Qian Jing, Nunez Sara, Kim Soohyun, Reilly Muredach P, Foulkes Andrea S
Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA, U.S.A.
Department of Mathematics and Statistics, Mount Holyoke College, South Hadley, MA, U.S.A.
Stat Med. 2017 Aug 30;36(19):3075-3091. doi: 10.1002/sim.7314. Epub 2017 May 23.
Emerging data suggest that the genetic regulation of the biological response to inflammatory stress may be fundamentally different to the genetic underpinning of the homeostatic control (resting state) of the same biological measures. In this paper, we interrogate this hypothesis using a single-SNP score test and a novel class-level testing strategy to characterize protein-coding gene and regulatory element-level associations with longitudinal biomarker trajectories in response to stimulus. Using the proposed class-level association score statistic for longitudinal data, which accounts for correlations induced by linkage disequilibrium, the genetic underpinnings of evoked dynamic changes in repeatedly measured biomarkers are investigated. The proposed method is applied to data on two biomarkers arising from the Genetics of Evoked Responses to Niacin and Endotoxemia study, a National Institutes of Health-sponsored investigation of the genomics of inflammatory and metabolic responses during low-grade endotoxemia. Our results suggest that the genetic basis of evoked inflammatory response is different than the genetic contributors to resting state, and several potentially novel loci are identified. A simulation study demonstrates appropriate control of type-1 error rates, relative computational efficiency, and power. Copyright © 2017 John Wiley & Sons, Ltd.
新出现的数据表明,炎症应激生物学反应的基因调控可能与相同生物学指标稳态控制(静息状态)的基因基础存在根本差异。在本文中,我们使用单核苷酸多态性(SNP)评分检验和一种新颖的类别水平检验策略来验证这一假设,以表征蛋白质编码基因和调控元件水平与刺激反应中纵向生物标志物轨迹的关联。使用针对纵向数据提出的类别水平关联评分统计量,该统计量考虑了连锁不平衡引起的相关性,我们研究了重复测量生物标志物中诱发动态变化的基因基础。所提出的方法应用于来自烟酸和内毒素血症诱发反应遗传学研究的数据,这是一项由美国国立卫生研究院资助的关于轻度内毒素血症期间炎症和代谢反应基因组学的调查。我们的结果表明,诱发炎症反应的遗传基础与静息状态的遗传因素不同,并且识别出了几个潜在的新基因座。一项模拟研究证明了对I型错误率的适当控制、相对计算效率和功效。版权所有© 2017约翰威立父子有限公司。