{"title":"人工智能辅助OCTA衍生的FAZ参数与开角型青光眼视野缺损进展的关系","authors":"Takahiro Ninomiya MD , Naoki Kiyota MD, PhD , Parmanand Sharma PhD , Kazuko Omodaka MD, PhD , Noriko Himori MD, PhD , Masayuki Yasuda MD, PhD , Hiroshi Kunikata MD, PhD , Toru Nakazawa MD, PhD","doi":"10.1016/j.xops.2023.100387","DOIUrl":null,"url":null,"abstract":"<div><h3>Purpose</h3><p>To investigate clinical factors associated with foveal avascular zone (FAZ) parameters obtained using OCT angiography (OCTA) with assistance from a previously developed artificial intelligence (AI) platform in eyes with open-angle glaucoma (OAG).</p></div><div><h3>Design</h3><p>Retrospective longitudinal.</p></div><div><h3>Participants</h3><p>This study followed up 885 eyes of 558 patients with OAG for ≥ 2 years; all eyes underwent ≥ 5 Humphrey visual-field (VF) tests and had 3.0 × 3.0 mm macular OCTA scans available.</p></div><div><h3>Methods</h3><p>Average total deviation (TD) in the superior, superocentral, inferocentral, and inferior sectors of the Humphrey 24-2 program was calculated. We collected 3.0 × 3.0 mm macular OCTA images from each patient and used a previously developed AI platform with these images to obtain FAZ parameters, including FAZ area, FAZ circularity index (CI), and FAZ perimeter. Multivariable linear mixed-effects models were used to analyze the relationship between FAZ parameters, TD or TD slope in each quadrant, and systemic factors, adjusting for potential confounding factors, including axial length.</p></div><div><h3>Main Outcome Measures</h3><p>Ophthalmic and systemic variables, FAZ parameters, and TD or TD slope in each quadrant.</p></div><div><h3>Results</h3><p>The multivariable model showed that FAZ parameters were correlated with both TD and TD slope in the inferocentral quadrant (β = −0.244 - 0.168, <em>P</em> < 0.001). Both upper-half and lower-half FAZ parameters were better associated with TD-inferocentral and TD-inferocentral slope than TD-superocentral or TD-superocentral slope in terms of β size and statistical significance, indicating that there was no evident vertical anatomical correspondence between TD in the central quadrant and FAZ parameters. Foveal avascular zone area enlargement was associated with female gender (β = 0.242, <em>P</em> = 0.003). Loss of FAZ circularity was associated with both aging and comorbid sleep apnea syndrome (SAS) (yes: 1, no: 0) (β = −0.188, <em>P</em> < 0.001; β = −0.261, <em>P</em> = 0.031, respectively). Foveal avascular zone perimeter elongation was associated with aging and female gender (β = 0.084, <em>P</em> = 0.040; β = 0.168, <em>P</em> = 0.042, respectively).</p></div><div><h3>Conclusions</h3><p>Artificial intelligence-assisted OCTA-measured FAZ enlargement and irregular shape might be good markers of ocular hypoperfusion and associated inferocentral VF defect progression in eyes with OAG. <strong><em>Financial Disclosure(s):</em></strong> The author(s) have no proprietary or commercial interest in any materials discussed in this article.