Gray-McGuire Courtney, Song Yeunjoo, Morris Nathan J, Stein Catherine M
Department of Epidemiology and Biostatistics, Case Western Reserve University, 2103 Cornell Road, Cleveland, Ohio 44106, USA.
BMC Proc. 2009 Dec 15;3 Suppl 7(Suppl 7):S99. doi: 10.1186/1753-6561-3-s7-s99.
Complex traits are often manifested by multiple correlated traits. One example of this is hypertension (HTN), which is measured on a continuous scale by systolic blood pressure (SBP). Predisposition to HTN is predicted by hyperlipidemia, characterized by elevated triglycerides (TG), low-density lipids (LDL), and high-density lipids (HDL). We hypothesized that the multivariate analysis of TG, LDL, and HDL would be more powerful for detecting HTN genes via linkage analysis compared with univariate analysis of SBP. We conducted linkage analysis of four chromosomal regions known to contain genes associated with HTN using SBP as a measure of HTN in univariate Haseman-Elston regression and using the correlated traits TG, LDL, and HDL in multivariate Haseman-Elston regression. All analyses were conducted using the Framingham Heart Study data. We found that multivariate linkage analysis was better able to detect chromosomal regions in which the angiotensinogen, angiotensin receptor, guanine nucleotide-binding protein 3, and prostaglandin I2 synthase genes reside. Univariate linkage analysis only detected the AGT gene. We conclude that multivariate analysis is appropriate for the analysis of multiple correlated phenotypes, and our findings suggest that it may yield new linkage signals undetected by univariate analysis.
复杂性状通常由多个相关性状表现出来。高血压(HTN)就是一个例子,它通过收缩压(SBP)以连续尺度进行测量。高脂血症可预测患HTN的倾向,其特征为甘油三酯(TG)、低密度脂蛋白(LDL)升高以及高密度脂蛋白(HDL)降低。我们假设,与对SBP进行单变量分析相比,对TG、LDL和HDL进行多变量分析在通过连锁分析检测HTN基因方面会更有效力。我们使用SBP作为单变量Haseman-Elston回归中HTN的测量指标,并在多变量Haseman-Elston回归中使用相关性状TG、LDL和HDL,对已知包含与HTN相关基因的四个染色体区域进行了连锁分析。所有分析均使用弗雷明汉心脏研究数据进行。我们发现,多变量连锁分析能够更好地检测出血管紧张素原、血管紧张素受体、鸟嘌呤核苷酸结合蛋白3和前列腺素I2合酶基因所在的染色体区域。单变量连锁分析仅检测到了AGT基因。我们得出结论,多变量分析适用于对多个相关表型的分析,并且我们的研究结果表明,它可能会产生单变量分析未检测到的新连锁信号。