Primary angle closure disease

  • 文章类型: Journal Article
    原发性闭角型疾病(PACD)是全球范围内导致失明的主要原因。它在东亚的患病率很高,尤其是在中国,导致失明的发生率高于开角型青光眼。这项研究的目的是直接观察PACD激光周围虹膜切除术眼的环隙(CLS),并确定该结构是否在PACD的发病机理中起作用。50例PACD患者的50只眼,从2021年3月至2022年5月,从青光眼诊所招募了接受钕:钇铝石榴石激光周边虹膜切开术的患者,包括17名原发性闭角可疑患者(PACS),16例原发性闭角型青光眼(PAC)和17例原发性闭角型青光眼(PACG)。根据使用裂隙灯照片的睫状突和晶状体赤道是否接触,将它们分为两组:附着组和未附着组。人口统计,比较了附着组与未附着组的临床特征和超声生物显微镜测量的眼前节参数。33只眼被分配到附着组,17只眼属于独立组。在独立小组中,平均CLS为0.10±0.07mm。在不同的年龄诊断组之间没有发现显着差异,性别,最佳矫正视力,眼内压,白色到白色,轴向长度,中央角膜厚度,前房深度,平面角膜曲率测量,角膜曲率测量法或虹膜切开术直径(p>0.05)。与附着组相比,未附着组的小梁-睫状突距离较短(p=0.021),睫状突面积较大(p=0.001)。小CLS及其潜在效应(部分纤毛阻滞)可能被认为是PACD的机制之一。
    Primary angle closure disease (PACD) is a major cause of blindness worldwide. It has a high prevalence in East Asia, especially in China, which leads to a higher incidence of blindness than open-angle glaucoma. The aim of this study was to directly observe the circumlental space (CLS) in laser peripheral iridotomized eyes with PACD and to determine whether this structure plays a role in the pathogenesis of PACD. Fifty eyes of 50 patients with PACD, who had received laser peripheral iridotomy performed with neodymium:yttrium-aluminum-garnet were recruited from glaucoma clinics from March 2021 to May 2022, including 17 primary angle closure suspect (PACS), 16 primary angle closure (PAC) and 17 primary angle closure glaucoma (PACG). They were classified into two groups based on whether the ciliary process and the crystalline lens equator were in contact using slit-lamp photograph: the attached group and the unattached group. The demographic, clinical characteristics and anterior segment parameters measured from ultrasound biomicroscopy were compared between the attached group and the unattached group. Thirty-three eyes were assigned to the attached group and 17 eyes belonged to the unattached group. In the unattached group, the mean CLS was 0.10 ± 0.07 mm. No significant differences were identified between the different diagnosis groups in age, sex, best-corrected visual acuity, intraocular pressure, white-to-white, axial length, central corneal thickness, anterior chamber depth, flat keratometry, steep keratometry or iridotomy diameter (p > 0.05). The unattached group had shorter trabecular-ciliary process distance (p = 0.021) and larger ciliary process area (p = 0.001) compared with the attached group. Small CLS and its potential effect (partial ciliary block) might be considered as one of the mechanisms of PACD.
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  • 文章类型: Journal Article
    原发性闭角型青光眼是一种视觉衰弱的疾病,在全世界范围内都未被发现。管理原发性闭角型疾病(PACD)的许多挑战与缺乏基于临床的疾病评估和监测的便捷而精确的工具有关。近年来,用于检测和评估PACD的人工智能(AI)辅助工具激增,并取得了令人鼓舞的成果。已经开发了利用临床数据的机器学习(ML)算法来根据疾病机制对闭角眼睛进行分类。利用图像数据的其他ML算法在检测角闭合方面表现出良好的性能。尽管如此,直接在图像数据上训练的深度学习(DL)算法在检测PACD方面通常优于传统的ML算法,能够准确区分角度状态(打开,狭窄,已关闭),并自动测量定量参数。然而,需要更多的工作来扩展这些AI算法的功能,并部署到现实世界的实践设置。这包括对现实世界评估的需要,为不同的算法建立用例,并评估部署的可行性,同时考虑其他临床,经济,社会,和政策相关因素。
    Primary angle closure glaucoma is a visually debilitating disease that is under-detected worldwide. Many of the challenges in managing primary angle closure disease (PACD) are related to the lack of convenient and precise tools for clinic-based disease assessment and monitoring. Artificial intelligence (AI)- assisted tools to detect and assess PACD have proliferated in recent years with encouraging results. Machine learning (ML) algorithms that utilize clinical data have been developed to categorize angle closure eyes by disease mechanism. Other ML algorithms that utilize image data have demonstrated good performance in detecting angle closure. Nonetheless, deep learning (DL) algorithms trained directly on image data generally outperformed traditional ML algorithms in detecting PACD, were able to accurately differentiate between angle status (open, narrow, closed), and automated the measurement of quantitative parameters. However, more work is required to expand the capabilities of these AI algorithms and for deployment into real-world practice settings. This includes the need for real-world evaluation, establishing the use case for different algorithms, and evaluating the feasibility of deployment while considering other clinical, economic, social, and policy-related factors.
