TY - JOUR
T1 - Associations of age, BMI, and renal function to cortisol after dexamethasone suppression in patients with adrenal incidentalomas
AU - Olsen, Henrik
AU - Olsen, Martin
PY - 2023/1
Y1 - 2023/1
N2 - Introduction: The specificity of cortisol after 1 mg dexamethasone (cortisol
DST) ≥50 nmol/L as a criterion for mild autonomous cortisol secretion (MACS) is approximately 85% in patients with adrenal incidentalomas (AI). The aim was to study the associations of cortisol
DST to age, BMI, and renal function. Methods: We studied 1,129 patients with AI examined from 2005 to 2015 at Skåne University Hospital and Helsingborg Hospital. The covariates studied were gender, age, BMI, estimated glomerular filtration rate (eGFR), treatment with inhalation steroids, size of the AI, and size of the smallest AI in patients with bilateral AI (set to 0 in unilateral AI). We used machine learning models to uncover potential nonlinear associations. They were trained to fit the data and examined using feature importance analysis and partial dependence plots. Partial dependence plots show the marginal effect on cortisol
DST of a covariate averaging over other covariates. Results: Cortisol
DST was strongly associated with the size of the AI and weakly associated with age, BMI, and eGFR according to the feature importance analysis. The partial dependence plots indicated relatively linear relationships for cortisol
DST to age (positively) and eGFR (negatively). The association between cortisol
DST and BMI was nonlinear. At BMI below 30 kg/m
2, cortisol
DST was negatively associated with BMI, but it was unchanged at higher BMI levels. Using linear regression, we found that cortisol
DST increased by 11% (95% CI, 7%–14%) for each 10-year increase in age. In patients with a BMI below 30 kg/m
2, cortisol
DST increased by 23% (95% CI, 16%–31%) for each 5 kg/m
2 decrease in BMI. We found no association at BMI levels above 30 kg/m
2. Cortisol
DST increased by 9% (95% CI, 6%–11%) for each 10 ml/min/1.73m
2 decrease in eGFR. Conclusions: Cortisol
DST is positively associated with age, negatively with BMI if below 30 kg/m
2, and negatively with eGFR. These associations should be considered before diagnosing MACS.
AB - Introduction: The specificity of cortisol after 1 mg dexamethasone (cortisol
DST) ≥50 nmol/L as a criterion for mild autonomous cortisol secretion (MACS) is approximately 85% in patients with adrenal incidentalomas (AI). The aim was to study the associations of cortisol
DST to age, BMI, and renal function. Methods: We studied 1,129 patients with AI examined from 2005 to 2015 at Skåne University Hospital and Helsingborg Hospital. The covariates studied were gender, age, BMI, estimated glomerular filtration rate (eGFR), treatment with inhalation steroids, size of the AI, and size of the smallest AI in patients with bilateral AI (set to 0 in unilateral AI). We used machine learning models to uncover potential nonlinear associations. They were trained to fit the data and examined using feature importance analysis and partial dependence plots. Partial dependence plots show the marginal effect on cortisol
DST of a covariate averaging over other covariates. Results: Cortisol
DST was strongly associated with the size of the AI and weakly associated with age, BMI, and eGFR according to the feature importance analysis. The partial dependence plots indicated relatively linear relationships for cortisol
DST to age (positively) and eGFR (negatively). The association between cortisol
DST and BMI was nonlinear. At BMI below 30 kg/m
2, cortisol
DST was negatively associated with BMI, but it was unchanged at higher BMI levels. Using linear regression, we found that cortisol
DST increased by 11% (95% CI, 7%–14%) for each 10-year increase in age. In patients with a BMI below 30 kg/m
2, cortisol
DST increased by 23% (95% CI, 16%–31%) for each 5 kg/m
2 decrease in BMI. We found no association at BMI levels above 30 kg/m
2. Cortisol
DST increased by 9% (95% CI, 6%–11%) for each 10 ml/min/1.73m
2 decrease in eGFR. Conclusions: Cortisol
DST is positively associated with age, negatively with BMI if below 30 kg/m
2, and negatively with eGFR. These associations should be considered before diagnosing MACS.
KW - BMI - body mass index
KW - GFR
KW - adrenal incidentaloma (AI)
KW - age
KW - artificial intelligence
KW - autonomous cortisol secretion (ACS)
KW - explainable AI
UR - http://www.scopus.com/inward/record.url?scp=85148068399&partnerID=8YFLogxK
U2 - 10.3389/fendo.2022.1055298
DO - 10.3389/fendo.2022.1055298
M3 - Journal article
C2 - 36760812
SN - 1664-2392
VL - 13
JO - Frontiers in Endocrinology
JF - Frontiers in Endocrinology
M1 - 1055298
ER -