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March 31, 2026SHILAP Revista de lepidopterología0 citationsOpen Access

Risk factor identification and nomogram-based predictive model development for recurrence of pituitary adenomas following transsphenoidal surgery: a dual-center retrospective study

XYXingjian YangWYWei YangPHPengwei Hou

Key Points

  • To identify independent risk factors for pituitary adenoma recurrence after surgery and to develop a predictive nomogram.
  • Retrospective data collection from 469 patients with pituitary adenomas.
  • LASSO regression to screen potential predictive factors.
  • Multivariate logistic regression to determine independent prognostic factors.
  • Nomogram construction to evaluate the model's performance.
  • Recurrence occurred in 64 cases (13.65%).
  • Independent risk factors identified included modified Knosp classification, clival invasion, and subtotal resection.
  • The model had an AUC of 0.905 and a C-index of 0.905, indicating high discriminative ability.
  • Sensitivity was 85% and specificity was 86.4%, with good calibration and clinical net benefits.

Abstract

Objective To identify independent risk factors for pituitary adenoma recurrence after transsphenoidal surgery and construct and validate a nomogram for recurrence risk quantification. Methods We retrospectively collected clinical data of 469 patients with pituitary adenomas from Fuzhou 900 Hospital and Huashan Hospital of Fudan University. LASSO regression was applied to screen potential predictive factors, followed by multivariate Logistic regression to identify independent prognostic factors. Nomograms were subsequently constructed to evaluate the model's discriminative ability, calibration, and clinical utility. Results Recurrence occurred in 64 cases (13.65%). Multivariate analysis confirmed modified Knosp classification (grades 3B–4), clival invasion, and subtotal resection as independent risk factors ( P 0.05). The model had AUC 0.905 95%CI (0.8254, 0.9847), C-index 0.905, sensitivity 85%, specificity 86.4%, with good calibration and clinical net benefits (DCA: 0.05–0.90 threshold). Conclusion The nomogram, which is the first to integrate clival invasion with modified Knosp classification and extent of resection, effectively predicts pituitary adenoma recurrence after transsphenoidal surgery and shows promising clinical utility.

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Cite This Study

Yang et al. (2026) studied this question.

synapsesocial.com/papers/69cb63c9e6a8c024954b88fahttps://doi.org/10.3389/fsurg.2026.1784374
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