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  • 文章类型: Journal Article
    目的:使用连续光学相干断层扫描(OCT)图像研究眼前段(AS)的纵向变化,并确定这些变化对原发性闭角型疾病(PACD)进行激光周边虹膜切开术(LPI)治疗的前房角(ACA)的影响。
    方法:回顾性临床队列研究。
    方法:本研究纳入了103例接受LPI治疗的PACD患者,平均随访6.7±1.7AS-OCT检查,平均随访6.5±2.9年。AS-OCT参数的时间变化,包括前房深度(ACD),角开距离(AOD750),角槽区域(ARA750),虹膜厚度(IT750),镜头拱顶(LV),和瞳孔直径(PD),采用多元线性混合效应模型(LMEM)进行分析。
    结果:多变量LMEMs显示AOD750的减少不明显(-1.59μm/yr,p=0.222),然而,ARA750随时间下降(-2.3×103μm2/年,p=0.033),SSA显示出边际显著性(-0.20°/yr,p=0.098),LV显著增加(11.6μm/年,LPI后p<0.001)。平均LV变化与AOD750、ARA750和SSA呈负相关,而PD与ARA750呈负相关(各p<0.001)。PD随老化而降低(-13.7μm/年,p=0.036)伴随IT750变薄(-1.7μm/年,p=0.063)。
    结论:LV随着年龄的增长而增加,这有助于接受LPI治疗的PACD眼前房变浅和ACA变窄。同时,与衰老相关的瞳孔收缩和随后的周边虹膜变薄可能会抵消ACA变窄的影响。
    OBJECTIVE: To investigate longitudinal changes in the anterior segment (AS) using serial optical coherence tomography (OCT) images and determine the impact of these changes on the anterior chamber angle (ACA) in eyes with primary angle closure disease (PACD) treated with laser peripheral iridotomy (LPI).
    METHODS: Retrospective clinical cohort study.
    METHODS: This study included 103 patients with PACD who underwent LPI and were followed up by a mean 6.7 ± 1.7 AS-OCT examinations for a mean 6.5 ± 2.9 years. Temporal changes in AS-OCT parameters, including anterior chamber depth (ACD), angle opening distance (AOD750), angle recess area (ARA750), iris thickness (IT750), lens vault (LV), and pupil diameter (PD), were analyzed by multivariate linear mixed effects models (LMEMs).
    RESULTS: Multivariate LMEMs showed that decrease in AOD750 was not significant (-1.59 µm/y, P = .222); however, ARA750 decreased over time (-2.3 × 103 µm2/y, P = .033) and SSA showed marginal significance (-0.20°/y, P = .098), and LV increased significantly (11.6 µm/y, P < .001) after LPI. Mean LV change was negatively associated with AOD750, ARA750, and SSA, whereas PD was negatively associated with ARA750 (P < .001 each). PD decreased with aging (-13.7 µm/y, P = .036), accompanied by thinning of IT750 (-1.7 µm/y, P = .063).
    CONCLUSIONS: LV tends to increase with aging, which contributes to the shallowing of the anterior chamber and narrowing of ACA in PACD eyes treated with LPI. In the meantime, pupillary constriction and subsequent peripheral iris thinning associated with aging could possibly offset the effect of ACA narrowing.
