The Jackson Laboratory, 600 Main Street, Bar Harbor, ME 04609, USA.
J Am Soc Nephrol. 2011 Jan;22(1):73-81. doi: 10.1681/ASN.2010050561. Epub 2010 Oct 28.
Identifying the genes underlying quantitative trait loci (QTL) for disease is difficult, mainly because of the low resolution of the approach and the complex genetics involved. However, recent advances in bioinformatics and the availability of genetic resources now make it possible to narrow the genetic intervals, test candidate genes, and define pathways affected by these QTL. In this study, we mapped three significant QTL and one suggestive QTL for an increased albumin-to-creatinine ratio on chromosomes (Chrs) 1, 4, 15, and 17, respectively, in a cross between the inbred MRL/MpJ and SM/J strains of mice. By combining data from several sources and by utilizing gene expression data, we identified Tlr12 as a likely candidate for the Chr 4 QTL. Through the mapping of 33,881 transcripts measured by microarray on kidney RNA from each of the 173 male F2 animals, we identified several downstream pathways associated with these QTL, including the glycan degradation, leukocyte migration, and antigen-presenting pathways. We demonstrate that by combining data from multiple sources, we can identify not only genes that are likely to be causal candidates for QTL but also the pathways through which these genes act to alter phenotypes. This combined approach provides valuable insights into the causes and consequences of renal disease.
鉴定疾病的数量性状基因座(QTL)的基因是困难的,主要是因为该方法的分辨率低,涉及复杂的遗传学。然而,生物信息学的最新进展和遗传资源的可用性现在使得缩小遗传区间、测试候选基因以及定义受这些 QTL 影响的途径成为可能。在这项研究中,我们在 MRL/MpJ 和 SM/J 近交系小鼠之间的杂交中,分别在染色体(Chrs)1、4、15 和 17 上定位了三个显著的 QTL 和一个暗示的 QTL,用于增加白蛋白与肌酐的比值。通过结合来自多个来源的数据并利用基因表达数据,我们确定 Tlr12 可能是 Chr 4 QTL 的候选基因。通过对来自 173 只雄性 F2 动物的肾脏 RNA 进行微阵列测量的 33881 个转录本进行映射,我们确定了与这些 QTL 相关的几个下游途径,包括聚糖降解、白细胞迁移和抗原呈递途径。我们证明,通过结合来自多个来源的数据,我们不仅可以确定可能是 QTL 的因果候选基因,还可以确定这些基因通过改变表型的途径。这种综合方法为肾脏疾病的原因和后果提供了有价值的见解。