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72 laying hens were studied across three groups to assess the impact of bile acid supplementation on eggshell quality. Transcriptomic analysis of shell gland tissue revealed distinct gene expression profiles associated with laying stage and supplementation. Key biomineralization genes CALB1, CA2, and OC-116 were downregulated during late lay but significantly restored by bile acid supplementation.
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