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一种利用视网膜微观结构特征预测胶质母细胞瘤患者生存结局的新型模型。

A Novel Predictive Model Utilizing Retinal Microstructural Features for Estimating Survival Outcome in Patients with Glioblastoma.

作者信息

Smith Rebekah, Sapkota Ranjit, Antony Bhavna, Sun Jinger, Aboud Orwa, Bloch Orin, Daly Megan, Fragoso Ruben, Yiu Glenn, Liu Yin Allison

机构信息

School of Medicine, University of California, Davis.

Institute of Innovation, Science & Sustainability, Federation University Australia, Mt Helen, Australia.

出版信息

Res Sq. 2024 May 17:rs.3.rs-4420925. doi: 10.21203/rs.3.rs-4420925/v1.

DOI:10.21203/rs.3.rs-4420925/v1
PMID:38798600
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11118691/
Abstract

Glioblastoma is a highly aggressive brain tumor with poor prognosis despite surgery and chemoradiation. The visual sequelae of glioblastoma have not been well characterized. This study assessed visual outcomes in glioblastoma patients through neuro-ophthalmic exams, imaging of the retinal microstructures/microvasculature, and perimetry. A total of 19 patients (9 male, 10 female, average age at diagnosis 69 years) were enrolled. Best-corrected visual acuity ranged from 20/20-20/50. Occipital tumors showed worse visual fields than frontal tumors (mean deviation - 14.9 and - 0.23, respectively, p < 0.0001). Those with overall survival (OS) < 15 months demonstrated thinner retinal nerve fiber layer and ganglion cell complex (p < 0.0001) and enlarged foveal avascular zone starting from 4 months post-diagnosis (p = 0.006). There was no significant difference between eyes ipsilateral and contralateral to radiation fields (average doses were 1370 cGy and 1180 cGy, respectively, p = 0.42). A machine learning algorithm using retinal microstructure and visual fields predicted patients with long (≥ 15 months) progression free and overall survival with 78% accuracy. Glioblastoma patients frequently present with visual field defects despite normal visual acuity. Patients with poor survival duration demonstrated significant retinal thinning and decreased microvascular density. A machine learning algorithm predicted survival; further validation is warranted.

摘要

胶质母细胞瘤是一种侵袭性很强的脑肿瘤,尽管进行了手术和放化疗,预后仍很差。胶质母细胞瘤的视觉后遗症尚未得到很好的描述。本研究通过神经眼科检查、视网膜微结构/微血管成像和视野检查评估了胶质母细胞瘤患者的视觉预后。共纳入19例患者(9例男性,10例女性,诊断时平均年龄69岁)。最佳矫正视力范围为20/20至20/50。枕叶肿瘤的视野比额叶肿瘤更差(平均偏差分别为-14.9和-0.23,p<0.0001)。总生存期(OS)<15个月的患者视网膜神经纤维层和神经节细胞复合体更薄(p<0.0001),从诊断后4个月开始黄斑无血管区扩大(p=0.006)。放疗野同侧和对侧眼睛之间无显著差异(平均剂量分别为1370 cGy和1180 cGy,p=0.42)。使用视网膜微结构和视野的机器学习算法预测无进展生存期长(≥15个月)和总生存期的患者,准确率为78%。胶质母细胞瘤患者尽管视力正常,但经常出现视野缺损。生存期差的患者视网膜明显变薄,微血管密度降低。一种机器学习算法可预测生存期;需要进一步验证。

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本文引用的文献

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Malignant Glioma.恶性胶质瘤。
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Radiation-Induced Retinopathy and Optic Neuropathy after Radiation Therapy for Brain, Head, and Neck Tumors: A Systematic Review.脑、头颈部肿瘤放射治疗后放射性视网膜病变和视神经病变:一项系统评价
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The global prevalence of primary central nervous system tumors: a systematic review and meta-analysis.全球原发性中枢神经系统肿瘤的患病率:一项系统评价和荟萃分析。
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Ocular Optical Coherence Tomography in the Evaluation of Sellar and Parasellar Masses: A Review.眼内光学相干断层扫描在鞍区及鞍旁肿块评估中的应用:综述。
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MGMT and Whole-Genome DNA Methylation Impacts on Diagnosis, Prognosis and Therapy of Glioblastoma Multiforme.MGMT 和全基因组 DNA 甲基化对多形性胶质母细胞瘤的诊断、预后和治疗的影响。
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Identification of novel prognostic targets in glioblastoma using bioinformatics analysis.基于生物信息学分析鉴定胶质母细胞瘤的新型预后靶点。
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