Department of Genetics, Cell- and Immunobiology, Semmelweis University, Budapest, Hungary.
PLoS One. 2013 Aug 5;8(8):e69843. doi: 10.1371/journal.pone.0069843. Print 2013.
In this study we investigated whether polymorphisms in the folate pathway influenced the risk of childhood acute lymphoblastic leukemia (ALL) or the survival rate of the patients. For this we selected and genotyped 67 SNPs in 15 genes in the folate pathway in 543 children with ALL and 529 controls. The results were evaluated by gender adjusted logistic regression and by the Bayesian network based Bayesian multilevel analysis of relevance (BN-BMLA) methods. Bayesian structure based odds ratios for the relevant variables and interactions were also calculated. Altogether 9 SNPs in 8 genes were associated with altered susceptibility to ALL. After correction for multiple testing, two associations remained significant. The genotype distribution of the MTHFD1 rs1076991 differed significantly between the ALL and control population. Analyzing the subtypes of the disease the GG genotype increased only the risk of B-cell ALL (p = 3.52×10(-4); OR = 2.00). The GG genotype of the rs3776455 SNP in the MTRR gene was associated with a significantly reduced risk to ALL (p = 1.21×10(-3); OR = 0.55), which resulted mainly from the reduced risk to B-cell and hyperdiploid-ALL. The TC genotype of the rs9909104 SNP in the SHMT1 gene was associated with a lower survival rate comparing it to the TT genotype (80.2% vs. 88.8%; p = 0.01). The BN-BMLA confirmed the main findings of the frequentist-based analysis and showed structural interactional maps and the probabilities of the different structural association types of the relevant SNPs especially in the hyperdiploid-ALL, involving additional SNPs in genes like TYMS, DHFR and GGH. We also investigated the statistical interactions and redundancies using structural model properties. These results gave further evidence that polymorphisms in the folate pathway could influence the ALL risk and the effectiveness of the therapy. It was also shown that in gene association studies the BN-BMLA could be a useful supplementary to the traditional frequentist-based statistical method.
在这项研究中,我们调查了叶酸代谢途径中的多态性是否会影响儿童急性淋巴细胞白血病 (ALL) 的发病风险或患者的生存率。为此,我们选择并对 543 名 ALL 患儿和 529 名对照者的叶酸代谢途径中的 15 个基因中的 67 个 SNP 进行了基因分型。通过性别调整的逻辑回归和基于贝叶斯网络的相关性贝叶斯多层次分析 (BN-BMLA) 方法对结果进行了评估。还计算了相关变量和相互作用的基于贝叶斯结构的比值比。共有 8 个基因中的 9 个 SNP 与 ALL 的易感性改变相关。经过多次检验校正后,有两个关联仍然具有统计学意义。MTHFD1 rs1076991 的基因型分布在 ALL 组和对照组之间存在显著差异。对疾病亚型进行分析发现,GG 基因型仅增加 B 细胞 ALL 的发病风险(p=3.52×10(-4);OR=2.00)。MTRR 基因 rs3776455 中的 GG 基因型与 ALL 发病风险显著降低相关(p=1.21×10(-3);OR=0.55),这主要是由于 B 细胞和超二倍体-ALL 的风险降低所致。SHMT1 基因 rs9909104 中的 TC 基因型与 TT 基因型相比,生存率较低(80.2% vs. 88.8%;p=0.01)。BN-BMLA 证实了基于频率的分析的主要发现,并显示了结构相互作用图以及相关 SNP 的不同结构关联类型的概率,特别是在超二倍体-ALL 中,涉及 TYMS、DHFR 和 GGH 等基因中的额外 SNP。我们还使用结构模型特性研究了统计相互作用和冗余性。这些结果进一步证明,叶酸代谢途径中的多态性可能会影响 ALL 的发病风险和治疗效果。研究还表明,在基因关联研究中,BN-BMLA 可以作为传统基于频率的统计方法的有用补充。