Qiu Gaokun, Zheng Yan, Wang Hao, Sun Jie, Ma Hongxia, Xiao Yang, Li Yizhun, Yuan Yu, Yang Handong, Li Xiulou, Min Xinwen, Zhang Ce, Xu Chengwei, Jiang Yue, Zhang Xiaomin, He Meian, Yang Ming, Hu Zhibin, Tang Huiru, Shen Hongbing, Hu Frank B, Pan An, Wu Tangchun
Department of Occupational and Environmental Health and Department of Epidemiology and Biostatistics, Ministry of Education and State Key Laboratory of Environmental Health, Huazhong University of Science and Technology, Wuhan, China.
Department of Nutrition and Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Int J Epidemiol. 2016 Oct;45(5):1507-1516. doi: 10.1093/ije/dyw221. Epub 2016 Sep 30.
Metabolomics studies in Caucasians have identified a number of novel metabolites in association with the risk of type 2 diabetes (T2D). However, few prospective metabolomic studies are available in Chinese populations. In the present study, we sought to identify novel metabolites consistently associated with incident T2D in two independent cohorts of Chinese adults.
We performed targeted metabolomics (52 metabolites) of fasting plasma samples by liquid chromatography-mass spectrometry in two prospective case-control studies nested within the Dongfeng-Tongji (DFTJ) cohort and Jiangsu Non-communicable Disease (JSNCD) cohort. After following for 4.61 ± 0.15 and 7.57 ± 1.13 years, respectively, 1039 and 520 eligible participants developed incident T2D in these two cohorts, and controls were 1:1 matched with cases by age (± 5 years) and sex. Multivariate conditional logistic regression models were constructed to identify metabolites associated with future T2D risk in both cohorts.
We identified four metabolites consistently associated with an increased risk of developing T2D in the two cohorts, including alanine, phenylalanine, tyrosine and palmitoylcarnitine. In the meta-analysis of two cohorts, the odds ratios (95% confidence intervals, CIs) comparing extreme quartiles were 1.79 (1.32-2.42) for alanine, 1.91 (1.41-2.60) for phenylalanine, 1.85 (1.37-2.48) for tyrosine and 1.63 (1.21-2.20) for palmitoylcarnitine (all P ≤ 0.01).
We confirmed the association of alanine, phenylalanine and tyrosine with future T2D risk and further identified palmitoylcarnitine as a novel metabolic marker of incident T2D in two prospective cohorts of Chinese adults. Our findings might provide new aetiological insight into the development of T2D.
针对高加索人群的代谢组学研究已鉴定出多种与2型糖尿病(T2D)风险相关的新型代谢物。然而,针对中国人群的前瞻性代谢组学研究较少。在本研究中,我们试图在两个独立的中国成年人队列中鉴定出与新发T2D持续相关的新型代谢物。
我们在东风-同济(DFTJ)队列和江苏非传染性疾病(JSNCD)队列中的两项前瞻性病例对照研究中,通过液相色谱-质谱联用技术对空腹血浆样本进行靶向代谢组学分析(52种代谢物)。在分别随访4.61±0.15年和7.57±1.13年后,这两个队列中分别有1039名和520名符合条件的参与者发生了新发T2D,对照组按年龄(±5岁)和性别与病例1:1匹配。构建多变量条件逻辑回归模型以鉴定两个队列中与未来T2D风险相关的代谢物。
我们在两个队列中鉴定出四种与发生T2D风险增加持续相关的代谢物,包括丙氨酸、苯丙氨酸、酪氨酸和棕榈酰肉碱。在两个队列的荟萃分析中,比较极端四分位数的比值比(95%置信区间,CIs),丙氨酸为1.79(1.32-2.42),苯丙氨酸为1.91(1.41-2.60),酪氨酸为1.85(1.37-2.48),棕榈酰肉碱为1.63(1.21-2.20)(所有P≤0.01)。
我们证实了丙氨酸、苯丙氨酸和酪氨酸与未来T2D风险的关联,并进一步鉴定出棕榈酰肉碱是两个中国成年人前瞻性队列中新发T2D的新型代谢标志物。我们的研究结果可能为T2D的发展提供新的病因学见解。