Abstract

Parasite resistance traits in aquaculture species often have moderate heritability, indicating the potential for genetic improvements by selective breeding. However, parasite resistance is often synonymous with an undesirable negative correlation with body size. In this study, we first tested the feasibility of genomic selection (GS) on resistance to heterobothriosis, caused by the monogenean parasite Heterobothrium okamotoi, which leads to huge economic losses in aquaculture of the tiger pufferfish Takifugu rubripes. Then, using a simulation study, we tested the possibility of simultaneous improvement of parasite resistance, assessed by parasite counts on host fish (HC), and standard length (SL). Each trait showed moderate heritability (square-root transformed HC: h2 = 0.308 ± 0.123, S.E.; SL: h2 = 0.405 ± 0.131). The predictive abilities of genomic prediction among 12 models, including genomic Best Linear Unbiased Predictor (GBLUP), Bayesian regressions, and machine learning procedures, were also moderate for both transformed HC (0.248‒0.344) and SL (0.340‒0.481). These results confirmed the feasibility of GS for this trait. Although an undesirable genetic correlation was suggested between transformed HC and SL (rg = 0.228), the simulation study suggested the desired gains index can help achieve simultaneous genetic improvements in both traits.

Highlights

  • Parasite resistance traits in aquaculture species often have moderate heritability, indicating the potential for genetic improvements by selective breeding

  • We tested the possibility of genomic selection (GS) for genetic improvements in heterobothriosis resistance of the tiger pufferfish from empirical data and conducted a simulation study to design a GS breeding strategy that could improve the resistance trait concurrent with growth-related traits

  • Our results suggest GS for the parasite resistance trait is feasible and breeding strategy incorporating the DGI method can simultaneously improve both HC and standard length (SL), even though an unfavorable antagonistic genetic correlation was suggested

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Summary

Introduction

Parasite resistance traits in aquaculture species often have moderate heritability, indicating the potential for genetic improvements by selective breeding. We first tested the feasibility of genomic selection (GS) on resistance to heterobothriosis, caused by the monogenean parasite Heterobothrium okamotoi, which leads to huge economic losses in aquaculture of the tiger pufferfish Takifugu rubripes. In the era of GS, those LSI methods can be directly applied to compute the linear genomic selection index (LGSI), which showed higher efficiency in both simulation and real data, compared to pedigree-based ­LSI32. With the assistance of simulation, the breeding strategies incorporating LGSI are expected to greatly accelerate the simultaneous genetic improvement of disease resistance and growth-related traits

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