ArticlePloS one2017
Genome wide association analysis of cold tolerance at germination in temperate japonica rice (Oryza sativa L.) varieties.
Article in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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18 citing papers in PubMed, 57 citations in OpenAlex.
- Genetic architecture of seedling stage chilling tolerance in United States rice germplasm.Frontiers in plant science · 2026Article
- Climate Adaptation Strategies for Maintaining Rice Grain Quality in Temperate Regions.Biology · 2025Review
- Synthetic biology and artificial intelligence in crop improvement.Plant communications · 2025Review
- Integrating molecular markers and phenotypic analysis to assess cold tolerance in rice germplasm.Molecular breeding : new strategies in plant improvement · 2025Article
- QTL mapping and identification of candidate genes for cold tolerance at the germination stage in wild rice.Genes & genomics · 2023Article
- Comparative transcriptomic analysis of germinating rice seedlings to individual and combined anaerobic and cold stress.BMC genomics · 2023Article
- GWAS reveals novel loci and identifies aFrontiers in plant science · 2023Article
- Article
- A Genome Wide Association Study Revealed Key Single Nucleotide Polymorphisms/Genes Associated With Seed Germination inFrontiers in plant science · 2022Article
- Integrative QTL Identification, Fine Mapping and Candidate Gene Analysis of a Major Locus qLTG3a for Seed Low-Temperature Germinability in Rice.Rice (New York, N.Y.) · 2021Article
- Identification of cold tolerance QTLs at the bud burst stage in 211 rice landraces by GWAS.BMC plant biology · 2021Article
- Zinc Oxide Nanoparticles Alleviate Chilling Stress in Rice (Molecules (Basel, Switzerland) · 2021Article
- The Candidate Genes Underlying a Stably Expressed QTL for Low Temperature Germinability in Rice (Oryza sativa L.).Rice (New York, N.Y.) · 2020Article
- Genome-Wide Association Mapping to Identify Genetic Loci for Cold Tolerance and Cold Recovery During Germination in Rice.Frontiers in genetics · 2020Article
- Identification of main-effect quantitative trait loci (QTLs) for low-temperature stress tolerance germination- and early seedling vigor-related traits in rice (Molecular breeding : new strategies in plant improvement · 2020Article
- Genome-wide association and epistatic interactions of flowering time in soybean cultivar.PloS one · 2020Article
- Genome-wide association study of agronomic traits in rice cultivated in temperate regions.BMC genomics · 2018Article
- Identification of Genes Related to Cold Tolerance and a Functional Allele That Confers Cold Tolerance.Plant physiology · 2018Article
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Authors and funding
4 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A pool of 200 traditional, landraces and modern elite and old cultivars of rice, mainly japonica varieties adapted to temperate regions, have been used to perform a genome wide association study to detect chromosome regions associated to low temperature germination (LTG) regulation using a panel of 1672 SNP markers. Phenotyping was performed by determining growth rates when seeds were germinated at 25° and 15°C in order to separate the germination vigorousness from cold tolerance effects. As expected, the ability to produce viable seedlings varied widely among rice cultivars and also depended greatly on temperature. Furthermore, we observed a differential response during seed germination and in coleoptile elongation. Faster development at 15°C was observed in seeds from varieties traditionally used as cold tolerant parents by breeders, along with other potentially useful cultivars, mainly of Italian origin. When phenotypic data were combined with the panel of SNPs for japonica rice cultivars, significant associations were detected for 31 markers: 7 were related to growth rate at 25°C and 24 to growth rates at 15°. Among the latter, some chromosome regions were associated to LTG while others were related to coleoptile elongation. Individual effects of the associated markers were low, but by combining favourable alleles in a linear regression model we estimated that 27 loci significantly explained the observed phenotypic variation. From these, a core panel of 13 markers was selected and, furthermore, two wide regions of chromosomes 3 and 6 were consistently associated to rice LTG. Varieties with higher numbers of favourable alleles for the panels of associated markers significantly correlated with increased phenotypic values at both temperatures, thus corroborating the utility of the tagged markers for marker assisted selection (MAS) when breeding japonica rice for LTG.
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