</p></div>","PeriodicalId":74363,"journal":{"name":"Ophthalmology science","volume":null,"pages":null},"PeriodicalIF":3.2000,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666914523001197/pdfft?md5=9e95440f596191c5ad829b1f6980f00d&pid=1-s2.0-S2666914523001197-main.pdf","citationCount":"0","resultStr":"{\"title\":\"The Relationship Between Artificial Intelligence–Assisted OCT Angiography–Derived Foveal Avascular Zone Parameters and Visual-Field Defect Progression in Eyes with Open-Angle Glaucoma\",\"authors\":\"Takahiro Ninomiya MD , Naoki Kiyota MD, PhD , Parmanand Sharma PhD , Kazuko Omodaka MD, PhD , Noriko Himori MD, PhD , Masayuki Yasuda MD, PhD , Hiroshi Kunikata MD, PhD , Toru Nakazawa MD, PhD\",\"doi\":\"10.1016/j.xops.2023.100387\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Purpose</h3><p>To investigate clinical factors associated with foveal avascular zone (FAZ) parameters obtained using OCT angiography (OCTA) with assistance from a previously developed artificial intelligence (AI) platform in eyes with open-angle glaucoma (OAG).</p></div><div><h3>Design</h3><p>Retrospective longitudinal.</p></div><div><h3>Participants</h3><p>This study followed up 885 eyes of 558 patients with OAG for ≥ 2 years; all eyes underwent ≥ 5 Humphrey visual-field (VF) tests and had 3.0 × 3.0 mm macular OCTA scans available.</p></div><div><h3>Methods</h3><p>Average total deviation (TD) in the superior, superocentral, inferocentral, and inferior sectors of the Humphrey 24-2 program was calculated. We collected 3.0 × 3.0 mm macular OCTA images from each patient and used a previously developed AI platform with these images to obtain FAZ parameters, including FAZ area, FAZ circularity index (CI), and FAZ perimeter. Multivariable linear mixed-effects models were used to analyze the relationship between FAZ parameters, TD or TD slope in each quadrant, and systemic factors, adjusting for potential confounding factors, including axial length.</p></div><div><h3>Main Outcome Measures</h3><p>Ophthalmic and systemic variables, FAZ parameters, and TD or TD slope in each quadrant.</p></div><div><h3>Results</h3><p>The multivariable model showed that FAZ parameters were correlated with both TD and TD slope in the inferocentral quadrant (β = −0.244 - 0.168, <em>P</em> < 0.001). Both upper-half and lower-half FAZ parameters were better associated with TD-inferocentral and TD-inferocentral slope than TD-superocentral or TD-superocentral slope in terms of β size and statistical significance, indicating that there was no evident vertical anatomical correspondence between TD in the central quadrant and FAZ parameters. Foveal avascular zone area enlargement was associated with female gender (β = 0.242, <em>P</em> = 0.003). Loss of FAZ circularity was associated with both aging and comorbid sleep apnea syndrome (SAS) (yes: 1, no: 0) (β = −0.188, <em>P</em> < 0.001; β = −0.261, <em>P</em> = 0.031, respectively). Foveal avascular zone perimeter elongation was associated with aging and female gender (β = 0.084, <em>P</em> = 0.040; β = 0.168, <em>P</em> = 0.042, respectively).</p></div><div><h3>Conclusions</h3><p>Artificial intelligence-assisted OCTA-measured FAZ enlargement and irregular shape might be good markers of ocular hypoperfusion and associated inferocentral VF defect progression in eyes with OAG. <strong><em>Financial Disclosure(s):</em></strong> The author(s) have no proprietary or commercial interest in any materials discussed in this article.</p></div>\",\"PeriodicalId\":74363,\"journal\":{\"name\":\"Ophthalmology science\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":3.2000,\"publicationDate\":\"2024-03-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S2666914523001197/pdfft?md5=9e95440f596191c5ad829b1f6980f00d&pid=1-s2.0-S2666914523001197-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Ophthalmology science\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2666914523001197\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"OPHTHALMOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Ophthalmology science","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2666914523001197","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"OPHTHALMOLOGY","Score":null,"Total":0}
