Skip to main content

Lund University Publications

LUND UNIVERSITY LIBRARIES

Associations of age, BMI, and renal function to cortisol after dexamethasone suppression in patients with adrenal incidentalomas

Olsen, Henrik LU orcid and Olsen, Martin (2023) In Frontiers in Endocrinology 13.
Abstract

Introduction: The specificity of cortisol after 1 mg dexamethasone (cortisolDST) ≥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 cortisolDST 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... (More)

Introduction: The specificity of cortisol after 1 mg dexamethasone (cortisolDST) ≥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 cortisolDST 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 cortisolDST of a covariate averaging over other covariates. Results: CortisolDST 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 cortisolDST to age (positively) and eGFR (negatively). The association between cortisolDST and BMI was nonlinear. At BMI below 30 kg/m2, cortisolDST was negatively associated with BMI, but it was unchanged at higher BMI levels. Using linear regression, we found that cortisolDST increased by 11% (95% CI, 7%–14%) for each 10-year increase in age. In patients with a BMI below 30 kg/m2, cortisolDST increased by 23% (95% CI, 16%–31%) for each 5 kg/m2 decrease in BMI. We found no association at BMI levels above 30 kg/m2. CortisolDST increased by 9% (95% CI, 6%–11%) for each 10 ml/min/1.73m2 decrease in eGFR. Conclusions: CortisolDST is positively associated with age, negatively with BMI if below 30 kg/m2, and negatively with eGFR. These associations should be considered before diagnosing MACS.

(Less)
Please use this url to cite or link to this publication:
author
and
organization
publishing date
type
Contribution to journal
publication status
published
subject
keywords
adrenal incidentaloma (AI), age, artificial intelligence, autonomous cortisol secretion (ACS), BMI - body mass index, explainable AI, GFR
in
Frontiers in Endocrinology
volume
13
article number
1055298
publisher
Frontiers Media S. A.
external identifiers
  • scopus:85148068399
  • pmid:36760812
ISSN
1664-2392
DOI
10.3389/fendo.2022.1055298
language
English
LU publication?
yes
id
b885bfc8-6bd9-4e54-bd08-b9794683e739
date added to LUP
2023-03-06 13:07:24
date last changed
2024-06-11 08:17:12
@article{b885bfc8-6bd9-4e54-bd08-b9794683e739,
  abstract     = {{<p>Introduction: The specificity of cortisol after 1 mg dexamethasone (cortisol<sub>DST</sub>) ≥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<sub>DST</sub> 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<sub>DST</sub> of a covariate averaging over other covariates. Results: Cortisol<sub>DST</sub> 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<sub>DST</sub> to age (positively) and eGFR (negatively). The association between cortisol<sub>DST</sub> and BMI was nonlinear. At BMI below 30 kg/m<sup>2</sup>, cortisol<sub>DST</sub> was negatively associated with BMI, but it was unchanged at higher BMI levels. Using linear regression, we found that cortisol<sub>DST</sub> increased by 11% (95% CI, 7%–14%) for each 10-year increase in age. In patients with a BMI below 30 kg/m<sup>2</sup>, cortisol<sub>DST</sub> increased by 23% (95% CI, 16%–31%) for each 5 kg/m<sup>2</sup> decrease in BMI. We found no association at BMI levels above 30 kg/m<sup>2</sup>. Cortisol<sub>DST</sub> increased by 9% (95% CI, 6%–11%) for each 10 ml/min/1.73m<sup>2</sup> decrease in eGFR. Conclusions: Cortisol<sub>DST</sub> is positively associated with age, negatively with BMI if below 30 kg/m<sup>2</sup>, and negatively with eGFR. These associations should be considered before diagnosing MACS.</p>}},
  author       = {{Olsen, Henrik and Olsen, Martin}},
  issn         = {{1664-2392}},
  keywords     = {{adrenal incidentaloma (AI); age; artificial intelligence; autonomous cortisol secretion (ACS); BMI - body mass index; explainable AI; GFR}},
  language     = {{eng}},
  publisher    = {{Frontiers Media S. A.}},
  series       = {{Frontiers in Endocrinology}},
  title        = {{Associations of age, BMI, and renal function to cortisol after dexamethasone suppression in patients with adrenal incidentalomas}},
  url          = {{http://dx.doi.org/10.3389/fendo.2022.1055298}},
  doi          = {{10.3389/fendo.2022.1055298}},
  volume       = {{13}},
  year         = {{2023}},
}