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  • 文章类型: Journal Article
    目的:使用扫频源光学相干断层扫描(SS-OCT)对原发性闭角型疾病(PACD)患者Schlemm管(SC)的变化进行体内评估。
    方法:招募未接受手术的PACD患者。本文扫描的SS-OCT象限包括3点和9点的鼻部和颞部,分别。测量SC的直径和横截面积。进行线性混合效应模型以分析参数对SC变化的影响。感兴趣的假设与角度状态有关(虹膜接触,ITC/打开角度,OPN),通过对SC直径和SC面积的估计边际均值(EMM)进行成对比较来进一步探讨。在国贸中心区域,还通过混合模型研究了小梁-虹膜接触长度(TICL)百分比与SC参数之间的关系。
    结果:共纳入35例患者的49只眼进行测量和分析。在ITC区域可观察到的SCs百分比仅为58.5%(24/41),OPN区为86.0%(49/57)(χ2=9.44,p=0.002)。ITC与SC大小减小显著相关。在ITC和OPN区域,SC的直径和横截面面积的EMM分别为203.34μm和261.41μm(p=0.006)和3174.43μm2和5347.63μm2(p=0.022),分别。性,年龄,球面等效折射,眼内压,轴向长度,角度闭合的范围,急性发作史和LPI治疗与SC参数无显著相关性.在国贸中心区域,较大的TICL百分比与SC直径和面积的减小显著相关(分别为p=0.003和0.019).
    结论:PACD患者的SC形态可能受角度状态(ITC/OPN)的影响,ITC与SC大小减小显著相关。OCT扫描所描述的SC的这些变化可能有助于阐明PACD的进展机制。
    OBJECTIVE: To perform an in vivo evaluation of the changes in Schlemm\'s canal (SC) among patients with primary angle-closure disease (PACD) using swept-source optical coherence tomography (SS-OCT).
    METHODS: Patients diagnosed with PACD who had not undergone surgery were recruited. The SS-OCT quadrants scanned herein included the nasal and temporal sections at 3 and 9 o\'clock, respectively. The diameter and cross-sectional area of the SC were measured. A linear mixed-effects model was performed to analyze the effects of parameters on the SC changes. The hypothesis of interest was related to the angle status (iridotrabecular contact, ITC/open angle, OPN), which was further explored with pairwise comparisons of the estimated marginal means (EMMs) of the SC diameter and SC area. In the ITC regions, the relationship between the trabecular-iris contact length (TICL) percentage and SC parameters was also studied by a mixed model.
    RESULTS: A total of 49 eyes of 35 patients were included for measurements and analysis. The percentage of observable SCs in the ITC regions was only 58.5% (24/41), whereas it was 86.0% (49/57) in the OPN regions (χ2 = 9.44, p = 0.002). ITC was significantly associated with a decreasing SC size. The EMMs for the diameter and cross-sectional area of SC at the ITC and OPN regions were 203.34 μm versus 261.41 μm (p = 0.006) and 3174.43 μm2 versus 5347.63 μm2 (p = 0.022), respectively. Sex, age, spherical equivalent refraction, intraocular pressure, axial length, extent of angle closure, history of acute attack and treatment with LPI were not significantly associated with SC parameters. In the ITC regions, a larger TICL percentage was significantly associated with a decrease in SC diameter and area (p = 0.003 and 0.019, respectively).
    CONCLUSIONS: The morphologies of SC could be affected by the angle status (ITC/OPN) in patients with PACD, and ITC was significantly associated with a decreasing SC size. These changes in SC as described by OCT scans might help to elucidate the progression mechanisms of PACD.
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  • 文章类型: Journal Article
    在印度北部的三级眼科护理中心,确定视网膜静脉阻塞(RVO)患者的原发性闭角疾病(PACD)的相关性。
    它是一个横截面,观察性研究。从一个三级眼科护理中心招募了一年内连续60例视网膜静脉阻塞患者。详细的历史,裂隙灯检查眼前段,压平眼压测量,进行了房角镜检查和眼底检查。还测量了前房深度和轴向长度。
    在60名患者中,男性29人(48.3%),女性31人(51.6%)。其中27例(45%)患有视网膜中央静脉阻塞(CRVO),33例(55%)患有视网膜分支静脉阻塞(BRVO)。40%的RVO患者患有PACD。与BRVO相比,CRVO患者发生PACD的相对风险为1.71倍。CRVO的青光眼风险比BRVO高49%。在患有糖尿病和CAD合并症的RVO患者中,PACD的可能性更高。
    PACD和RVO之间的关联鲜为人知。PACD可能是发展RVO的危险因素之一。在所有RVO的情况下,都应进行双眼的全面检查和详细的角度评估,除了调查系统性风险因素。然而,需要更大规模的基于人群的研究来证明它是一个独立的危险因素.
