Cellular and Molecular Biology Program, University of Wisconsin, Madison, WI, USA.
Bone. 2011 Mar 1;48(3):647-53. doi: 10.1016/j.bone.2010.10.165. Epub 2010 Oct 20.
Studies of bone genetics have addressed an array of related phenotypes, including various measures of biomechanical performance, bone size, bone, shape, and bone mineral density. These phenotypes are not independent, resulting in redundancy of the information they provide. Principal component (PC) analysis transforms multiple phenotype data to a new set of orthogonal "synthetic" phenotypes. We performed PC analysis on 17 femoral biomechanical, anatomic, and body size phenotypes in a reciprocal intercross of HcB-8 and HcB-23, accounting for 80% of the variance in 4 PCs. Three of the 4 PCs were mapped in the cross. The linkage analysis revealed a quantitative trait locus (QTL) with LOD = 4.7 for PC2 at 16 cM on chromosome 19 that was not detected using the directly measured phenotypes. The chromosome 19 QTL falls within a ~10 megabase interval, with Osf1 as a positional candidate gene. PC QTLs were also found on chromosomes 1, 2, 4, 6, and 10 that coincided with those identified for directly measured or calculated material property phenotypes. The novel chromosome 19 QTL illustrates the power advantage that attends use of PC phenotypes for linkage mapping. Constraint of the chromosome 19 candidate interval illustrates an important advantage of experimental crosses between recombinant congenic mouse strains.
骨骼遗传学研究解决了一系列相关表型,包括各种生物力学性能、骨大小、骨形状和骨密度的测量。这些表型不是独立的,导致它们提供的信息存在冗余。主成分(PC)分析将多个表型数据转换为一组新的正交“综合”表型。我们在 HcB-8 和 HcB-23 的相互回交中对 17 个股骨生物力学、解剖和体型表型进行了 PC 分析,解释了 4 个 PC 中 80%的变异。这 4 个 PC 中的 3 个在杂交中被映射。连锁分析显示,在第 19 号染色体上的 16cM 处,第 2 个 PC 有一个数量性状基因座(QTL),LOD = 4.7,而直接测量的表型没有检测到。第 19 号染色体 QTL 位于约 10 兆碱基的区间内,Osf1 是一个位置候选基因。在第 1、2、4、6 和 10 号染色体上也发现了 PC QTL,与直接测量或计算的材料性能表型一致。新的第 19 号染色体 QTL 说明了使用 PC 表型进行连锁作图的优势。候选区间的限制说明了在重组近交系小鼠之间进行实验杂交的一个重要优势。