Characteristics of preoperative steroid profiles and glucose metabolism in patients with primary aldosteronism developing adrenal insufficiency after adrenalectomy

被引:9
作者
Wang, Xiao [1 ]
Heinrich, Daniel A. [1 ]
Kunz, Sonja L. [1 ]
Heger, Nina [1 ]
Sturm, Lisa [1 ]
Uhl, Olaf [1 ,2 ]
Beuschlein, Felix [1 ,3 ]
Reincke, Martin [1 ]
Bidlingmaier, Martin [1 ]
机构
[1] Klinikum Univ Munchen, Med Klin & Poliklin 4, Ziemssenstr 1, D-80336 Munich, Germany
[2] Dr von Hauner Childrens Hosp, Div Metab & Nutr Med, Lindwurmstr 4, D-80337 Munich, Germany
[3] Klin Endokrinol Diabetol & Klin Ernahrung, Ramistr 100, CH-8091 Zurich, Switzerland
基金
欧洲研究理事会;
关键词
REGULARIZATION PATHS; DIAGNOSIS; PREVALENCE; HYPERALDOSTERONISM; HYPERTENSION; MANAGEMENT; EVENTS; MODEL;
D O I
10.1038/s41598-021-90901-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Treatment of choice in patients with unilateral aldosterone producing adenoma (APA) is adrenalectomy. Following surgery, most patients retain normal adrenal function, while some develop adrenal insufficiency (AI). To facilitate early detection and treatment of AI, we aimed to identify variables measured pre-operatively that are associated with post-operative AI. Variables obtained from 66 patients before and after surgery included anthropometrical data, clinical chemistry, endocrine work-up. LC-MS/MS steroid hormone profiles from tests before surgery (ACTH-stimulation, saline infusion, dexamethasone suppression) were obtained. Based on 78 variables, machine-learning methods were used in model fitting for classification and regression to predict ACTH-stimulated cortisol after surgery. Among the 78 variables, insulin concentration during pre-operative oral glucose tolerance test (OGTT) correlated positively, and dexamethasone suppressed glucocorticoids correlated negatively with ACTH-stimulated cortisol after surgery. Inclusion of LC-MS/MS measurements allowed construction of better models associated with the occurrence of AI in the training data, but did not allow reliable prediction in cross-validation. Our results suggest that glucocorticoid co-secretion (low insulin during pre-operative OGTT and insufficient suppression of glucocorticoids following dexamethasone) are correlated with the development of post-operative AI. Addition of steroid profiles improved the accuracy of prediction, but cross validation revealed lack of reliability in the prediction of AI.
引用
收藏
页数:10
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