Genome wide association studies reveal candidate genes for salt tolerance in safflower (Carthamus tinctorius L.) at seedling stage
Fawad Ali, Obaid Ullah Shah, Muhammad Azhar Nadeem, Muhammad Tanveer Altaf, Arif Ali, Mian Abdur Rehman Arif, Emre Aksoy, Faheem Shehzad Baloch

TL;DR
This study identifies candidate genes and top-performing genotypes in safflower that help it tolerate salt stress during the seedling stage.
Contribution
The study reports 322 marker-trait associations and candidate genes for salt tolerance in safflower, offering new insights for breeding resilient cultivars.
Findings
Significant variability in traits was observed among safflower genotypes under salt stress.
322 marker-trait associations were identified, linked to traits like plant height and root weight.
Genes like PLA1, SPS2, and DTX50 were upregulated, while others were downregulated under salinity.
Abstract
Safflower productivity is hindered by soil salinity, making the identification of genetic markers essential for breeding resilient cultivars. Despite the substantial yield losses caused by salt stress, research on parental genotypes and candidate genes associated with salt tolerance remains limited. A pot experiment with 94 safflower genotypes exposed to four sodium chloride (NaCl) concentrations at the seedling stage explored salt tolerance genetics. Results showed significant variability among genotypes, NaCl treatments, and their interactions for most traits, except biological yield (BY) and fresh shoot weight (FSW). Traits showed reductions from 8% (number of leaves) to 76% (dry root weight) under NaCl stress. Broad sense heritability ranged from 17% to 97%. Correlation analysis revealed positive associations among traits, except FSW and BY. PCA grouped genotypes into three distinct…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Click any figure to enlarge with its caption.
Figure 1
Figure 2
Figure 3
Figure 4
Figure 5
Figure 6
Figure 7
Figure 8
Figure 9
Figure 10Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsSunflower and Safflower Cultivation · Plant Stress Responses and Tolerance · Soybean genetics and cultivation
