肾衰竭快速发展的预测因素及循环蛋白浓度的短期变化分类
Classification of Predictors of Rapid Development of Kidney Failure and Short-Term Changes in Concentration of Circulating Proteins.
作者信息
Kobayashi Hiroki, Looker Helen C, Ihara Katsuhito, Md Dom Zaipul I, Satake Eiichiro, Tye Sok Cin, Duffin Kevin L, Doria Alessandro, Nelson Robert G, Krolewski Andrzej S
机构信息
Section on Genetics and Epidemiology, Research Division, Joslin Diabetes Center, Boston, MA, USA.
Department of Medicine, Harvard Medical School, Boston, MA, USA.
出版信息
Clin J Am Soc Nephrol. 2024 Oct 31;20(2):186-96. doi: 10.2215/CJN.0000000603.
OBJECTIVE
Limited knowledge exists regarding short-term changes/increases in concentrations of circulating proteins (referred here as deltas) and rapid development of kidney failure (rapid KF) in diabetes mellitus.
RESEARCH DESIGN AND METHODS
Concentrations of 452 circulating proteins were measured by OLINK proteomics platform at baseline and after a median interval of 3-4 years in 106 individuals with type 1 and 77 with type 2 diabetes in two case-control studies. During 10-year follow-up, 31 and 26 individuals, respectively, developed rapid KF.
RESULTS
Deltas for 40 proteins predicted rapid KF in both studies. All were better predictors than delta urine albumin-creatinine ratio, and half were better than delta glomerular filtration rate. Comparing the delta proteins with 46 circulating proteins of which elevated baseline concentrations were predictors of rapid KF risk in our previous study, 61 unique proteins were identified. Among these proteins, 21 were good predictors of rapid KF only when measured at baseline (predictors of initiation), 15 were good predictors when measured as deltas (predictors of progression) and 25 were good predictors when both baseline and delta concentrations were used (predictors of initiation and progression). An index score, developed for the latter 25 proteins, provided superior prediction of rapid KF. A subset of these latter proteins was associated with apoptotic processes/tumor necrosis factor (TNF) receptor signaling pathways.
CONCLUSION
Development of rapid KF in diabetes was preceded by elevated concentrations of multiple circulating proteins both at baseline and during short follow-up. Comparing baseline and short-term changes in concentrations of circulating proteins classified predictors of rapid KF risk into those associated with initiation, progression, or both. Predictors of both initiation & progression flagged apoptosis processes and TNF receptor signaling pathways. Multi-protein prognostic algorithms using proteins associated with both initiation and progression improved prediction of rapid KF risk beyond clinical variables.
目的
关于糖尿病患者循环蛋白浓度的短期变化/升高(此处称为变化值)以及肾衰竭的快速发展(快速肾衰竭),目前了解有限。
研究设计与方法
在两项病例对照研究中,通过OLINK蛋白质组学平台对106例1型糖尿病患者和77例2型糖尿病患者在基线时以及中位间隔3 - 4年后的452种循环蛋白浓度进行了测量。在10年的随访期间,分别有31例和26例患者发生了快速肾衰竭。
结果
在两项研究中,40种蛋白的变化值可预测快速肾衰竭。所有这些蛋白都是比尿白蛋白 - 肌酐比值变化值更好的预测指标,其中一半比肾小球滤过率变化值更好。将这些变化蛋白与我们之前研究中基线浓度升高是快速肾衰竭风险预测指标的46种循环蛋白进行比较,鉴定出61种独特的蛋白。在这些蛋白中,21种仅在基线测量时是快速肾衰竭的良好预测指标(起始预测指标),15种在作为变化值测量时是良好预测指标(进展预测指标),25种在基线和变化值浓度都使用时是良好预测指标(起始和进展预测指标)。为后25种蛋白开发的指数评分对快速肾衰竭具有更好的预测作用。这些后一种蛋白的一个子集与凋亡过程/肿瘤坏死因子(TNF)受体信号通路相关。
结论
糖尿病患者快速肾衰竭的发生之前,在基线时以及短期随访期间多种循环蛋白浓度都会升高。比较循环蛋白浓度的基线和短期变化,将快速肾衰竭风险的预测指标分为与起始、进展或两者相关的指标。起始和进展的预测指标均表明了凋亡过程和TNF受体信号通路。使用与起始和进展相关的蛋白的多蛋白预后算法在临床变量之外改善了对快速肾衰竭风险的预测。