Department of Environment and Health, Istituto Superiore di Sanità, Viale Regina Elena 299, 00161, Rome, Italy.
Internal Medicine Unit and Obesity Center, University Hospital Policlinico Tor Vergata, 00133, Rome, Italy.
Sci Rep. 2022 Nov 7;12(1):18877. doi: 10.1038/s41598-022-23241-6.
Bariatric surgery (BS) is an effective intervention for severe obesity and associated comorbidities. Although several studies have addressed the clinical and metabolic effects of BS, an integrative analysis of the complex body response to surgery is still lacking. We conducted a longitudinal data study with 36 patients with severe obesity who were tested before, 6 and 12 months after restrictive BS for more than one hundred blood biomarkers, including clinical, oxidative stress and metabolic markers, peptide mediators and red blood cell membrane lipids. By using a synthetic data-driven modeling based on principal component and correlation analyses, we provided evidence that, besides the early, well-known glucose metabolism- and weight loss-associated beneficial effects of BS, a tardive, weight-independent increase of the hepatic cholesterol metabolism occurs that is associated with potentially detrimental inflammatory and metabolic effects. Canonical correlation analysis indicated that oxidative stress is the most predictive feature of the BS-induced changes of both glucose and lipids metabolism. Our results show the power of multi-level correlation analysis to uncover the network of biological pathways affected by BS. This approach highlighted potential health risks of restrictive BS that are disregarded with the current practice to use weight loss as surrogate of BS success.
减重手术(BS)是治疗严重肥胖症及其相关合并症的有效干预手段。尽管有几项研究已经探讨了 BS 的临床和代谢影响,但对手术引起的复杂机体反应的综合分析仍然缺乏。我们对 36 例严重肥胖症患者进行了一项纵向数据研究,这些患者在接受限制型 BS 治疗前、治疗后 6 个月和 12 个月时接受了 100 多种血液生物标志物的检测,包括临床、氧化应激和代谢标志物、肽介质和红细胞膜脂质。通过使用基于主成分和相关分析的综合数据驱动建模,我们提供了证据表明,除了 BS 早期众所周知的与葡萄糖代谢和体重减轻相关的有益作用外,还会出现迟发性、与体重无关的肝脏胆固醇代谢增加,这与潜在有害的炎症和代谢作用有关。典型相关分析表明,氧化应激是 BS 引起的葡萄糖和脂质代谢变化的最具预测性特征。我们的研究结果表明,多层次相关分析在揭示 BS 影响的生物学途径网络方面具有强大的作用。这种方法突出了限制型 BS 的潜在健康风险,而目前的做法是将体重减轻作为 BS 成功的替代指标,从而忽视了这些风险。