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Updated: Jan 20, 2026

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Three-dimensional Alginate-bead Culture of Human Pituitary Adenoma Cells
Published on: February 18, 2016
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Predictive modeling for pituitary adenomas: single center experience in 501 consecutive patients
A L Pappy1, A Savinkina2, C Bicknese1
1Emory University School of Medicine, Atlanta, GA, USA.
Pituitary
|August 22, 2019
Summary
This study developed predictive models for pituitary adenomas using tumor diameter, cavernous sinus invasion (CSI), and ki-67 index. These models aid in personalized patient management and risk stratification for better outcomes.
Area of Science:
- Neurosurgery
- Endocrinology
- Oncology
Background:
- Personalized postoperative management of pituitary adenomas necessitates early risk stratification.
- Developing effective risk stratification systems is crucial for optimizing patient care.
Purpose of the Study:
- To develop and validate predictive models for early risk stratification in pituitary adenoma patients.
- To identify key parameters predicting long-term outcomes and recurrence.
Main Methods:
- Reviewed 501 pituitary adenoma cases operated by a single neurosurgeon.
- Utilized Cox proportional hazards models incorporating age, gender, tumor diameter, cavernous sinus invasion (CSI), diagnostic category, and proliferation markers (ki-67).
- Developed predictive models and employed Kaplan-Meier survival curves for time-dependent analyses.
Main Results:
- Tumor diameter, CSI, and ki-67 index were significant predictors of long-term events.
- Model 1 (CSI, diameter ≥2.9 cm, ki-67 >3%) showed high specificity (98.7%) in predicting persistent hypersecretory syndrome and residual tumor.
- Model 2 (ki-67 >3%, CSI) identified smaller at-risk adenomas with 93.1% specificity.
- Silent corticotroph adenomas exhibited lower event-free survival compared to ACTH-negative nonfunctional adenomas.
Conclusions:
- Predictive models incorporating CSI, ki-67, and tumor diameter facilitate tailored surveillance and management of pituitary adenoma patients.
- These models improve the ability to stratify risk and personalize postoperative care.
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