O'Donoghue Grainne, Kennedy Aileen, Andersen Gregers S, Carr Bernadette, Cleary Stephen, Durkan Eoin, Davis Heidi, Færch Kristine, Fitzpatrick Paula, Kenny Helena, McCaffrey Noel, Monedero Javier, Murphy Enda, Noone John, Suvitaival Tommi, Thybo Tanja, Wheeler Michael, Vistisen Dorte, Nolan John J, O'Gorman Donal J
School of Health and Human Performance, Dublin City University, Dublin, Ireland.
Steno Diabetes Center Copenhagen, Gentofte, Denmark.
Front Physiol. 2019 Mar 26;10:317. doi: 10.3389/fphys.2019.00317. eCollection 2019.
Lifestyle interventions have been shown to delay or prevent the onset of type 2 diabetes among high risk adults. A better understanding of the variability in physiological responses would support the matching of individuals with the best type of intervention in future prevention programmes, in order to optimize risk reduction. The purpose of this study was to determine if phenotypic characteristics at baseline or following a 12 weeks lifestyle intervention could explain the inter-individual variability in change in glucose tolerance in individuals with high risk for type 2 diabetes. In total, 285 subjects with normal glucose tolerance (NGT, FINDRISC score > 12), impaired fasting glucose (IFG) and impaired glucose tolerance (IGT) were recruited for a 12 weeks lifestyle intervention. Glucose tolerance, insulin sensitivity, anthropometric characteristics and aerobic fitness were measured. Variability of responses was examined by grouping participants by baseline glycemic status, by cluster analysis based on the change in glucose tolerance and by Principal Component Analysis (PCA). In agreement with other studies, the mean response to the 12 weeks intervention was positive for the majority of parameters. Overall, 89% improved BMI, 80% waist circumference, and 81% body fat while only 64% improved fasting plasma glucose and 60% 2 h glucose. The impact of the intervention by glycaemic group did not show any phenotypic differences in response between NGT, IFG, and IGT. A hierarchical cluster analysis of change in glucose tolerance identified four sub-groups of "responders" (high and moderate) and "non-responders" (no response or deteriorated) but there were few differences in baseline clincal and physiological parameters or in response to the intervention to explain the overall variance. A further PCA analysis of 19 clinical and physiological univariables could explain less than half (48%) of total variability. We found that phenotypic characteristics from standard clinical and physiological parameters were not sufficient to account for the inter-individual variability in glucose tolerance following a 12 weeks lifestyle intervention in inidivuals at high risk for type 2 diabetes. Further work is required to identify biomarkers that complement phenotypic traits and better predict the response to glucose tolerance.
生活方式干预已被证明可延缓或预防高危成年人2型糖尿病的发病。更好地了解生理反应的变异性将有助于在未来的预防计划中为个体匹配最佳类型的干预措施,以优化风险降低效果。本研究的目的是确定基线时或经过12周生活方式干预后的表型特征是否可以解释2型糖尿病高危个体糖耐量变化的个体间变异性。总共招募了285名糖耐量正常(NGT,FINDRISC评分>12)、空腹血糖受损(IFG)和糖耐量受损(IGT)的受试者进行为期12周的生活方式干预。测量了糖耐量、胰岛素敏感性、人体测量特征和有氧适能。通过根据基线血糖状态对参与者进行分组、基于糖耐量变化的聚类分析以及主成分分析(PCA)来检查反应的变异性。与其他研究一致,对大多数参数而言,12周干预的平均反应是积极的。总体而言,89%的人BMI得到改善,80%的人腰围得到改善,81%的人身体脂肪得到改善,而只有64%的人空腹血糖得到改善,60%的人2小时血糖得到改善。血糖组的干预影响在NGT、IFG和IGT之间的反应中未显示出任何表型差异。对糖耐量变化的层次聚类分析确定了四个“反应者”(高反应和中度反应)和“无反应者”(无反应或恶化)亚组,但基线临床和生理参数或对干预的反应几乎没有差异来解释总体方差。对19个临床和生理单变量的进一步PCA分析只能解释不到一半(48%)的总变异性。我们发现,标准临床和生理参数的表型特征不足以解释2型糖尿病高危个体在进行12周生活方式干预后糖耐量的个体间变异性。需要进一步开展工作来确定补充表型特征并能更好预测糖耐量反应的生物标志物。