Genetic effects on chromatin accessibility reveal the molecular mechanisms of complex traits in maize
Cis-regulatory elements (CREs) are critical for modulating gene expression and phenotypic diversity in maize. While genome-wide association study (GWAS) hits and expression quantitative trait loci (eQTLs) are often enriched in CREs, their molecular mechanisms remain poorly understood. Characterizing CREs within accessible chromatin regions (ACRs) offers a powerful approach to link noncoding variants to chromatin structure alterations and phenotypic variation. Here, we generated ATAC-seq profiles from seedling leaves of 214 maize inbred lines, identifying 82 174 consensus ACRs. Notably, 39.55% of these ACRs exhibited significant population-wide chromatin accessibility variation. By mapping chromatin accessibility quantitative trait loci (caQTLs), we discovered 27 004 loci, including 1398 predicted to disrupt transcription factor (TF)-binding sites. Integration with multi-omics data revealed 7405 caACR-target gene pairs and linked 56 caACRs to GWAS signals for 51 agronomic traits, with significant enrichment in flowering-related pathways. Functional candidates such as ZmZIM30 - putatively regulated by caACRs - emerged as key regulators of flowering time. At the fad7 locus associated with linolenic acid content, allelic variants overlapping a caQTL showed differential chromatin accessibility. Our study provides a high-resolution cis-elements of maize leaves, deciphers the genetic basis of chromatin accessibility variation, and bridges noncoding caQTLs to molecular mechanisms underlying GWAS hits.
Authors
- Xiaoyu Tu (ORCID: https://orcid.org/0000-0002-0082-8989)
- Silin Zhong (ORCID: https://orcid.org/0000-0002-0198-7383)
- Tao Zhu (ORCID: https://orcid.org/0000-0001-9667-498X)
- H.W. Ngan (ORCID: https://orcid.org/0000-0002-6646-3820)
- Jianbing Yan (ORCID: https://orcid.org/0000-0001-8650-7811)
- Yongli Zhu
- Weilun Liu
- Dijun Chen (ORCID: https://orcid.org/0000-0002-7456-2511)
- Yingjie Xiao (ORCID: https://orcid.org/0000-0001-7276-653X)
- Zhuo Lin
- Wenqiang Li (ORCID: https://orcid.org/0000-0002-1046-7902)
- Ning Yang (ORCID: https://orcid.org/0000-0002-6354-3534)
- Kang Gao (ORCID: https://orcid.org/0000-0002-9535-5060)
Institutions
- Chinese University of Hong Kong (HK)
- Huazhong Agricultural University (CN)
- Shanghai Zhangjiang Laboratory (CN)
- Nanjing University (CN)
Publication Details
- Journal
- The Plant Journal
- Published
- 2025-08-01
- DOI
- https://doi.org/10.1111/tpj.70437
- Citations
- 1
- Primary Topic
- Genetic Mapping and Diversity in Plants and Animals
- Type
- article
- Field-Weighted Citation Impact
- 1.82
Funders
- National Natural Science Foundation of China
- National Key Research and Development Program of China