Cited by 67Adrenal and Paraganglionic TumorsHormonal Regulation and HypertensionAdrenal Hormones and Disorders

Cardiovascular events in patients with mild autonomous cortisol secretion: analysis with artificial neural networks

Open access
Morelli, Valentina, Palmieri, Serena, Lania, Andrea, Tresoldi, Alberto, Corbetta, Sabrina, Cairoli, Elisa, Eller-Vainicher, Cristina, Arosio, Maura +3 more·2017·European Journal of Endocrinology

Abstract

Background The independent role of mild autonomous cortisol secretion (ACS) in influencing the cardiovascular event (CVE) occurrence is a topic of interest. We investigated the role of mild ACS in the CVE occurrence in patients with adrenal incidentaloma (AI) by standard statistics and artificial neural networks (ANNs). Methods We analyzed a retrospective record of 518 AI patients. Data regarding cortisol levels after 1 mg dexamethasone suppression (1 mg DST) and the presence of obesity (OB), hypertension (AH), type-2 diabetes (T2DM), dyslipidemia (DL), familial CVE history, smoking habit and CVE were collected. Results The receiver-operating characteristic curve analysis suggested that 1 mg DST, at a cut-off of 1.8 µg/dL, had the best accuracy for detecting patients with increased CVE risk. In patients with 1 mg-DST ≥1.8 µg/dL (DST+, n = 223), age and prevalence of AH, T2DM, DL and CVE (66 years, 74.5, 25.9, 41.4 and 26.8% respectively) were higher than that of patients with 1 mg-DST ≤1.8 µg/dL (61.9 years, 60.7, 18.5, 32.9 and 10%, respectively, P < 0.05 for all). The CVE were associated with DST+ (OR: 2.46, 95% CI: 1.5–4.1, P = 0.01), regardless of T2DM, AH, DL, smoking habit, gender, observation period and age. The presence of at least two among AH, T2DM, DL and OB plus DST+ had 61.1% sensitivity in detecting patients with CVE. By using the variables selected by ANNs (familial CVE history, age, T2DM, AH, DL and DST+) 78.7% sensitivity was reached. Conclusions Cortisol after 1 mg-DST is independently associated with the CVE occurrence. The ANNs might help for assessing the CVE risk in AI patients.

Integrity signals

Registry

Crossref · 10.1530/eje-17-0047

Cites

39 of 39 references verified0 citation errors · 0 not checkable

Statistics

Recomputing p-values needs the paper’s full text.

Claims the paper makes

The text we found for this paper looks like another document, so its claims and self-check weren’t run. The registry and citation checks still apply.

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The text we found for this paper looks like another document, so the self-check wasn’t run.

Cites

Flagged first, then by citations

Cited by

Sorted by citations

Authors
Morelli, V., Palmieri, S., Lania, A., Tresoldi, A., Corbetta, S., Cairoli, E., Eller-Vainicher, C., Arosio, M., Copetti, M., Grossi, E., & Chiodini, I.
Affiliations
  • University of Milan (IT)
  • Humanitas University (IT)
  • Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico (IT)
  • Casa Sollievo della Sofferenza (IT)
  • Semeion Centro Ricerche di Scienze della Comunicazione (IT)
Corresponding author
Chiodini, Iacopo
Venue
European Journal of Endocrinology
Published
2017-07
Volume
177
Issue
1
Pages
73-83
ISSN
  • 0804-4643 (ISSN-L)
  • 1479-683X
OpenAlex
W2610976089
Cited by
67
References
39
Citations by year
2026: 4 · 2025: 2 · 2024: 5 · 2023: 8 · 2022: 9 · 2021: 13 · 2020: 14 · 2019: 4 · 2018: 6 · 2017: 2
FWCI
7.28
Type
journal article
Language
en
Open access
Licence
other-oa
Locations
  • European Journal of Endocrinology (publishedVersion)
  • PubMed (publishedVersion)
  • Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano) (submittedVersion, other-oa)
Topics
  • Health Sciences › Medicine › Surgery › Adrenal and Paraganglionic Tumors
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Hormonal Regulation and Hypertension
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Adrenal Hormones and Disorders
Keywords
mild autonomous cortisol secretion, adrenal incidentaloma, cardiovascular events, dexamethasone suppression test, cortisol, cardiovascular risk prediction, artificial neural networks, hypertension, type 2 diabetes, dyslipidemia, obesity
MeSH terms
Adrenal Gland Neoplasms, Adult, Age Factors, Aged, Cardiovascular Diseases, Dexamethasone, Diabetes Mellitus, Type 2, Female, Humans, Hydrocortisone, Hypertension, Male, Middle Aged, Obesity, Retrospective Studies, Smoking, Prevalence, Neural Networks, Computer, Dyslipidemias

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review