Evidence map›Paper›PMID 41868522›Full record

ArticleFrontiers in plant science2026

Genome wide association studies reveal candidate genes for salt tolerance in safflower (

Fawad Ali, Obaid Ullah Shah, Muhammad Azhar Nadeem, Muhammad Tanveer Altaf, Arif Ali, Mian Abdur Rehman Arif, Emre Aksoy, Faheem Shehzad Baloch

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Article in Frontiers in plant science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Fawad Ali *School of Breeding and Multiplication (Sanya Institute of Breeding and Multiplication), School of Tropical Agriculture and Forestry, Hainan University, Sanya, China.
Obaid Ullah Shah *School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai, China.
Muhammad Azhar NadeemDepartment of Biotechnology, Faculty of Science, Mersin University, Mersin, Türkiye.
Muhammad Tanveer AltafDepartment of Field Crops, Faculty of Agriculture, Recep Tayyip Erdoğan University, Rize, Türkiye.
Arif AliDepartment of Plant Sciences, Quaid-i-Azam University, Islamabad, Pakistan.
Mian Abdur Rehman ArifNuclear Institute for Agriculture and Biology College, Pakistan Institute of Engineering and Applied Sciences (NIAB-C, PIEAS), Faisalabad, Pakistan.
Emre AksoyDepartment of Biological Sciences, Middle East Technical University, Ankara, Türkiye.
Faheem Shehzad BalochDepartment of Biotechnology, Faculty of Science, Mersin University, Mersin, Türkiye.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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 clusters. Using stress tolerance indices (> 0.65) and superior performance above the population mean, three top-performing safflower genotypes were identified. A genome-wide association study (GWAS) revealed 322 marker-trait associations (MTAs), distributed as follows: 34 for BY, 25 for dry root weight (DRW), 44 for dry shoot weight (DSW), 48 for fresh root weight (FRW), 46 for FSW, 60 for number of leaves (NL), 47 for plant height (PH), and 18 for root length (RL). Gene annotation revealed key candidates influencing salinity tolerance, including

Indexed as

candidate genesin silico analysisMTASoilseed cropPPI networksalt stress

Identifiers

PMID41868522
PMCPMC13003225

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.