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提高奶牛耐热性的基因组选择:当前机遇与未来方向

Improving Genomic Selection for Heat Tolerance in Dairy Cattle: Current Opportunities and Future Directions.

作者信息

Cheruiyot Evans K, Haile-Mariam Mekonnen, Cocks Benjamin G, Pryce Jennie E

机构信息

School of Applied Systems Biology, La Trobe University, Bundoora, VIC, Australia.

Centre for AgriBiosciences, Agriculture Victoria Research, AgriBio, Bundoora, VIC, Australia.

出版信息

Front Genet. 2022 Jun 13;13:894067. doi: 10.3389/fgene.2022.894067. eCollection 2022.

Abstract

Heat tolerance is the ability of an animal to maintain production and reproduction levels under hot and humid conditions and is now a trait of economic relevance in dairy systems worldwide because of an escalating warming climate. The Australian dairy population is one of the excellent study models for enhancing our understanding of the biology of heat tolerance because they are predominantly kept outdoors on pastures where they experience direct effects of weather elements (e.g., solar radiation). In this article, we focus on evidence from recent studies in Australia that leveraged large a dataset [∼40,000 animals with phenotypes and 15 million whole-genome sequence variants] to elucidate the genetic basis of thermal stress as a critical part of the strategy to breed cattle adapted to warmer environments. Genotype-by-environment interaction (i.e., G × E) due to temperature and humidity variation is increasing, meaning animals are becoming less adapted (i.e., more sensitive) to changing environments. There are opportunities to reverse this trend and accelerate adaptation to warming climate by 1) selecting robust or heat-resilient animals and 2) including resilience indicators in breeding goals. Candidate causal variants related to the nervous system and metabolic functions are relevant for heat tolerance and, therefore, key for improving this trait. This could include adding these variants in the custom SNP panels used for routine genomic evaluations or as the basis to design specific agonist or antagonist compounds for lowering core body temperature under heat stress conditions. Indeed, it was encouraging to see that adding prioritized functionally relevant variants into the 50k SNP panel (i.e., the industry panel used for genomic evaluation in Australia) increased the prediction accuracy of heat tolerance by up to 10% units. This gain in accuracy is critical because genetic improvement has a linear relationship with prediction accuracy. Overall, while this article used data mainly from Australia, this could benefit other countries that aim to develop breeding values for heat tolerance, considering that the warming climate is becoming a topical issue worldwide.

摘要

耐热性是指动物在炎热潮湿条件下维持生产和繁殖水平的能力。由于气候变暖不断加剧,如今这已成为全球奶牛养殖系统中具有经济意义的一个性状。澳大利亚奶牛群体是增进我们对耐热生物学理解的优秀研究模型之一,因为它们主要饲养在户外牧场,会直接受到天气因素(如太阳辐射)的影响。在本文中,我们聚焦于澳大利亚近期研究的证据,这些研究利用了一个大型数据集[约40000头具有表型的动物以及1500万个全基因组序列变异]来阐明热应激的遗传基础,这是培育适应更温暖环境的奶牛策略的关键部分。由于温度和湿度变化导致的基因型与环境互作(即G×E)正在增加,这意味着动物对不断变化的环境越来越不适应(即更敏感)。有机会通过以下方式扭转这一趋势并加速对气候变暖的适应:1)选择健壮或耐热的动物;2)在育种目标中纳入恢复力指标。与神经系统和代谢功能相关的候选因果变异与耐热性相关,因此是改善这一性状的关键。这可能包括将这些变异添加到用于常规基因组评估的定制SNP面板中,或者作为设计特定激动剂或拮抗剂化合物的基础,以便在热应激条件下降低核心体温。事实上,令人鼓舞的是,将优先排序的功能相关变异添加到50k SNP面板(即澳大利亚用于基因组评估的行业面板)中,可将耐热性的预测准确性提高多达10个百分点。准确性的提高至关重要,因为遗传改良与预测准确性呈线性关系。总体而言,虽然本文主要使用了来自澳大利亚的数据,但考虑到气候变暖已成为全球热门话题,这可能会使其他旨在制定耐热育种值的国家受益。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9aba/9234448/d0c94b7a592f/fgene-13-894067-g001.jpg

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