Institute of Clinical Chemistry, University of Zurich and University Hospital of Zurich, CH-8091 Zurich, Switzerland.
Institute of Molecular Systems Biology, ETH Zurich, CH-8049 Zurich, Switzerland.
Biomolecules. 2023 Mar 8;13(3):497. doi: 10.3390/biom13030497.
Biomarkers are important tools to improve the early detection of patients at high risk for developing diabetes as well as the stratification of diabetic patients towards risks of complications. In addition to clinical variables, we analyzed 155 metabolic parameters in plasma samples of 51 healthy volunteers and 66 patients with diabetes using nuclear magnetic resonance (NMR) spectrometry. Upon elastic net analysis with lasso regression, we confirmed the independent associations of diabetes with branched-chain amino acids and lactate (both positive) as well as linoleic acid in plasma and HDL diameter (both inverse). In addition, we found the presence of diabetes independently associated with lower concentrations of free cholesterol in plasma but higher concentrations of free cholesterol in small HDL. Compared to plasmas of non-diabetic controls, plasmas of diabetic subjects contained lower absolute and relative concentrations of free cholesterol in all LDL and HDL subclasses except small HDL but higher absolute and relative concentrations of free cholesterol in all VLDL subclasses (except very small VLDL). These disbalances may reflect disturbances in the transfer of free cholesterol from VLDL to HDL during lipolysis and in the transfer of cell-derived cholesterol from small HDL via larger HDL to LDL.
生物标志物是提高高危糖尿病患者早期检测以及对糖尿病患者并发症风险进行分层的重要工具。除了临床变量外,我们还使用核磁共振(NMR)光谱法分析了 51 名健康志愿者和 66 名糖尿病患者的 155 种血浆代谢参数。通过使用套索回归的弹性网络分析,我们证实了糖尿病与血浆中支链氨基酸和乳酸(均为阳性)以及亚油酸和高密度脂蛋白直径(均为负相关)的独立关联。此外,我们发现糖尿病的存在与血浆中游离胆固醇浓度降低但小高密度脂蛋白中的游离胆固醇浓度升高有关。与非糖尿病对照组的血浆相比,糖尿病患者的所有 LDL 和 HDL 亚类(除了小 HDL)中的游离胆固醇的绝对浓度和相对浓度均较低,但所有 VLDL 亚类(除了非常小的 VLDL)中的游离胆固醇的绝对浓度和相对浓度均较高。这些不平衡可能反映了脂肪分解过程中游离胆固醇从 VLDL 向 HDL 的转移以及从小 HDL 经较大的 HDL 向 LDL 转移过程中细胞源性胆固醇的转移受到干扰。