Department of Ophthalmology, Graduate School of Medicine, University of Tokyo School of Medicine, 7-3-1 Hongo Bunkyo-ku, Tokyo, 113-8655, Japan.
Department of Ophthalmology, Seirei Hamamatsu General Hospital, Shizuoka, Hamamatsu, Japan.
Sci Rep. 2021 Jan 14;11(1):1408. doi: 10.1038/s41598-021-81048-3.
The purpose of this study is to examine if aqueous autotaxin (ATX) and TGF-β levels could be used for differentiating glaucoma subtypes. This prospective observational study was performed using aqueous humor samples obtained from 281 consecutive patients. Open angle glaucoma patients were classified into three groups: primary open-angle glaucoma (POAG), secondary open-angle glaucoma (SOAG), and exfoliation glaucoma (XFG). Aqueous levels of ATX and TGF-βs were quantified. The AUC as well as sensitivity and specificity for the classification into normal and glaucoma subtypes using four indicators-ATX, TGF-β1, TGF-β2, and TGF-β3, upon the application of three machine learning methods. ATX, TGF-β1, and TGF-β3 were positively correlated with IOP, and ATX was significantly and negatively correlated with the mean deviation. From least absolute shrinkage and selection operator regression analysis, the AUC values to distinguish each subgroup [normal, POAG, SOAG, and XFG] ranged between 0.675 (POAG vs. normal) and 0.966 (XFG vs. normal), when four variables were used. High AUC values were obtained with ATX for discriminating XFG from normal eyes and with TGF-β3 for discriminating XFG from normal eyes, POAG, or SOAG. Aqueous TGF-β and ATX exhibited high diagnostic performance in detecting glaucoma subtypes, and could be promising biomarkers for glaucoma.
本研究旨在探讨房水自分泌酶(ATX)和 TGF-β水平是否可用于鉴别青光眼亚型。本前瞻性观察性研究使用了 281 例连续患者的房水样本。开角型青光眼患者分为三组:原发性开角型青光眼(POAG)、继发性开角型青光眼(SOAG)和剥脱性青光眼(XFG)。定量检测房水中 ATX 和 TGF-βs 的水平。使用三种机器学习方法,根据四个指标(ATX、TGF-β1、TGF-β2 和 TGF-β3),评估其在鉴别正常和青光眼亚型中的 AUC 以及灵敏度和特异性。ATX、TGF-β1 和 TGF-β3 与眼压呈正相关,而 ATX 与平均偏差呈显著负相关。最小绝对收缩和选择算子回归分析显示,当使用四个变量时,区分每个亚组[正常、POAG、SOAG 和 XFG]的 AUC 值范围在 0.675(POAG 与正常)和 0.966(XFG 与正常)之间。ATX 用于鉴别 XFG 与正常眼,TGF-β3 用于鉴别 XFG 与正常眼、POAG 或 SOAG,均具有较高的 AUC 值。房水中的 TGF-β 和 ATX 在检测青光眼亚型方面具有较高的诊断性能,可能是有前途的青光眼生物标志物。