Bioinformatics and Biostatistics Core, Research Division, Joslin Diabetes Center, Boston, MA, USA.
Biomedical Engineering, Boston University, Boston, MA, USA.
Nat Commun. 2021 Nov 29;12(1):6951. doi: 10.1038/s41467-021-27289-2.
To improve the power of mediation in high-throughput studies, here we introduce High-throughput mediation analysis (Hitman), which accounts for direction of mediation and applies empirical Bayesian linear modeling. We apply Hitman in a retrospective, exploratory analysis of the SLIMM-T2D clinical trial in which participants with type 2 diabetes were randomized to Roux-en-Y gastric bypass (RYGB) or nonsurgical diabetes/weight management, and fasting plasma proteome and metabolome were assayed up to 3 years. RYGB caused greater improvement in HbA1c, which was mediated by growth hormone receptor (GHR). GHR's mediation is more significant than clinical mediators, including BMI. GHR decreases at 3 months postoperatively alongside increased insulin-like growth factor binding proteins IGFBP1/BP2; plasma GH increased at 1 year. Experimental validation indicates (1) hepatic GHR expression decreases in post-bariatric rats; (2) GHR knockdown in primary hepatocytes decreases gluconeogenic gene expression and glucose production. Thus, RYGB may induce resistance to diabetogenic effects of GH signaling.Trial Registration: Clinicaltrials.gov NCT01073020.
为了提高高通量研究中介效应分析的效能,我们提出了高通量中介效应分析(Hitman),该方法可以解释中介的方向,并应用经验贝叶斯线性建模。我们将 Hitman 应用于 SLIMM-T2D 临床试验的回顾性探索性分析中,该试验将 2 型糖尿病患者随机分为 Roux-en-Y 胃旁路(RYGB)或非手术糖尿病/体重管理组,并在 3 年内检测空腹血浆蛋白质组和代谢组。RYGB 导致 HbA1c 的改善更大,这是由生长激素受体(GHR)介导的。与包括 BMI 在内的临床介导物相比,GHR 的介导作用更为显著。术后 3 个月 GHR 下降,同时胰岛素样生长因子结合蛋白 IGFBP1/BP2 增加;1 年后血浆 GH 增加。实验验证表明:(1)减肥手术后大鼠肝脏 GHR 表达减少;(2)原代肝细胞中 GHR 敲低会降低糖异生基因的表达和葡萄糖生成。因此,RYGB 可能会引起对 GH 信号致糖尿病作用的抵抗。试验注册:Clinicaltrials.gov NCT01073020。