Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2019 Oct;22(5):520-531.
doi: 10.1007/s11102-019-00982-8.

Predictive modeling for pituitary adenomas: single center experience in 501 consecutive patients

Affiliations

Predictive modeling for pituitary adenomas: single center experience in 501 consecutive patients

A L Pappy 2nd et al. Pituitary. 2019 Oct.

Abstract

Background: Personalized postoperative management of patients with pituitary adenomas requires an early risk stratification system.

Methods: We reviewed 501 cases operated between 10/27/2011 and 5/5/2016 by a single neurosurgeon. We determined biochemical remission and tumor resection at 3 months, and biochemical recurrence, tumor recurrence, radiation and reoperation during follow-up. We considered age, gender, tumor diameter, cavernous sinus invasion (CSI) by MRI, diagnostic category (clinical, biochemical and immunohistochemical), and proliferation markers in a Cox proportional hazards model. We built predictive models with the significant parameters and used Kaplan-Meier survival curves for time-dependent analyses.

Results: The 501 cases comprised 141 functional and 360 nonfunctional adenomas. Tumor diameter, CSI, and ki-67 index predicted long-term events. Model 1 (CSI, diameter ≥ 2.9 cm and ki-67 > 3%) identified 18 (3.6%) adenomas and predicted persistent hypersecretory syndrome and residual tumor with 98.7% specificity (OR 8.6; CI 3.0-24.7). Model 2 (ki-67 > 3% and CSI) identified 48 (9.6%) adenomas and had 93.1% specificity (OR 3.3; CI 1.8-6.0). Model 3 (ki-67 > 3%, mitoses and p53, former "atypical" adenoma) identified 26 (5.2%) adenomas and had 96.0% specificity (OR 2.3; CI 1.0-5.0). Model 1 best predicted the long-term event-free survival and was strengthened when Knosp 3-4 CSI grades were used. Model 2 better identified the smaller adenomas at risk. Among the WHO 2017 special PA subtypes, patients with silent corticotroph adenoma had a lower event-free survival than ACTH-negative nonfunctional adenomas.

Conclusion: Use of CSI, ki-67 and tumor diameter in prediction models facilitates tailored surveillance and management of patients with pituitary adenomas.

Keywords: Aggressive adenoma; Atypical adenoma; Cavernous sinus invasion; Diameter; Ki-67; Pituitary adenoma.

PubMed Disclaimer

Similar articles

Cited by

References

    1. J Clin Pathol. 1999 Feb;52(2):107-11 - PubMed
    1. Nat Med. 1999 Nov;5(11):1317-21 - PubMed
    1. Neurosurgery. 2000 Sep;47(3):723-9; discussion 729-30 - PubMed
    1. J Clin Endocrinol Metab. 2001 Jan;86(1):117-23 - PubMed
    1. Endocr Relat Cancer. 2002 Jun;9(2):103-13 - PubMed

LinkOut - more resources