Cardiovascular events in patients with mild autonomous cortisol secretion: analysis with artificial neural networks. Issue 1 (July 2017)
- Record Type:
- Journal Article
- Title:
- Cardiovascular events in patients with mild autonomous cortisol secretion: analysis with artificial neural networks. Issue 1 (July 2017)
- Main Title:
- Cardiovascular events in patients with mild autonomous cortisol secretion: analysis with artificial neural networks
- Authors:
- Morelli, Valentina
Palmieri, Serena
Lania, Andrea
Tresoldi, Alberto
Corbetta, Sabrina
Cairoli, Elisa
Eller-Vainicher, Cristina
Arosio, Maura
Copetti, Massimiliano
Grossi, Enzo
Chiodini, Iacopo - Abstract:
- 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.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. … (more)
- Is Part Of:
- European journal of endocrinology. Volume 177:Issue 1(2017)
- Journal:
- European journal of endocrinology
- Issue:
- Volume 177:Issue 1(2017)
- Issue Display:
- Volume 177, Issue 1 (2017)
- Year:
- 2017
- Volume:
- 177
- Issue:
- 1
- Issue Sort Value:
- 2017-0177-0001-0000
- Page Start:
- 73
- Page End:
- 83
- Publication Date:
- 2017-07
- Subjects:
- Endocrinology -- Periodicals
616.4005 - Journal URLs:
- http://www.bioscientifica.com/ ↗
http://www.eje-online.org/ ↗
https://academic.oup.com/ejendo ↗ - DOI:
- 10.1530/EJE-17-0047 ↗
- Languages:
- English
- ISSNs:
- 0804-4643
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 561.xml