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.

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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
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article

RGB-imaged GWAS reveals the genetic basis of salt tolerance in chrysanthemum across salinity gradients

Yuhua He, Weimin Fang, Ying Liu, 张雪峰 et al.
Horticulture Research
Plant Stress Responses and Tolerance
article

RGB-imaged GWAS reveals the genetic basis of salt tolerance in chrysanthemum across salinity gradients

Yuhua He, Weimin Fang, Ying Liu, 张雪峰, Yu Zhang, Siyue Wang, Zhiyong Guan, Jiangshuo Su, Ying Li, Fei Zhang
article en

Abstract

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.

Horticulture Research
Nanjing Agricultural University (CN)
Openalex Percentile: Top 14%
Plant Stress Responses and Tolerance
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