Abstract
Rice is the most important source of daily calories in human diets and second only to wheat as the most important protein source. Rice is generally exposed to high ammonium (NH4+) levels in the rhizosphere but may employ both NH4+ and nitrification-derived nitrate (NO3-) as major sources of nitrogen. However, the genetic basis underlying rice adaptation to different nitrogen forms remains poorly characterized. Here, we assessed biomass under either NH4+ or NO3- as a sole nitrogen source in 390 accessions from the USDA Rice Diversity Panel 1. Rice effectively used either form of nitrogen to support early growth. Tolerance to a high-NH4+ exposure was correlated with biomass under NO3- and lower NH4+ levels. Both genotype and nitrogen source strongly influenced biomass accumulation and partitioning between shoot and root. Root showed the greatest biomass variability and sensitivity to nitrogen source. Genome-wide analyses identified 176 single nucleotide polymorphism (SNP) markers associated with biomass across the full diversity panel and individual populations. The majority of the associations were unique to the individual nitrogen source. We compiled a list of candidate genes, including putative genes involved in nitrogen metabolism, located within 150 kb of 112 most significant SNPs, each with at least 3 adjacent markers detected under the same combination of population and nitrogen source. A flexible consumer, rice may employ distinct genetic mechanisms to use different nitrogen sources, making the species more resilient to fluctuations in soil nitrogen. These insights can guide matching rice genotypes with fertilizer management to improve nitrogen-use efficiency.
Competing Interest Statement
The authors have declared no competing interest.
List of abbreviations
- ARE1
- Abnormal cytokinin response1 REpressor 1
- AAP3
- Amino acid permease 3
- AAP4
- Amino acid permease 4
- AAP5
- Amino acid permease 5
- NH4+
- Ammonium
- ANOVA
- Analysis of variance
- BLINK
- Bayesian-information and Linkage-disequilibrium Iteratively Nested Keyway
- DLT
- DWARF AND LOW-TILLERING
- FarmCPU
- Fixed and random model Circulating Probability Unification
- GO
- Gene Ontology
- GWAS
- Genome-wide association studies
- GLM
- General Linear Model
- NRT1.1B
- High-affinity nitrate transporter 2.1
- NAR2.1
- High-affinity nitrate transporter-activating protein 2.1
- MAF
- Minor Allele Frequency
- MLM
- Mixed Linear Model
- NO3-
- Nitrate
- NR2
- Nitrate reductase 2
- NUE
- Nitrogen Use Efficiency
- PC
- Principal components
- Q-Q
- Quantile-quantile
- QTL
- Quantitative trait loci
- SNP
- Single nucleotide polymorphism
- TCP19
- Teosinte branched1, Cycloidea, Proliferating cell factor 19
- Tukey’s HSD
- Tukey’s honestly significant difference
- RDP1
- USDA Rice Diversity Panel 1