    To determine the association of primary angle-closure disease (PACD) in patients with retinal vein occlusion (RVO) at a tertiary eye care center in North India.
    It is a cross-sectional, observational study. Sixty consecutive patients with retinal vein occlusion within a period of one year from a single tertiary eye care center were enrolled. Detailed history, slit-lamp examination of the anterior segment, intraocular pressure measurement by applanation tonometry, gonioscopy and fundus examination were done. Anterior chamber depth and axial length were also measured.
    Among the 60 patients, 29 were males (48.3%) and 31 females (51.6%). Twenty-seven (45%) of them had central retinal vein occlusion (CRVO) and 33 (55%) had branch retinal vein occlusion (BRVO). Forty percent of patients with RVO had PACD. Relative risk of PACD was 1.71 times in patients with CRVO as compared to BRVO. Risk of glaucoma was 49% more in CRVO than BRVO. Probability of PACD was more in patients of RVO who had diabetes and CAD as comorbidity.
    The association between PACD and RVO is less known. PACD can be one of the risk factors for the development of RVO. A comprehensive examination and detailed angle evaluation of both of the eyes should be done in all cases of RVO, in addition to investigating for systemic risk factors. However, larger population-based studies would be required to prove it as an independent risk factor.
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  • 文章类型: Journal Article
    目的:评估视网膜营养不良和原发性闭角型疾病合并症的临床特征。
    方法:1992年1月至2020年6月的回顾性研究。
    方法:这项描述性研究包括46例视网膜营养不良合并症和原发性闭角疾病(PACD)患者的92只眼,其中包括怀疑患有原发性闭角的眼睛,原发性闭角型和原发性闭角型青光眼。人口概况,描述了PACD的临床特征及其与视网膜营养不良的关系。
    结果:该研究包括46例患者(92只眼)。男性占多数,63%。诊断为视网膜营养不良的平均(±标准偏差)年龄为29.6±9.4岁,诊断为PACD的年龄为32.23±7.92岁。演示时的平均BCVA为1.07±0.87logMAR[95%置信区间(CI)0.87,1.26]。诊断为青光眼时的平均眼压为27±16mmHg(95%CI23.5,31.5mmHg)。与PACD相关的最常见的视网膜营养不良是色素性视网膜炎(RP),其次是RP伴视网膜裂孔。所有RP和视网膜裂孔患者中PACD的医院患病率分别为0.19%和0.15%。激光周边虹膜切开术74眼(80.5%)。青光眼在大多数眼睛中进行了医学治疗(58眼,63.04%)和少数需要小梁切除术的手术治疗(11,11.9%)。
    结论:视网膜色素变性是与PACD相关的最常见的视网膜营养不良。在生命的第二个至第三个十年中,在患有视网膜营养不良的眼中观察到PACD合并症。这要求从第二个十年开始筛查患有视网膜营养不良的眼睛的闭角,以识别合并症PACD并适当治疗或转诊。
    OBJECTIVE: To assess the clinical characteristics of comorbid retinal dystrophies and primary angle closure disease.
    METHODS: Retrospective study from January 1992 to June 2020.
    METHODS: This descriptive study included 92 eyes of 46 patients with comorbid retinal dystrophies and primary angle closure disease (PACD) that included eyes with primary angle closure suspect, primary angle closure and primary angle closure glaucoma. Demographic profile, clinical characteristics of PACD and its association with retinal dystrophies are described.
    RESULTS: The study included 46 patients (92 eyes). Males were majority, 63%. Mean (± standard deviation) age when retinal dystrophy was diagnosed was 29.6 ± 9.4 years and PACD was diagnosed at 32.23 ± 7.92 years. Mean BCVA at presentation was 1.07 ± 0.87 log MAR [95% confidence interval (CI) 0.87, 1.26]. Mean Intraocular pressure at diagnosis of glaucoma was 27 ± 16 mmHg (95% CI 23.5, 31.5 mmHg). The most common retinal dystrophy associated with PACD was retinitis pigmentosa (RP) followed by RP with retinoschisis. The hospital-based prevalence of PACD among all patients with RP and retinoschisis was 0.19% and 0.15% respectively. Laser peripheral iridotomy was performed in 74 eyes (80.5%). Glaucoma was managed medically in majority of the eyes (58 eyes, 63.04%) and minority required surgical management with trabeculectomy (11, 11.9%).
