RGB-imaged GWAS reveals the genetic basis of salt tolerance in chrysanthemum across salinity gradients
Abstract Soil salinization is a severe abiotic stressor that limits plant growth and productivity worldwide; however, the genetic basis of plant responses to salinity stress remains elusive. Here, we combined RGB image-based phenotyping with genome-wide association studies (GWAS) to dissect the phenotypic and genetic architecture of salt tolerance in a diverse panel of chrysanthemums. An RGB image-based high-throughput phenotyping framework was first established to discriminate natural variation in chrysanthemum salt tolerance. Based on the salt-tolerance index (STI) of 27 core image-derived traits (i-traits), GWAS detected 1,892 (52.4%) trait-specific and 1,716 (47.6%) multiple-trait signals under low salinity (LS; 100 mM NaCl), and 1,283 (23.3%) trait-specific and 4,215 (76.7%) multiple-trait signals under high salinity (HS; 200 mM NaCl). Cross-environment comparison identified 88 co-localized loci between LS and HS conditions, with 2,383 LS-specific and 2,163 HS-specific loci, suggesting distinct genetic basis across salinity gradients. Notably, the marked increase in multi-trait loci under HS suggested a substantial shift in the genetic architecture underlying salt-responsive phenotypes, a pattern further supported by the enrichment of HS-specific genes in endomembrane organization, cell-cycle regulation, and defense-related pathways. Given their strong pleiotropy, haplotype effects, salt-induced expression patterns, and transient functional validation, CmPME34 and CmEGR2 were identified as promising candidate targets associated with salt tolerance. This study established an integrated phenomics-to-genomics framework to dissect complex salt-stress-adaptive traits and provides valuable genetic resources for improving salt tolerance in chrysanthemum.
Authors
- Yuhua He
- Weimin Fang (ORCID: https://orcid.org/0000-0002-1804-9326)
- Ying Liu (ORCID: https://orcid.org/0000-0003-0613-837X)
- 张雪峰
- Yu Zhang (ORCID: https://orcid.org/0000-0003-1237-4352)
- Siyue Wang (ORCID: https://orcid.org/0009-0003-6261-2379)
- Zhiyong Guan (ORCID: https://orcid.org/0000-0003-2737-462X)
- Jiangshuo Su
- Ying Li
- Fei Zhang
Institutions
- Nanjing Agricultural University (CN)
Publication Details
- Journal
- Horticulture Research
- Published
- 2026-10-30
- DOI
- https://doi.org/10.1093/hr/uhag460
- Primary Topic
- Plant Stress Responses and Tolerance
- Type
- article
- Field-Weighted Citation Impact
- 0.00