Ma Yujia, Zhou Zechen, Li Xiaoyi, Yan Zeyu, Ding Kexin, Chen Dafang
Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing 100191, China.
Int J Mol Sci. 2021 Nov 15;22(22):12318. doi: 10.3390/ijms222212318.
We aim to compare the relative heritability contributed by variants of behavior-related environmental phenotypes and elucidate the role of these factors in the conundrum of "missing heritability" of type 2 diabetes. Methods: We used Linkage-Disequilibrium Adjusted Kinships (LDAK) and LDAK-Thin models to calculate the relative heritability of each variant and compare the relative heritability for each phenotype. Biological analysis was carried out for the phenotype whose variants made a significant contribution. Potential hub genes were prioritized based on topological parameters of the protein-protein interaction network. We included 16 behavior-related phenotypes and 2607 valid variants. In the LDAK model, we found the variants of alcohol consumption and caffeine intake were identified as contributing higher relative heritability than that of the random variants. Compared with the relative expected heritability contributed by the variants associated with type 2 diabetes, the relative expected heritability contributed by the variants associated with these two phenotypes was higher. In the LDAK-Thin model, the relative heritability of variants of 11 phenotypes was statistically higher than random variants. Biological function analysis showed the same distributions among type 2 diabetes and alcohol consumption. We eventually screened out 31 hub genes interacting intensively, four of which were validated and showed the upregulated expression pattern in blood samples seen in type 2 diabetes cases. Conclusion: We found that alcohol consumption contributed higher relative heritability. Hub genes may influence the onset of type 2 diabetes by a mediating effect or a pleiotropic effect. Our results provide new insight to reveal the role of behavior-related factors in the conundrum of "missing heritability" of type 2 diabetes.
我们旨在比较行为相关环境表型变异所贡献的相对遗传力,并阐明这些因素在2型糖尿病“遗传力缺失”难题中的作用。方法:我们使用连锁不平衡调整亲属关系(LDAK)和LDAK-精简模型来计算每个变异的相对遗传力,并比较每种表型的相对遗传力。对变异有显著贡献的表型进行生物学分析。基于蛋白质-蛋白质相互作用网络的拓扑参数对潜在的枢纽基因进行排序。我们纳入了16种行为相关表型和2607个有效变异。在LDAK模型中,我们发现饮酒和咖啡因摄入的变异被确定为比随机变异贡献更高的相对遗传力。与2型糖尿病相关变异所贡献的相对预期遗传力相比,这两种表型相关变异所贡献的相对预期遗传力更高。在LDAK-精简模型中,11种表型变异的相对遗传力在统计学上高于随机变异。生物学功能分析显示2型糖尿病和饮酒之间的分布相同。我们最终筛选出31个相互作用强烈的枢纽基因,其中4个得到验证,并在2型糖尿病病例的血液样本中呈现上调的表达模式。结论:我们发现饮酒贡献了更高的相对遗传力。枢纽基因可能通过中介作用或多效性作用影响2型糖尿病的发病。我们的结果为揭示行为相关因素在2型糖尿病“遗传力缺失”难题中的作用提供了新的见解。