Genome-wide association study of salt tolerance at the seed germination stage in lettuce

PLoS One. 2024 Oct 18;19(10):e0308818. doi: 10.1371/journal.pone.0308818. eCollection 2024.

Abstract

Developing lettuce varieties with salt tolerance at the seed germination stage is essential since lettuce seeds are planted half an inch deep in soil where salt levels are often highest in the salinity-affected growing regions. Greater knowledge of genetics and genomics of salt tolerance in lettuce will facilitate breeding of improved lettuce varieties with salt tolerance. Accordingly, we conducted a genome-wide association study (GWAS) in lettuce to identify marker-trait association for salt tolerance at the seed germination stage. The study involved 445 diverse lettuce accessions and 56,820 single nucleotide polymorphism (SNP) markers obtained through genotype-by-sequencing technology using lettuce reference genome version v8. GWAS using two single-locus and three multi-locus models for germination rate (GR) under salinity stress, 5 days post seeding (GR5d_S) and a salinity susceptibility index (SSI) based on GR under salinity stress and control conditions, 5 days post seeding (SSI_GR5d) revealed 10 significant SNPs on lettuce chromosomes 2, 4, and 7. The 10 SNPs were associated with five novel QTLs for salt tolerance in lettuce, explaining phenotyping variations of 5.85%, 4.38%, 4.26%, 3.77%, and 1.80%, indicating the quantitative nature of these two salt tolerance-related traits. Using the basic local alignment search tool (BLAST) within 100 Kb upstream and downstream of each of the 10 SNPs, we identified 25 salt tolerance-related putative candidate genes including four genes encoding for major transcription factors. The 10 significant salt tolerance-related SNPs and the 25 candidate genes identified in the current study will be a valuable resource for molecular marker development and marker-assisted selection for breeding lettuce varieties with improved salt tolerance at the seed germination stage.

MeSH terms

  • Genome-Wide Association Study*
  • Germination* / genetics
  • Lactuca* / genetics
  • Lactuca* / growth & development
  • Phenotype
  • Polymorphism, Single Nucleotide*
  • Quantitative Trait Loci*
  • Salt Tolerance* / genetics
  • Seeds* / genetics
  • Seeds* / growth & development

Grants and funding

This research was supported by grants from the Specialty Crop Block Grant Program of the USDA Agricultural Marketing Service (AMS) through the California Department of Food and Agriculture (CDFA Grants# 19-0001-012-SF and 20-0001-035-SF, https://www.cdfa.ca.gov/SpecialtyCrop Competitiveness Grants/) to N.D.A. and B.M. and partly also by funding from the Specialty Crop Research Initiative of the USDA National Institute of Food and Agriculture (Award# 2021-51181-35903, https://www.nifa.usda.gov/ grants/funding-opportunities/specialty-crop-research-initiative) to B.M. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.