Department of Ecosystem Science and Management, Molecular and Environmental Plant Sciences, Texas A&M University, TAMU 2138, College Station, TX 77843, USA.
Tree Physiol. 2013 Jul;33(7):763-74. doi: 10.1093/treephys/tpt054.
Variation in the expression of genes with putative roles in wood development was associated with single-nucleotide polymorphisms (SNPs) using a population of loblolly pine (Pinus taeda L.) that included individuals from much of the native range. Association studies were performed using 3938 SNPs and expression data obtained using quantitative real-time polymerase chain reaction (PCR) (qRT-PCR) for 106 xylem development genes in 400 clonally replicated loblolly pine individuals. A general linear model (GLM) approach, which takes the underlying population structure into consideration, was used to discover significant associations. After adjustment for multiple testing using a false discovery rate correction, 88 statistically significant associations (Q<0.05) were observed for 80 SNPs with the expression data of 33 xylem development genes. Thirty SNPs caused nonsynonymous mutations, 18 resulted in synonymous mutations, 11 were in 3' untranslated regions (UTRs), 1 was in a 5' UTR and 20 were in introns. Using AraNet, we found that Arabidopsis genes with high similarity to the loblolly pine genes involved in 21 of the 88 statistically significant associations are connected in functional gene networks. Comparisons of gene expression values revealed that in most cases the average expression in plants homozygous for the rare SNP allele was lower than that of plants that were heterozygous or homozygous for the abundant allele. Although there are association studies of SNPs and expression profiles for humans, Arabidopsis and white spruce, to the best of our knowledge, this is the first example of such an association genetic study in pines. Functional validation of these associations will lead to a deeper understanding of the molecular basis of phenotypic differences in wood development among individuals in conifer populations.
基因表达的变化与木材发育中具有潜在作用的基因有关,这些基因使用包括来自原生范围大部分地区的个体的火炬松(Pinus taeda L.)群体进行了单核苷酸多态性(SNP)分析。关联研究使用了 3938 个 SNP 和定量实时聚合酶链反应(PCR)(qRT-PCR)获得的表达数据,对 400 个无性系复制的火炬松个体的 106 个木质部发育基因进行了分析。一般线性模型(GLM)方法考虑了潜在的群体结构,用于发现显著关联。使用假发现率校正对多重检验进行调整后,在 33 个木质部发育基因的表达数据中,有 80 个 SNP 与 88 个具有统计学意义的关联(Q<0.05)相关。30 个 SNP 导致非同义突变,18 个导致同义突变,11 个位于 3'非翻译区(UTR),1 个位于 5'UTR,20 个位于内含子。使用 AraNet,我们发现与 88 个具有统计学意义的关联中的 21 个关联的拟南芥基因与涉及其中的火炬松基因具有高度相似性在功能基因网络中。比较基因表达值发现,在大多数情况下,稀有 SNP 等位基因纯合植物的平均表达低于杂合或丰富等位基因纯合植物的平均表达。尽管已经有人对人类、拟南芥和白云杉的 SNP 和表达谱进行了关联研究,但据我们所知,这是松树中首次进行这种关联遗传研究。对这些关联进行功能验证将深入了解针叶树群体中个体木质部发育表型差异的分子基础。