引用次数: 0
摘要
目的研究开角型青光眼(OAG)患者在先前开发的人工智能(AI)平台辅助下使用OCT血管造影(OCTA)获得的眼窝无血管区(FAZ)参数的相关临床因素。方法计算Humphrey 24-2程序中上、超中心、下中心和下扇区的平均总偏差(TD)。我们收集了每位患者的 3.0 × 3.0 mm 黄斑 OCTA 图像,并使用之前开发的人工智能平台获取 FAZ 参数,包括 FAZ 面积、FAZ 圆度指数 (CI) 和 FAZ 周长。采用多变量线性混合效应模型分析FAZ参数、每个象限的TD或TD斜率与全身因素之间的关系,同时调整包括轴长在内的潜在混杂因素。结果多变量模型显示,FAZ参数与中下象限的TD和TD斜率均相关(β = -0.244 - 0.168,P <0.001)。就β大小和统计学意义而言,上半部和下半部FAZ参数与TD-内中心和TD-内中心斜率的相关性均优于TD-超中心或TD-超中心斜率,这表明中央象限的TD与FAZ参数之间不存在明显的垂直解剖对应关系。眼窝无血管区面积扩大与女性性别有关(β = 0.242,P = 0.003)。FAZ圆度的丧失与衰老和合并睡眠呼吸暂停综合征(SAS)(是:1,否:0)有关(β = -0.188,P < 0.001;β = -0.261,P = 0.031)。结论 人工智能辅助 OCTA 测量的 FAZ 扩大和不规则形状可能是 OAG 患者眼底灌注不足及相关的眼底中心 VF 缺陷进展的良好标记。财务披露:作者对本文讨论的任何材料均无所有权或商业利益。
The Relationship Between Artificial Intelligence–Assisted OCT Angiography–Derived Foveal Avascular Zone Parameters and Visual-Field Defect Progression in Eyes with Open-Angle Glaucoma
Purpose
To investigate clinical factors associated with foveal avascular zone (FAZ) parameters obtained using OCT angiography (OCTA) with assistance from a previously developed artificial intelligence (AI) platform in eyes with open-angle glaucoma (OAG).
Design
Retrospective longitudinal.
Participants
This study followed up 885 eyes of 558 patients with OAG for ≥ 2 years; all eyes underwent ≥ 5 Humphrey visual-field (VF) tests and had 3.0 × 3.0 mm macular OCTA scans available.
Methods
Average total deviation (TD) in the superior, superocentral, inferocentral, and inferior sectors of the Humphrey 24-2 program was calculated. We collected 3.0 × 3.0 mm macular OCTA images from each patient and used a previously developed AI platform with these images to obtain FAZ parameters, including FAZ area, FAZ circularity index (CI), and FAZ perimeter. Multivariable linear mixed-effects models were used to analyze the relationship between FAZ parameters, TD or TD slope in each quadrant, and systemic factors, adjusting for potential confounding factors, including axial length.
Main Outcome Measures
Ophthalmic and systemic variables, FAZ parameters, and TD or TD slope in each quadrant.
Results
The multivariable model showed that FAZ parameters were correlated with both TD and TD slope in the inferocentral quadrant (β = −0.244 - 0.168, P < 0.001). Both upper-half and lower-half FAZ parameters were better associated with TD-inferocentral and TD-inferocentral slope than TD-superocentral or TD-superocentral slope in terms of β size and statistical significance, indicating that there was no evident vertical anatomical correspondence between TD in the central quadrant and FAZ parameters. Foveal avascular zone area enlargement was associated with female gender (β = 0.242, P = 0.003). Loss of FAZ circularity was associated with both aging and comorbid sleep apnea syndrome (SAS) (yes: 1, no: 0) (β = −0.188, P < 0.001; β = −0.261, P = 0.031, respectively). Foveal avascular zone perimeter elongation was associated with aging and female gender (β = 0.084, P = 0.040; β = 0.168, P = 0.042, respectively).
Conclusions
Artificial intelligence-assisted OCTA-measured FAZ enlargement and irregular shape might be good markers of ocular hypoperfusion and associated inferocentral VF defect progression in eyes with OAG. Financial Disclosure(s): The author(s) have no proprietary or commercial interest in any materials discussed in this article.