Visual Outcomes after Suprasellar Meningioma Resection: A Retrospective Cohort Study and a Machine Learning-Based Predictive Model

IF 0.9 4区 医学 Q3 Medicine Journal of Neurological Surgery Part B: Skull Base Pub Date : 2024-02-23 DOI:10.1055/s-0044-1779671
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Abstract

Objectives In this research, the authors provide a retrospective cohort study of 82 patients with suprasellar meningiomas to identify predictors of the visual outcome following surgery. We also conducted a matched retrospective case–control analysis. Methods This retrospective cohort study included all patients who underwent craniotomy for surgical excision of suprasellar meningiomas at our institution between January 2016 and March 2022. We designed a matched case–control study for patients with and without early intradural optic canal decompression (IOCD). We also developed a machine learning model to have the best possible sensitivity for the prediction of visual recovery after surgery. Results The visual acuity score (VAS) improved in 46.3% of our cases and decreased in 7.4% of the 82 included cases postoperatively. The VAS did not change in 46.3% of the patients after surgery. Statistically, visual complaints, optic atrophy, tuberculum sella involvement, and olfactory groove involvement were associated with lower preoperative VAS and visual field index (VFI). Only intracavernous sinus (ICS) extension and intraoperative vascular involvement were significantly associated with lower postoperative mean VAS correction. The outcome analysis revealed that the improvement in VAS and VFI after surgery was not statistically different between the groups with and without early IOCD (p-value = 1). Conclusion ICS extension was the only location-related factor associated with increased tumor recurrence or regrowth, which makes postoperative radiotherapy more valuable in patients with cavernous sinus extension. Our study results did not support the efficacy of early IOCD in increasing postoperative VAS and VFI.
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鞍上脑膜瘤切除术后的视觉效果:回顾性队列研究和基于机器学习的预测模型
研究目的 作者对 82 名鞍上型脑膜瘤患者进行了回顾性队列研究,以确定手术后视觉效果的预测因素。我们还进行了一项匹配的回顾性病例对照分析。方法 这项回顾性队列研究纳入了 2016 年 1 月至 2022 年 3 月期间在我院接受开颅手术切除鞍上脑膜瘤的所有患者。我们设计了一项匹配病例对照研究,研究对象为接受和未接受早期硬膜内视神经管减压术(IOCD)的患者。我们还开发了一个机器学习模型,以尽可能灵敏地预测术后视力恢复情况。结果 在纳入的 82 例患者中,46.3% 的患者术后视力评分(VAS)有所提高,7.4% 的患者术后视力评分有所下降。46.3%的患者术后视力评分没有变化。据统计,视觉主诉、视神经萎缩、蝶鞍结节受累和嗅沟受累与术前较低的 VAS 和视野指数(VFI)有关。只有海绵窦内(ICS)扩展和术中血管受累与较低的术后平均 VAS 矫正率显著相关。结果分析表明,术后 VAS 和 VFI 的改善情况在有早期 IOCD 和没有早期 IOCD 的组别之间没有统计学差异(P 值 = 1)。结论 ICS 扩展是唯一与肿瘤复发或再生增加相关的位置相关因素,这使得术后放疗对海绵窦扩展患者更有价值。我们的研究结果并不支持早期 IOCD 在提高术后 VAS 和 VFI 方面的疗效。
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来源期刊
CiteScore
2.20
自引率
0.00%
发文量
516
期刊介绍: The Journal of Neurological Surgery Part B: Skull Base (JNLS B) is a major publication from the world''s leading publisher in neurosurgery. JNLS B currently serves as the official organ of several national and international neurosurgery and skull base societies. JNLS B is a peer-reviewed journal publishing original research, review articles, and technical notes covering all aspects of neurological surgery. The focus of JNLS B includes microsurgery as well as the latest minimally invasive techniques, such as stereotactic-guided surgery, endoscopy, and endovascular procedures. JNLS B is devoted to the techniques and procedures of skull base surgery.
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