Department of Endocrinology and Metabolism, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai, P.R. China.
State Key Laboratory of Systems Medicine for Cancer, School of Biomedical Engineering, Shanghai Jiaotong University, Shanghai, P.R. China.
Clin Chem Lab Med. 2023 Nov 30;62(5):988-998. doi: 10.1515/cclm-2023-0775. Print 2024 Apr 25.
To explore the metabolic fingerprints of diabetic retinopathy (DR) in individuals with type 2 diabetes using a newly-developed laser desorption/ionization mass spectrometry (LDI-MS) platform assisted by ferric particles.
Metabolic fingerprinting was performed using a ferric particle-assisted LDI-MS platform. A nested population-based case-control study was performed on 216 DR cases and 216 control individuals with type 2 diabetes.
DR cases and control individuals with type 2 diabetes were comparable for a list of clinical factors. The newly-developed LDI-MS platform allowed us to draw the blueprint of plasma metabolic fingerprints from participants with and without DR. The neural network afforded diagnostic performance with an average area under curve value of 0.928 for discovery cohort and 0.905 for validation cohort (95 % confidence interval: 0.902-0.954 and 0.845-0.965, respectively). Tandem MS and Fourier transform ion cyclotron resonance MS with ultrahigh resolution identified seven specific metabolites that were significantly associated with DR in fully adjusted models. Of these metabolites, dihydrobiopterin, phosphoserine, N-arachidonoylglycine, and 3-methylhistamine levels in plasma were first reported to show the associations.
This work advances the design of metabolic analysis for DR and holds the potential to promise as an efficient tool for clinical management of DR.
利用新开发的铁颗粒辅助激光解吸电离质谱(LDI-MS)平台,探索 2 型糖尿病患者糖尿病视网膜病变(DR)的代谢指纹图谱。
采用铁颗粒辅助 LDI-MS 平台进行代谢指纹分析。在 216 例 DR 病例和 216 例 2 型糖尿病对照个体中进行了嵌套的基于人群的病例对照研究。
DR 病例和 2 型糖尿病对照个体在一系列临床因素方面具有可比性。新开发的 LDI-MS 平台使我们能够从有无 DR 的参与者中得出血浆代谢指纹图谱的蓝图。神经网络提供了诊断性能,发现队列的平均曲线下面积值为 0.928,验证队列为 0.905(95%置信区间:0.902-0.954 和 0.845-0.965)。串联质谱和傅里叶变换离子回旋共振质谱超高分辨率鉴定出 7 种与 DR 显著相关的特异性代谢物。在完全调整的模型中,这些代谢物中的二氢生物蝶呤、磷酸丝氨酸、N-花生四烯酰甘氨酸和 3-甲基组氨酸水平首次被报道与 DR 相关。
这项工作推进了 DR 代谢分析的设计,并有可能成为 DR 临床管理的有效工具。