Related Experiment Video
Updated: Feb 14, 2026

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
Symptomatic Pheochromocytoma: A Risk Model
María Consuelo Muñoz1, Beatriz Febrero2,3,4, Miriam Abellán2
1Hospital Comarcal del Noroeste, 30400 Murcia, Spain.
Abstract:
Background/Objectives: Pheochromocytoma (PHEO) is increasingly detected incidentally or through genetic screening; however, predictors of symptomatic presentation and its perioperative impact remain unclear. We aimed to quantify the prevalence of symptomatic PHEO, identify associated factors, compare perioperative outcomes, and develop a predictive nomogram. Methods: We retrospectively analyzed patients diagnosed and/or operated on for PHEO at a tertiary referral center between 1984 and 2021. Associations with symptomatic presentation were assessed using univariate and multivariable logistic regression analyses. A nomogram was constructed based on independent predictors and evaluated using receiver operating characteristic (ROC) analysis and the area under the curve (AUC). Results: Among 173 patients (mean age 44.4 ± 15.8 years; 53.2% women), 67.1% were symptomatic. In multivariable analysis, male sex (odds ratio [OR] 0.33; p = 0.023) and the presence of a germline mutation (OR 0.15; p = 0.004) were associated with a lower likelihood of symptoms, whereas a noradrenergic secretion profile was associated with a higher likelihood (OR 12.73; p = 0.02). Symptomatic patients had higher rates of intraoperative (OR 2.60; p = 0.032) and postoperative complications (OR 3.09; p = 0.04). The nomogram incorporating sex, genetic status, and noradrenergic profile demonstrated moderate discrimination (AUC 0.799; 95% confidence interval 0.722-0.877; p < 0.001). Conclusions: Symptomatic PHEO is associated with sex, genetic status, and noradrenergic secretion profile and is linked to increased perioperative morbidity. A simple nomogram based on readily available variables may help estimate individual risk and support perioperative management.
Related Concept Videos
Relative Risk
Factors Affecting the Risk of Infection
The integrity and count of the white blood cells help the body resist pathogens and fight infection. When impaired, it reduces the body's resistance to pathogens. The acidic pH levels of the gastrointestinal, genitourinary tracts, and skin...
Drug Toxicity: Risk factors
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
Molecular Models
The Bohr Model

