Fu Bo, Liang Junyang, Zhang Mengmeng, Zhao Mingqin, Ji Xiaoming, Wang Jing
College of Tobacco Science, Henan Agricultural University, 63 Nongye Road, Zhengzhou 450002, China.
Life (Basel). 2022 Apr 15;12(4):590. doi: 10.3390/life12040590.
Environmental factors affect plant metabolites, different climates, cultivation conditions, and biotic stresses and genotypes strongly affect their chemical composition and contents. Our aim is to examine the environmental and genetic interaction effects on tobacco metabolite composition. UPLC-QTOF MS/MS coupled with multivariate data analyses were applied for the metabolomics analysis of three tobacco cultivars from different planting regions in China. Principal component analysis (PCA) revealed that environmental factors have a greater effect on tobacco metabolism compared to genotypes. Twelve biomarkers were screened by orthogonal partial least squares discrimination analysis (OPLS-DA). Univariate analysis indicated that Malate, conjugated chlorogenic acid, chlorogenic acid, quercetin 3-rutinoside-7-glucoside, and unknown compound were only influenced by environmental factors (independent of genotype). Quinate, neochlorogenic acid, and ouabagenin, taxezopidine K1, taxezopidine K2, and taxezopidine K3 in tobacco were influenced by the interaction of environmental factors and the genotype. Our results suggest that metabolomics based on UPLC-QTOF MS/MS could be used to analyze the ecological functions of biomarker metabolites and understand the mechanisms of plant adaption to the environment.
环境因素会影响植物代谢产物,不同的气候、栽培条件、生物胁迫以及基因型都会强烈影响其化学成分和含量。我们的目的是研究环境与遗传相互作用对烟草代谢产物组成的影响。采用超高效液相色谱-四极杆飞行时间串联质谱联用(UPLC-QTOF MS/MS)并结合多变量数据分析,对来自中国不同种植地区的三个烟草品种进行代谢组学分析。主成分分析(PCA)表明,与基因型相比,环境因素对烟草代谢的影响更大。通过正交偏最小二乘法判别分析(OPLS-DA)筛选出12种生物标志物。单变量分析表明,苹果酸、共轭绿原酸、绿原酸、槲皮素3-芸香糖苷-7-葡萄糖苷和未知化合物仅受环境因素影响(与基因型无关)。烟草中的奎尼酸、新绿原酸、哇巴因、taxezopidine K1、taxezopidine K2和taxezopidine K3受环境因素与基因型相互作用的影响。我们的结果表明,基于UPLC-QTOF MS/MS的代谢组学可用于分析生物标志物代谢产物的生态功能,并了解植物适应环境的机制。