separately. We identified significant (p < 0.05) downregulation of the angiogenic genes VEGF and FTL1 among LPS-challenged animals. Meanwhile, we also observed upregulation of HSD3B1 gene among LPS-challenged animals. We found that STAR and LHCGR genes were differentially expressed depending on the housing system, which indicates that the environment may affect adaptation capabilities. Our results indicate that an acute health challenge on the estrus day alters CL gene expression; however, the role of the housing system remains uncertain.
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Affiliation(s)
- Arthur Nery da Silva
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (A.N.d.S.); (L.A.); (G.V.O.); (L.S.)
| | - Luana Alves
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (A.N.d.S.); (L.A.); (G.V.O.); (L.S.)
| | - Germana Vizzotto Osowski
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (A.N.d.S.); (L.A.); (G.V.O.); (L.S.)
| | - Leandro Sabei
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (A.N.d.S.); (L.A.); (G.V.O.); (L.S.)
| | - Priscila Assis Ferraz
- Department of Animal Reproduction, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (P.A.F.); (G.P.)
| | - Guilherme Pugliesi
- Department of Animal Reproduction, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (P.A.F.); (G.P.)
| | - Mariana Groke Marques
- Embrapa Suínos e Aves, Concórdia 89715-899, SC, Brazil;
- Programa de Pós-Graduação em Produção e Sanidade Animal, Instituto Federal Catarinense—IFC, Concórdia 89703-720, SC, Brazil
| | - Ricardo Zanella
- School of Agronomy and Veterinary Medicine, University of Passo Fundo, Passo Fundo 99052-900, RS, Brazil;
| | - Adroaldo José Zanella
- Department of Preventive Veterinary Medicine and Animal Health, School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 05508-070, SP, Brazil; (A.N.d.S.); (L.A.); (G.V.O.); (L.S.)
- Correspondence:
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Lagoda ME, Marchewka J, O'Driscoll K, Boyle LA. Risk Factors for Chronic Stress in Sows Housed in Groups, and Associated Risks of Prenatal Stress in Their Offspring. Front Vet Sci 2022; 9:883154. [PMID: 35498729 PMCID: PMC9039259 DOI: 10.3389/fvets.2022.883154] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Accepted: 03/18/2022] [Indexed: 11/13/2022] Open
Abstract
Chronic stress has a detrimental effect on sow welfare and productivity, as well as on the welfare and resilience of their piglets, mediated prenatally. Despite this, the specific risk factors for chronic stress in pregnant sows are understudied. Group-housed pregnant sows continuously face numerous challenges associated with aspects of the physical (group type and size, flooring, feeding system) and social (stocking density, mixing strategy) environment. There are many well-known potent stressors for pigs that likely contribute to chronic, physiological stress, including overcrowding, hot temperatures, feed restriction, inability to forage, uncomfortable floors, and poor handling. Some of these stressors also contribute to the development of production diseases such as lameness, which in turn are also likely causes of chronic stress because of the associated pain and difficulty accessing resources. The aim of this review is to discuss potential risk factors for chronic stress in pregnant sows such as space allowance, group size and type (stable/dynamic), feeding level, lameness, pen design, feed system, enrichment and rooting material, floor type, the quality of stockmanship, environmental conditions, and individual sow factors. The mechanisms of action of both chronic and prenatal stress, as well as the effects of the latter on offspring are also discussed. Gaps in existing research and recommendations for future work are outlined.
