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Accordingly, we collected and defined 236 007 gene sets across different categories for 44 plant species in the Plant Gene Set Annotation Database (PlantGSAD). These gene sets were divided into nine main categories covering many functional subcategories, such as trait ontology, co-expression modules, chromatin states, and liquid-liquid phase separation. The annotations from the collected gene sets covered all of the genes in the Brassicaceae species Arabidopsis and Poaceae species Oryza sativa. Several GSEA tools are implemented in PlantGSAD to improve the efficiency of the analysis, including custom SEA for a flexible strategy based on customized annotations, SEACOMPARE for the cross-comparison of SEA results, and integrated visualization features for ontological analysis that intuitively reflects their parent-child relationships. In summary, PlantGSAD provides numerous gene sets for multiple plant species and highly efficient analysis tools. We believe that PlantGSAD will become a multifunctional analysis platform that can be used to predict and elucidate the functions and mechanisms of genes of interest. PlantGSAD is publicly available at http:\/\/systemsbiology.cau.edu.cn\/PlantGSEAv2\/.<\/jats:p>","DOI":"10.1093\/nar\/gkab794","type":"journal-article","created":{"date-parts":[[2021,9,8]],"date-time":"2021-09-08T11:37:07Z","timestamp":1631101027000},"page":"D1456-D1467","source":"Crossref","is-referenced-by-count":41,"title":["PlantGSAD: a comprehensive gene set annotation database for plant species"],"prefix":"10.1093","volume":"50","author":[{"given":"Xuelian","family":"Ma","sequence":"first","affiliation":[{"name":"State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing 100193, China"}]},{"given":"Hengyu","family":"Yan","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing 100193, China"}]},{"given":"Jiaotong","family":"Yang","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing 100193, China"}]},{"given":"Yue","family":"Liu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing 100193, China"}]},{"given":"Zhongqiu","family":"Li","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing 100193, China"}]},{"given":"Minghao","family":"Sheng","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing 100193, China"}]},{"given":"Yaxin","family":"Cao","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing 100193, China"}]},{"given":"Xinyue","family":"Yu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing 100193, China"}]},{"given":"Xin","family":"Yi","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing 100193, China"}]},{"given":"Wenying","family":"Xu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing 100193, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6579-3847","authenticated-orcid":false,"given":"Zhen","family":"Su","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural University, Beijing 100193, China"}]}],"member":"286","published-online":{"date-parts":[[2021,9,17]]},"reference":[{"key":"2022010507355906100_B1","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1038\/nprot.2008.211","article-title":"Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources","volume":"4","author":"Huang\u00a0da","year":"2009","journal-title":"Nat. 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