    CONCLUSIONS: Retinitis pigmentosa is the most common retinal dystrophy associated with PACD. Comorbid PACD in eyes with retinal dystrophies was observed in second to third decade of life. This calls for screening for angle closure in eyes with retinal dystrophies from second decade onwards to identify the comorbid PACD and treat or refer them appropriately.
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  • 文章类型: Journal Article
    目的:开发深度学习分类器,并基于扫频源光学相干断层扫描(SS-OCT)图像评估其在检测静态前角镜闭角和外周前粘连(PAS)方面的诊断性能。
    方法:从中山大学中山眼科中心青光眼中心招募受试者,广州,中国。每个受试者都接受了完整的眼部检查,如角度镜和SS-OCT成像。两个深度学习分类器,使用卷积神经网络(CNN),已开发用于诊断静态前角镜角度闭合,并根据SS-OCT图像区分并置和粘连性角度闭合。使用受试者工作特征(ROC)曲线下面积(AUC)作为结果测量来评估两个深度学习系统的诊断性能。
    结果:278例中国患者共439只眼,其中有175只眼睛的PAS阳性,被招募来开发诊断模型。对于静态房角镜闭角的诊断,第一个深度学习分类器的AUC为0.963(95%CI,0.954-0.972),灵敏度为0.929,特异性为0.877。第二个深度学习分类器区分并置与融合角闭合的AUC为0.873(95%CI,0.864-0.882),灵敏度为0.846,特异性为0.764。
    结论:基于SS-OCT图像的深度学习系统显示出良好的房角镜闭角诊断性能和中等的PAS检测性能。
    OBJECTIVE: To develop deep learning classifiers and evaluate their diagnostic performance in detecting the static gonioscopic angle closure and peripheral anterior synechia (PAS) based on swept source optical coherence tomography (SS-OCT) images.
    METHODS: Subjects were recruited from the Glaucoma Service at Zhongshan Ophthalmic Center of Sun Yat-sun University, Guangzhou, China. Each subject underwent a complete ocular examination, such as gonioscopy and SS-OCT imaging. Two deep learning classifiers, using convolutional neural networks (CNNs), were developed to diagnose the static gonioscopic angle closure and to differentiate appositional from synechial angle closure based on SS-OCT images. Area under the receiver operating characteristic (ROC) curve (AUC) was used as outcome measure to evaluate the diagnostic performance of two deep learning systems.
    RESULTS: A total of 439 eyes of 278 Chinese patients, which contained 175 eyes of positive PAS, were recruited to develop diagnostic models. For the diagnosis of static gonioscopic angle closure, the first deep learning classifier achieved an AUC of 0.963 (95% CI, 0.954-0.972) with a sensitivity of 0.929 and a specificity of 0.877. The AUC of the second deep learning classifier distinguishing appositional from synechial angle closure was 0.873 (95% CI, 0.864-0.882) with a sensitivity of 0.846 and a specificity of 0.764.
    CONCLUSIONS: Deep learning systems based on SS-OCT images showed good diagnostic performance for gonioscopic angle closure and moderate performance in the detection of PAS.
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  • 文章类型: Journal Article
    BACKGROUND: To determine the prevalence of zonulopathy in a large cohort of eyes with primary angle closure disease (PACD) that underwent cataract surgery.
    METHODS: Retrospective consecutive case series of PACD eyes (including primary angle closure suspect, primary angle closure, and primary angle closure glaucoma) that underwent phacoemulsification cataract surgery or clear lens extraction between 2009 and 2020 at a single ophthalmology centre. Those with risk factors for zonulopathy such as history of trauma, pseudoexfoliation syndrome, intraocular surgery, retinitis pigmentosa or connective tissue disorders were excluded. The primary outcomes included the prevalence of zonulopathy assessed intraoperatively and secondary pigment dispersion syndrome.
    RESULTS: In our cohort of 806 consecutive PACD eyes, the prevalence of zonulopathy was 7.3% (59 of 806 eyes) - significantly greater than the 0.46%-2.6% range reported for the general population (p < 0.001). Intraoperative signs of zonular weakness included floppy capsular bag (29 eyes, 3.6%), zonular laxity (25 eyes, 3.1%) and zonular dehiscence (11 eyes, 1.4%). Among these eyes, capsular tension ring was used in 23 eyes (39.0%), six eyes (10.2%) experienced vitreous prolapse intraoperatively and underwent anterior vitrectomy, and two eyes (3.4%) experienced posterior capsular rupture, one of which required a scleral-fixated intraocular lens. Secondary pigment dispersion syndrome was observed in 141 eyes (17.5%).
