Laboratory of Human Genetics of Neurological Disorders, IRCCS San Raffaele Scientific Institute, Via Olgettina 60, Milan, Italy.
Laboratory of Precision Medicine of Neurological Diseases, Department of Health Science, University of Milan, Milan, Italy.
J Neurol. 2024 Nov;271(11):7250-7263. doi: 10.1007/s00415-024-12608-6. Epub 2024 Sep 12.
Inter-individual differences in treatment response are marked in multiple sclerosis (MS). This is true for Natalizumab (NTZ), to which a subset of patients displays sub-optimal treatment response. We conducted a multi-centric genome-wide association study (GWAS), with additional pathway and network analysis to identify genetic predictors of response to NTZ.
MS patients from three different centers were included. Response to NTZ was dichotomized, nominating responders (R) relapse-free patients and non-responders (NR) all the others, over a follow-up of 4 years. Association analysis on ~ 4.7 M imputed autosomal common single-nucleotide polymorphisms (SNPs) was performed fitting logistic regression models, adjusted for baseline covariates, followed by meta-analysis at SNP and gene level. Finally, these signals were projected onto STRING interactome, to elicit modules and hub genes linked to response.
Overall, 1834 patients were included: 119 from Italy (R = 94, NR = 25), 81 from Germany (R = 61, NR = 20), and 1634 from Sweden (R = 1349, NR = 285). The top-associated variant was rs11132400 (p = 1.33 × 10, OR = 0.58), affecting expression of several genes in the locus, like KLKB1. The interactome analysis implicated a module of 135 genes, with over-representation of terms like canonical WNT signaling pathway (p = 7.08 × 10). Response-associated genes like GRB2 and LRP6, already implicated in MS pathogenesis, were topologically prioritized within the module.
This GWAS, the largest pharmacogenomic study of response to NTZ, suggested MS-implicated genes and Wnt/β-catenin signaling pathway, an essential component for blood-brain barrier formation and maintenance, to be related to treatment response.
多发性硬化症(MS)患者对治疗的反应存在个体差异。纳塔昔单抗(NTZ)也是如此,一部分患者的治疗反应不理想。我们进行了一项多中心全基因组关联研究(GWAS),并进行了额外的通路和网络分析,以确定对 NTZ 反应的遗传预测因子。
纳入了来自三个不同中心的 MS 患者。将 NTZ 的反应分为两组,即缓解组(R)和非缓解组(NR),随访 4 年。使用逻辑回归模型拟合了约 470 万个全基因组常见单核苷酸多态性(SNP)的关联分析,调整了基线协变量,然后进行 SNP 和基因水平的荟萃分析。最后,将这些信号投射到 STRING 互作网络上,以确定与反应相关的模块和枢纽基因。
共纳入 1834 例患者:意大利 119 例(R=94,NR=25),德国 81 例(R=61,NR=20),瑞典 1634 例(R=1349,NR=285)。最相关的变异是 rs11132400(p=1.33×10,OR=0.58),影响该基因座中多个基因的表达,如 KLKB1。互作网络分析提示存在一个由 135 个基因组成的模块,其中包含经典 WNT 信号通路(p=7.08×10)等术语过表达。GRB2 和 LRP6 等与 MS 发病机制相关的反应相关基因在该模块中处于拓扑优先级。
这项 GWAS 是针对 NTZ 反应的最大药物基因组学研究,提示与 MS 相关的基因和 Wnt/β-catenin 信号通路,这是血脑屏障形成和维持的重要组成部分,与治疗反应有关。