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Mating Systems and Genetic Improvement in Animal Breeding

Study Guide - Smart Notes

Tailored notes based on your materials, expanded with key definitions, examples, and context.

{"type":"doc","content":[{"type":"heading","attrs":{"textAlign":null,"level":2},"content":[{"type":"text","text":"Mating Systems in Animal Genetics"}]},{"type":"heading","attrs":{"textAlign":null,"level":3},"content":[{"type":"text","text":"Overview of Genetic Change in Animal Breeding"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Genetic improvement in animal populations is achieved through the strategic use of selection and mating systems. Selection determines which individuals become parents, while mating systems dictate how selected males and females are paired to achieve breeding objectives."}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Selection:"},{"type":"text","text":" The process of choosing animals with desirable traits to become parents of the next generation."}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Mating:"},{"type":"text","text":" The process of pairing selected males and females to produce offspring with targeted genetic combinations."}]}]}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Both processes are essential for achieving genetic progress and managing genetic diversity within populations."}]},{"type":"heading","attrs":{"textAlign":null,"level":2},"content":[{"type":"text","text":"Pedigrees and Registries"}]},{"type":"heading","attrs":{"textAlign":null,"level":3},"content":[{"type":"text","text":"Using Pedigree Data"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Pedigrees are records of matings and ancestral relationships, providing valuable information for genetic selection and management. They help track inheritance patterns, identify carriers of genetic diseases, and estimate inbreeding levels."}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Pattern of Inheritance:"},{"type":"text","text":" Pedigrees reveal whether traits are dominant, recessive, or sex-linked, aiding in selection decisions."}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Genetic Merit:"},{"type":"text","text":" The average performance of parents (parent average) predicts the expected performance of their offspring."}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Inbreeding Estimates:"},{"type":"text","text":" Pedigrees allow calculation and prediction of inbreeding coefficients, which are important for managing genetic health."}]}]}]},{"type":"heading","attrs":{"textAlign":null,"level":3},"content":[{"type":"text","text":"Registries and Breed Associations"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Registries maintain records of pedigreed animals, set breed standards, and provide member benefits such as marketing, research, and health information. Registration often includes documentation of breed purity, physical and genetic characteristics, and ownership."}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Breed Standards:"},{"type":"text","text":" Registries define the ideal characteristics for each breed."}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Genetic Evaluation Scores:"},{"type":"text","text":" Performance and progeny data are used to estimate breeding values (e.g., Expected Progeny Differences, EPDs)."}]}]}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"image","attrs":{"src":"https://static.studychannel.pearsonprd.tech/study_guide_files/genetics/sub_images/58bd0664_image_4.png","alt":"American Kennel Club logo","title":null,"width":null,"height":null}},{"type":"image","attrs":{"src":"https://static.studychannel.pearsonprd.tech/study_guide_files/genetics/sub_images/58bd0664_image_5.png","alt":"American Angus Association logo","title":null,"width":null,"height":null}}]},{"type":"heading","attrs":{"textAlign":null,"level":3},"content":[{"type":"text","text":"Examples of Pedigree Records"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Pedigree charts typically display the primary individual, with the sire (father) listed above and the dam (mother) below. Additional information may include physical appearance notes, genetic merit scores, and registration numbers."}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"image","attrs":{"src":"data:image/png;base64,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