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

被引:58
作者
Morelli, Valentina [1 ,2 ]
Palmieri, Serena [1 ,2 ]
Lania, Andrea [3 ]
Tresoldi, Alberto [1 ,3 ]
Corbetta, Sabrina [4 ]
Cairoli, Elisa [1 ,2 ]
Eller-Vainicher, Cristina [2 ]
Arosio, Maura [1 ,2 ,5 ]
Copetti, Massimiliano [6 ]
Grossi, Enzo [7 ]
Chiodini, Iacopo [1 ]
机构
[1] Univ Milan, Dept Med Sci & Community Hlth, Milan, Italy
[2] IRCCS Ca Granda Osped Maggiore Policlin, Unit Endocrinol & Metab Dis, Milan, Italy
[3] Humanitas Univ, IRCCS Humanitas Clin Inst, Endocrine Unit, Milan, Italy
[4] Univ Milan, IRCCS Ist Ortoped Galeazzi, Dept Biomed Sci, Unit Endocrinol, Milan, Italy
[5] Osped San Giuseppe, Unit Endocrine Dis & Diabetol, Grp Multimed, Milan, Italy
[6] IRCCS, Unit Biostat Casa Sollievo Della Sofferenza, Foggia, Italy
[7] Semeion Ctr, Rome, Italy
关键词
SUBCLINICAL CUSHINGS-SYNDROME; ADRENAL INCIDENTALOMAS; PRACTICE GUIDELINES; EUROPEAN-SOCIETY; RISK-FACTORS; HYPERCORTISOLISM; MANAGEMENT; MORTALITY; DISEASE; ADENOMAS;
D O I
10.1530/EJE-17-0047
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
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 mu g/dL, had the best accuracy for detecting patients with increased CVE risk. In patients with 1 mg-DST >= 1.8 mu g/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 mu g/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.
引用
收藏
页码:73 / 83
页数:11
相关论文
共 38 条
[1]  
[Anonymous], 2013, J. Intell. Learn. Syst., DOI [10.4236/jilsa.2013.51004, DOI 10.4236/JILSA.2013.51004]
[2]   Recognition of patients with cardiovascular disease by artificial neural networks [J].
Baldassarre, D ;
Grossi, E ;
Buscema, M ;
Intraligi, M ;
Amato, M ;
Tremoli, E ;
Pustina, L ;
Castelnuovo, S ;
Sanvito, S ;
Gerosa, L ;
Sirtori, CR .
ANNALS OF MEDICINE, 2004, 36 (08) :630-640
[3]   Improvement of cardiovascular risk factors after adrenalectomy in patients with adrenal tumors and subclinical Cushing's syndrome: a systematic review and meta-analysis [J].
Bancos, Irina ;
Alahdab, Fares ;
Crowley, Rachel K. ;
Chortis, Vasileios ;
Delivanis, Danae A. ;
Erickson, Dana ;
Natt, Neena ;
Terzolo, Massimo ;
Arlt, Wiebke ;
Young, William F., Jr. ;
Murad, M. Hassan .
EUROPEAN JOURNAL OF ENDOCRINOLOGY, 2016, 175 (06) :R283-R295
[4]   TRANSFORMATION OF INDEPENDENT VARIABLES [J].
BOX, GEP ;
TIDWELL, PW .
TECHNOMETRICS, 1962, 4 (04) :531-&
[5]   The IFAST Model Allows the Prediction of Conversion to Alzheimer Disease in Patients with Mild Cognitive Impairment with High Degree of Accuracy [J].
Buscema, M. ;
Grossi, E. ;
Capriotti, M. ;
Babiloni, C. ;
Rossini, P. .
CURRENT ALZHEIMER RESEARCH, 2010, 7 (02) :173-187
[6]   Auto-Contractive Maps: An Artificial Adaptive System for Data Mining. An Application to Alzheimer Disease [J].
Buscema, Massimo ;
Grossi, Enzo ;
Snowdon, Dave ;
Antuono, Piero .
CURRENT ALZHEIMER RESEARCH, 2008, 5 (05) :481-vii
[7]   Auto-contractive Maps, the H Function, and the Maximally Regular Graph (MRG): A New Methodology for Data Mining [J].
Buscema, Massimo ;
Sacco, Pier L. .
APPLICATIONS OF MATHEMATICS IN MODELS, ARTIFICIAL NEURAL NETWORKS AND ARTS: MATHEMATICS AND SOCIETY, 2010, :227-+
[8]   The semantic connectivity map: an adapting self-organising knowledge discovery method in data bases. Experience in gastro-oesophageal reflux disease [J].
Buscema, Massimo ;
Grossi, Enzo .
INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS, 2008, 2 (04) :362-404
[9]   Endogenous subclinical hypercortisolism and bone: a clinical review [J].
Chiodini, I. ;
Vainicher, C. Eller ;
Morelli, V. ;
Palmieri, S. ;
Cairoli, E. ;
Salcuni, A. S. ;
Copetti, M. ;
Scillitani, A. .
EUROPEAN JOURNAL OF ENDOCRINOLOGY, 2016, 175 (06) :R265-R282
[10]   Six controversial issues on subclinical Cushing's syndrome [J].
Chiodini, Iacopo ;
Albani, Adriana ;
Ambrogio, Alberto Giacinto ;
Campo, Michela ;
De Martino, Maria Cristina ;
Marcelli, Giorgia ;
Morelli, Valentina ;
Zampetti, Benedetta ;
Colao, Annamaria ;
Pivonello, Rosario .
ENDOCRINE, 2017, 56 (02) :262-266