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Affiliation(s)
- Martyna Ewa Lagoda
- Pig Development Department, Teagasc, Animal and Grassland Research and Innovation Centre, Fermoy, Ireland
- Department of Animal Behaviour, Institute of Genetics and Animal Biotechnology, Polish Academy of Sciences, Jastrzebiec, Poland
| | - Joanna Marchewka
- Department of Animal Behaviour, Institute of Genetics and Animal Biotechnology, Polish Academy of Sciences, Jastrzebiec, Poland
| | - Keelin O'Driscoll
- Pig Development Department, Teagasc, Animal and Grassland Research and Innovation Centre, Fermoy, Ireland
| | - Laura Ann Boyle
- Pig Development Department, Teagasc, Animal and Grassland Research and Innovation Centre, Fermoy, Ireland
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How Epigenetics Can Enhance Pig Welfare? Animals (Basel) 2021; 12:ani12010032. [PMID: 35011138 PMCID: PMC8749669 DOI: 10.3390/ani12010032] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Revised: 12/15/2021] [Accepted: 12/21/2021] [Indexed: 12/12/2022] Open
Abstract
Epigenetics works as an interface between the individual and its environment to provide phenotypic plasticity to increase individual adaptation capabilities. Recently, a wide variety of epi-genetic findings have indicated evidence for its application in the development of putative epi-biomarkers of stress in farm animals. The purpose of this study was to evaluate previously reported stress epi-biomarkers in swine and encourage researchers to investigate potential paths for the development of a robust molecular tool for animal welfare certification. In this literature review, we report on the scientific concerns in the swine production chain, the management carried out on the farms, and the potential implications of these practices for the animals' welfare and their epigenome. To assess reported epi-biomarkers, we identified, from previous studies, potentially stress-related genes surrounding epi-biomarkers. With those genes, we carried out a functional enrichment analysis of differentially methylated regions (DMRs) of the DNA of swine subjected to different stress-related conditions (e.g., heat stress, intrauterine insult, and sanitary challenges). We identified potential epi-biomarkers for target analysis, which could be added to the current guidelines and certification schemes to guarantee and certify animal welfare on farms. We believe that this technology may have the power to increase consumers' trust in animal welfare.
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Lagoda ME, Boyle LA, Marchewka J, O’Driscoll K. Early Detection of Locomotion Disorders in Gilts Using a Novel Visual Analogue Scale; Associations with Chronic Stress and Reproduction. Animals (Basel) 2021; 11:ani11102900. [PMID: 34679922 PMCID: PMC8532660 DOI: 10.3390/ani11102900] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Revised: 10/01/2021] [Accepted: 10/04/2021] [Indexed: 11/16/2022] Open
Abstract
Locomotion scoring is crucial for the early detection of lameness, which reduces sow welfare and performance. Our objective was to test the effectiveness of a visual analogue scale (VAS) to measure locomotory ability (OVERALL) compared to a categorical scoring system (CAT) and to investigate associations with hair cortisol and reproductive performance. Locomotion was scored in gilts (n = 51) at service, on day 57 and day 108 of pregnancy, and at weaning, using a VAS (150 mm line: 0 mm (perfect)-150 mm (severely lame)), and a CAT (1 (perfect)-5 (severely lame)). Hair cortisol concentration was measured on day 108 of pregnancy. Reproductive performance data (parity 1-4) were acquired from farm records. VAS detected deviations from optimal locomotion more effectively than the CAT (F3,145 = 2.70; p ≤ 0.05 versus F3,195 = 2.45; p = 0.065). Higher OVERALL scores at service (REG = 0.003 ± 0.0012; F1,48 = 4.25; p ≤ 0.05) and on day 57 (REG = 0.003 ± 0.0013; F1,48 = 6.95; p ≤ 0.05) were associated with higher hair cortisol concentrations on day 108. Positive associations were detected between OVERALL at service and the number of piglets born dead (REG = 0.01 ± 0.006; F1,36 = 4.24; p ≤ 0.05), and total born (REG = 0.1 ± 0.03; F1,120 = 4.88; p ≤ 0.05). The VAS better facilitates early detection of lameness, which could help to prevent detrimental effects, possibly mediated by chronic stress, on reproductive performance.
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Affiliation(s)
- Martyna E. Lagoda
- Pig Development Department, Teagasc Animal and Grassland Research and Innovation Centre, Moorepark, Fermoy, Co., P61 P302 Cork, Ireland; (L.A.B.); (K.O.)
- Department of Animal Behaviour, Institute of Genetics and Animal Biotechnology of the Polish Academy of Sciences, ul. Postępu 36A, Jastrzębiec, 05-552 Warsaw, Poland;
- Correspondence: or
| | - Laura A. Boyle
- Pig Development Department, Teagasc Animal and Grassland Research and Innovation Centre, Moorepark, Fermoy, Co., P61 P302 Cork, Ireland; (L.A.B.); (K.O.)
| | - Joanna Marchewka
- Department of Animal Behaviour, Institute of Genetics and Animal Biotechnology of the Polish Academy of Sciences, ul. Postępu 36A, Jastrzębiec, 05-552 Warsaw, Poland;
| | - Keelin O’Driscoll
- Pig Development Department, Teagasc Animal and Grassland Research and Innovation Centre, Moorepark, Fermoy, Co., P61 P302 Cork, Ireland; (L.A.B.); (K.O.)
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