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Genetic Selection and Response to Selection 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":"Genetic Merit and Breeding Value"}]},{"type":"heading","attrs":{"textAlign":null,"level":3},"content":[{"type":"text","text":"Definitions and Concepts"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Understanding genetic selection in animal breeding requires distinguishing between several key values that describe an individual's genetic contribution to a population."}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Genetic Merit (Genotypic Value):"},{"type":"text","text":" The value of an individual's genes as reflected in their own performance for a trait."}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Breeding Value (BV):"},{"type":"text","text":" The value of an individual's genes as measured by the average performance of its progeny compared to the population mean."}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Transmitting Ability (Progeny Difference):"},{"type":"text","text":" The expected average value of the gametes produced by an individual, or the expectation of what the progeny inherit from the parent. It is calculated as half the breeding value: "},{"type":"inlineMath","attrs":{"latex":"\\text{Transmitting Ability} = \\frac{1}{2} \\text{BV}"}},{"type":"text","text":" (On average, a parent passes on ½ of its breeding value)"}]},{"type":"bulletList","content":[{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"Estimated measurement:"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"◦ Expected progeny difference (EPD)"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"◦ Expected transmitting ability (ETA)"}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","text":"◦ Predicted transmitting ability (PTA)"}]}]}]}]},{"type":"listItem","content":[{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Producing Ability:"},{"type":"text","text":" The performance potential of an individual for a repeated trait, influenced by both genetic and permanent environmental effects (e.g., milk production, wool production, twinning, weaning).Consistency of an individual to repeatedly produce at a particular level"}]}]}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Accuracy"},{"type":"text","text":" refers to the degree of confidence in predicting the transmitting ability or breeding value of a trait. It increases with more phenotypic records, more individuals evaluated, and higher heritability."}]},{"type":"paragraph","attrs":{"textAlign":null},"content":[{"type":"image","attrs":{"src":"data:image/png;base64,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