Charting plant gene functions in the multi-omics and single-cell era

被引:37
作者
Depuydt, Thomas [1 ,2 ]
De Rybel, Bert [1 ,2 ]
Vandepoele, Klaas [1 ,2 ,3 ]
机构
[1] Univ Ghent, Dept Plant Biotechnol & Bioinformat, Ghent, Belgium
[2] Vlaams Inst Biotechnol, Ctr Plant Syst Biol, Ghent, Belgium
[3] Univ Ghent, Bioinformat Inst Ghent, Ghent, Belgium
关键词
TRANSCRIPTION-FACTOR-BINDING; REGULATORY NETWORKS; ARABIDOPSIS-THALIANA; REVERSE GENETICS; GENOMICS; MAP; EXPRESSION; EVOLUTION; DISCOVERY; RESOURCE;
D O I
10.1016/j.tplants.2022.09.008
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Despite the increased access to high-quality plant genome sequences, the set of genes with a known function remains far from complete. With the advent of novel bulk and single-cell omics profiling methods, we are entering a new era where advanced and highly integrative functional annotation strategies are being developed to elucidate the functions of all plant genes. Here, we review different multi-omics approaches to improve functional and regulatory gene characterization and highlight the power of machine learning and network biology to fully exploit the complementary information embedded in different omics layers. Finally, we discuss the potential of emerging single-cell methods and algorithms to further increase the resolution, allowing generation of functional insights about plant biology.
引用
收藏
页码:283 / 296
页数:14
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