Department of Medicine, Massachusetts General Hospital, 50 Staniford Street, Suite 750, Boston, MA 02114, USA.
Clin J Am Soc Nephrol. 2010 Mar;5(3):460-7. doi: 10.2215/CJN.06440909. Epub 2010 Feb 25.
Vitamin D deficiency (defined by serum levels of 25-hydroxyvitamin D) is common in patients with ESRD on hemodialysis, but risk factors are unknown. This study was conducted to determine whether routinely measured clinical and demographic parameters could identify dialysis patients who are vitamin D deficient.
DESIGN, SETTING, PARTICIPANTS, & MEASUREMENTS: Nine-hundred eight patients with 25-hydroxyvitamin D levels were identified from the Accelerated Mortality on Renal Replacement (ArMORR) cohort of incident U.S. dialysis patients and were divided into training (60%) and validation (40%) sets. Predictive models were generated from routinely assessed clinical and demographic data in the training set using logistic regression modeling, neural networks, and decision trees with vitamin D deficiency as the dependent variable. Models underwent progressive variable reduction to identify the simplest model that remained predictive.
Seventy-nine percent of the population was vitamin D deficient (25-hydroxyvitamin D <30 ng/ml). Black race, female sex, winter season, and hypoalbuminemia (serum albumin < or =3.1 g/dl) were the strongest predictors of vitamin D deficiency. In the validation set, the presence of hypoalbuminemia and winter season increased the likelihood of vitamin D deficiency in black women (from 90% to 100%), black men (from 85% to 100%), white women (from 82% to 94%), and white men (from 66% to 92%).
Deficiency of 25-hydroxyvitamin D is nearly universal among patients with hypoalbuminemia initiating chronic hemodialysis in winter.
在接受血液透析的终末期肾病(ESRD)患者中,维生素 D 缺乏症(定义为血清 25-羟维生素 D 水平)很常见,但风险因素尚不清楚。本研究旨在确定常规测量的临床和人口统计学参数是否可以识别出维生素 D 缺乏的透析患者。
设计、设置、参与者和测量:从美国透析患者加速死亡率肾替代(ArMORR)队列中确定了 908 名 25-羟维生素 D 水平患者,并将其分为训练(60%)和验证(40%)组。使用逻辑回归建模、神经网络和决策树从训练集中常规评估的临床和人口统计学数据生成预测模型,将维生素 D 缺乏作为因变量。对模型进行逐步变量减少,以确定保持预测能力的最简单模型。
人群中 79%存在维生素 D 缺乏症(25-羟维生素 D <30ng/ml)。黑种人、女性、冬季和低白蛋白血症(血清白蛋白 <或=3.1g/dl)是维生素 D 缺乏的最强预测因素。在验证组中,低白蛋白血症和冬季的存在增加了黑人女性(从 90%增加到 100%)、黑人男性(从 85%增加到 100%)、白人女性(从 82%增加到 94%)和白人男性(从 66%增加到 92%)发生维生素 D 缺乏的可能性。
在冬季开始慢性血液透析的低白蛋白血症患者中,几乎所有患者都存在 25-羟维生素 D 缺乏症。