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Integrating a genome‐wide association study with a large‐scale transcriptome analysis to predict genetic regions influencing the glycaemic index and texture in rice
- Source :
- Plant Biotechnology Journal
- Publication Year :
- 2019
- Publisher :
- Wiley, 2019.
-
Abstract
- Summary Reliably generating rice varieties with low glycaemic index (GI) is an important nutritional intervention given the high rates of Type II diabetes incidences in Asia where rice is staple diet. We integrated a genome‐wide association study (GWAS) with a transcriptome‐wide association study (TWAS) to determine the genetic basis of the GI in rice. GWAS utilized 305 re‐sequenced diverse indica panel comprising ~2.4 million single nucleotide polymorphisms (SNPs) enriched in genic regions. A novel association signal was detected at a synonymous SNP in exon 2 of LOC_Os05g03600 for intermediate‐to‐high GI phenotypic variation. Another major hotspot region was predicted for contributing intermediate‐to‐high GI variation, involves 26 genes on chromosome 6 (GI6.1). These set of genes included GBSSI, two hydrolase genes, genes involved in signalling and chromatin modification. The TWAS and methylome sequencing data revealed cis‐acting functionally relevant genetic variants with differential methylation patterns in the hot spot GI6.1 region, narrowing the target to 13 genes. Conversely, the promoter region of GBSSI and its alternative splicing allele (G allele of Wx a) explained the intermediate‐to‐high GI variation. A SNP (C˃T) at exon‐10 was also highlighted in the preceding analyses to influence final viscosity (FV), which is independent of amylose content/GI . The low GI line with GC haplotype confirmed soft texture, while other two low GI lines with GT haplotype were characterized as hard and cohesive. The low GI lines were further confirmed through clinical in vivo studies. Gene regulatory network analysis highlighted the role of the non‐starch polysaccharide pathway in lowering GI.
- Subjects :
- 0106 biological sciences
0301 basic medicine
Swine
Single-nucleotide polymorphism
Genome-wide association study
Plant Science
Biology
Polymorphism, Single Nucleotide
01 natural sciences
03 medical and health sciences
Exon
transcriptome‐wide association study
Animals
Humans
SNP
Allele
Promoter Regions, Genetic
Gene
Research Articles
Genetic Association Studies
genome‐wide association study
Genetics
whole‐genome bisulfite sequencing
Gene Expression Profiling
gene‐regulatory network analysis
Haplotype
Oryza
Mendelian Randomization Analysis
Phenotype
030104 developmental biology
Haplotypes
glycaemic index
Glycemic Index
DNA methylation
Digestion
final viscosity
Transcriptome
human activities
Agronomy and Crop Science
Research Article
010606 plant biology & botany
Biotechnology
Subjects
Details
- ISSN :
- 14677652 and 14677644
- Volume :
- 17
- Database :
- OpenAIRE
- Journal :
- Plant Biotechnology Journal
- Accession number :
- edsair.doi.dedup.....8fb973c250a249029775d5f865ddb7e2
- Full Text :
- https://doi.org/10.1111/pbi.13051