Department of Genomes and Genetics, Institut Pasteur, Functional Genetics of Infectious Diseases Unit, Paris, 75015, France.
CNRS URA3012, Paris, 75015, France.
BMC Genet. 2015 Feb 6;16:11. doi: 10.1186/s12863-015-0174-3.
Deciphering the genetic architecture of complex traits is still a major challenge for human genetics. In most cases, genome-wide association studies have only partially explained the heritability of traits and diseases. Epistasis, one potentially important cause of this missing heritability, is difficult to explore at the genome-wide level. Here, we develop and assess a tool based on interactive odds ratios (IOR), Fast Odds Ratio-based sCan for Epistasis (FORCE), as a novel approach for exhaustive genome-wide epistasis search. IOR is the ratio between the multiplicative term of the odds ratio (OR) of having each variant over the OR of having both of them. By definition, an IOR that significantly deviates from 1 suggests the occurrence of an interaction (epistasis). As the IOR is fast to calculate, we used the IOR to rank and select pairs of interacting polymorphisms for P value estimation, which is more time consuming.
FORCE displayed power and accuracy similar to existing parametric and non-parametric methods, and is fast enough to complete a filter-free genome-wide epistasis search in a few days on a standard computer. Analysis of psoriasis data uncovered novel epistatic interactions in the HLA region, corroborating the known major and complex role of the HLA region in psoriasis susceptibility.
Our systematic study revealed the ability of FORCE to uncover novel interactions, highlighted the importance of exhaustiveness, as well as its specificity for certain types of interactions that were not detected by existing approaches. We therefore believe that FORCE is a valuable new tool for decoding the genetic basis of complex diseases.
解析复杂性状的遗传结构仍然是人类遗传学的一大挑战。在大多数情况下,全基因组关联研究仅部分解释了性状和疾病的遗传率。上位性是遗传率缺失的一个潜在重要原因,但很难在全基因组水平上进行探索。在这里,我们开发并评估了一种基于交互优势比(IOR)的工具,即基于快速优势比的上位性扫描(FORCE),作为一种全基因组上位性搜索的新方法。IOR 是优势比(OR)的乘积项与同时拥有两个变体的 OR 之间的比值。根据定义,明显偏离 1 的 IOR 表明存在相互作用(上位性)。由于 IOR 计算速度很快,我们使用 IOR 对相互作用的多态性对进行排名和选择,以便进行更耗时的 P 值估计。
FORCE 显示出与现有参数和非参数方法相似的功效和准确性,并且足够快,可以在标准计算机上几天内完成无过滤的全基因组上位性搜索。对银屑病数据的分析揭示了 HLA 区域中新颖的上位性相互作用,证实了 HLA 区域在银屑病易感性中的主要和复杂作用。
我们的系统研究揭示了 FORCE 发现新相互作用的能力,强调了彻底性的重要性,以及其对某些类型相互作用的特异性,这些相互作用是现有方法无法检测到的。因此,我们认为 FORCE 是解码复杂疾病遗传基础的一种有价值的新工具。