Characterization of genetic variants is crucial for understanding the molecular mechanisms behind selected traits and enhancing the rate of genetic gain through artificial selection. This study explored the genetic diversity and population structure of blunt snout bream Megalobrama amblycephala, a key freshwater fish in Chinese aquaculture. We conducted whole-genome re-sequencing of individuals from six populations, comprising three natural and three genetically improved strains, to assess genetic diversity, population structure and the impacts of selective breeding. We identified 17,009,590 high-quality biallelic single nucleotide polymorphism (SNP) loci. Genetic diversity assessments revealed low levels of polymorphism across populations, with genetically improved strains showing moderate to high genetic differentiation from their source populations. The study also highlighted runs of homozygosity (ROH) and analyzed linkage disequilibrium (LD) decay, indicating minimal recent inbreeding and diverse recombination events among populations. Selective sweep analyses uncovered significant selection loci associated with growth and hypoxia tolerance traits. Enrichment analyses identified genes involved in olfactory signal transduction, immune response, and metabolism pathways, which are closely related to these selective traits. These findings offer insights into the genetic basis of critical traits in M. amblycephala, contributing to the conservation of germplasm resources and supporting ongoing selective breeding efforts.
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