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Streamline unsupervised machine learning to survey and graph indel-based haplotypes from pan-genomes
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作者 Bosen Zhang Haiyan Huang +6 位作者 Laura E.Tibbs-Cortes Adam Vanous Zhiwu Zhang Karen Sanguinet kimberly a.garland-campbell Jianming Yu Xianran Li 《Molecular Plant》 SCIE CSCD 2023年第6期975-978,共4页
Dear Editor,Pan-genomes with high quality de novo assemblies are shifting the paradigm of biology research in genome evolution,speciation,and function annotation(Shi et al.,2023).An all-vs.-all comparison across assem... Dear Editor,Pan-genomes with high quality de novo assemblies are shifting the paradigm of biology research in genome evolution,speciation,and function annotation(Shi et al.,2023).An all-vs.-all comparison across assemblies potentially overcomes the limitation of mapping short reads to a single assembly in cataloging polymorphisms,especially large insertions and deletions(indels)contributing to phenotypic variations through altering gene structure or expression(Chen et al.,2021). 展开更多
关键词 OVERCOME SHIFTING INSERTION
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Genetics-inspired data-driven approaches explain and predict crop performance fluctuations attributed to changing climatic conditions 被引量:3
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作者 Xianran Li Tingting Guo +5 位作者 Guihua Bai Zhiwu Zhang Deven See Juliet Marshall kimberly a.garland-campbell Jianming Yu 《Molecular Plant》 SCIE CAS CSCD 2022年第2期203-206,共4页
Dear Editor,Genetics-focused approaches have been widely used to uncover major genetic variants associated with performance variation.Selecting,manipulating,and editing genetic variants significantly improve crop perf... Dear Editor,Genetics-focused approaches have been widely used to uncover major genetic variants associated with performance variation.Selecting,manipulating,and editing genetic variants significantly improve crop performance.Meanwhile,the genetic component explains a portion of performance variation,and the environ-mental component contributes to the remaining,often large,portion(Laidig et al.,2017;Bonecke et al.,2020;Li et al.,2021).To ensure superior and robust performance,elite varieties are extensively tested across multiple years and locations.These extensive performance records,coupled with climatic profiles,could be leveraged to understand climate's impact on agriculture through approaches parallel to quantitative genetics approaches(Figure 1A). 展开更多
关键词 performance attributed FIGURE
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