ArticleTAG. Theoretical and applied genetics. Theoretische und angewandte Genetik2023
GWAS across multiple environments and WGCNA suggest the involvement of ZmARF23 in embryonic callus induction from immature maize embryos.
Article in TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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9 citing papers in PubMed, 19 citations in OpenAlex.
- Unveiling the heterosis pattern of modern maize breeding in Southwest China through population structure and genetic diversity analysis.BMC plant biology · 2025Article
- A Cyclin Gene OsCYCB1;5 Regulates Seed Callus Induction in Rice Revealed by Genome Wide Association Study.Rice (New York, N.Y.) · 2024Article
- Combining genome-wide association study and linkage mapping in the genetic dissection of amylose content in maize (Zea mays L.).TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2024Article
- GWAS determined genetic loci associated with callus induction in oil palm tissue culture.Plant cell reports · 2024Article
- Genetic dissection of ten photosynthesis-related traits based on InDel- and SNP-GWAS in soybean.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2024Article
- Enigmatic role of auxin response factors in plant growth and stress tolerance.Frontiers in plant science · 2024Review
- Article
- Roles of auxin pathways in maize biology.Journal of experimental botany · 2023Review
- Article
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13 authors at 2 institutions in 2 countries.
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Abstract
key messageCombined GWAS, WGCNA, and gene-based association studies identified the co-expression network and hub genes for maize EC induction. ZmARF23 bound to ZmSAUR15 promoter and regulated its expression, affecting EC induction. Embryonic callus (EC) induction in immature maize embryos shows high genotype dependence, which limits the application of genetic transformation in transgenic breeding and gene function elucidation in maize. Herein, we conducted a genome-wide association mapping (GWAS) for four EC induction-related traits, namely rate of embryonic callus induction (REC), increased callus diameter (ICD), ratio of shoot formation (RSF), and length of shoot (LS) across different environments. A total of 77 SNPs were significantly associated these traits under three environments and using the averages (across environments). Among these significant SNPs, five were simultaneously detected under multiple environments and 11 had respective phenotypic variation explained > 10%. A total of 257 genes were located in the linkage disequilibrium decay of these REC- and ICD-associated SNPs, of which 178 were responsive to EC induction. According to the expression values of the 178 genes, we performed a weighted gene co-expression network analysis (WGCNA) and revealed an EC induction-associated module and five hub genes. Hub gene-based association studies uncovered that the intragenic variations in GRMZM2G105473 and ZmARF23 influenced EC induction efficiency among different maize lines. Dual-luciferase reporter assay indicated that ZmARF23 bound to the promoter of a known causal gene (ZmSAUR15) for EC induction and positively regulated its expression on the transcription level. Our study will deepen the understanding of genetic and molecular mechanisms underlying EC induction and contribute to the use of genetic transformation in maize.
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