    CONCLUSIONS: This study evidenced a high prevalence of zonulopathy among a large cohort of PACD eyes and suggests zonulopathy as a possible under-recognised cause of angle closure. Until more sophisticated imaging modalities become available, awareness about the prevalence of zonulopathy in angle closure disease coupled with careful preoperative examinations can help minimise or prevent the complications of zonulopathy.
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  • 文章类型: Journal Article
    BACKGROUND: Primary angle closure disease (PACD) is a type of glaucoma in which the intraocular pressure (IOP) is increased because of the blockage of the anterior chamber angle. Medications contraindicated for patients with PACD, such as anticholinergics, cause mydriasis, and can elevate IOP. However, anticholinergics are currently contraindicated only for primary angle closure glaucoma (PACG) in Japanese package inserts. In this study, we investigated the prescription status of medications contraindicated for PACD, such as anticholinergics, in patients with PACD scheduled for eye surgeries.
    METHODS: Forty-three Japanese patients diagnosed with PACD at Kobe City Eye Hospital, Japan, and scheduled hospitalization for eye surgeries between December 2017 and July 2018, were included. Data, including sex, age, diagnosis, IOP, anterior chamber depth, and patients\' regular medications prior to hospitalization, were collected for each patient from the electronic medical records.
    RESULTS: The number of patients with chronic primary angle closure (CPAC) and acute primary angle closure (APAC) was 35 (81.4%) and 8 (18.6%), respectively. Among all the 43 patients with PACD, 8 (18.6%) received 15 medications that are potentially contraindicated for PACD by non-ophthalmologist. According to medication categories, benzodiazepine hypnotics were the most commonly prescribed. Among the 8 patients with APAC, 2 (25.0%) had routinely received medications contraindicated for PACD. The median number of all kinds of prescriptions on the day of hospitalization was significantly higher for patients who received medications contraindicated for PACD than for those who did not receive them (p = 0.010).
    CONCLUSIONS: About 20% of patients with PACD received medications potentially contraindicated for PACD, such as anticholinergics. Attention should be paid to patients prescribed multiple drugs for adverse events, such as increase in intraocular pressure.
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  • 文章类型: Journal Article
    To assess differences in ocular biometric measurements between primary angle closure suspect (PACS) eyes and primary angle closure (PAC) and primary angle closure glaucoma (PACG) eyes.
    Cross-sectional study.
    Patients with primary angle closure disease (PACD) were identified from the Chinese American Eye Study, a population-based study in Los Angeles, California.
    Patients previously underwent complete ocular examinations including gonioscopy and anterior segment (AS)-OCT imaging with the Tomey CASIA SS-1000 (Tomey Corporation). Four AS-OCT images were analyzed per eye. Averaged and sectoral measurements of biometric parameters, including angle recess area (ARA), trabecular iris space area (TISA), iris area, iris curvature, lens vault, anterior chamber depth, and anterior chamber area, were compared between early PACD (PACS) and late PACD (PAC and PACG) groups. Machine learning classifiers that attempt to differentiate between early and late PACD eyes were developed by applying different regression algorithms to a training dataset of sectoral parameter measurements. Classifier performance was assessed using an independent test dataset.
    Averaged and sectoral measurements of biometric parameters.
    Two hundred ninety-eight eyes (231 PACS, 67 PAC or PACG) of 298 patients were analyzed. No difference was found in averaged biometric measurements between the 2 groups before (P > 0.09) or after (P > 0.14) adjusting for age and gender. Differences (P < 0.04) between the 2 groups were found for 11 sectoral parameter measurements, including ARA and TISA. The performance of machine learning classifiers developed using sectoral parameter measurements was poor on the independent test dataset for all regression algorithms (area under the receiver operating characteristic curve, 0.529-0.628).
    Differences in biometric measurements between subtypes of PACD eyes were small in a population-based cohort of Chinese Americans. The poor performance of classifiers based on these measurements highlights potential challenges of developing quantitative methods to detect late PACD.
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