Biomarker Detection and Validation for Corneal Involvement in Patients With Acute Infectious Conjunctivitis.

IF 7.8 1区 医学 Q1 OPHTHALMOLOGY
Gerami D Seitzman, Lalitha Prajna, N Venkatesh Prajna, Wiwan Sansanayudh, Vannarut Satitpitakul, Wipada Laovirojjanakul, Cindi Chen, Lina Zhong, Kevin Ouimette, Travis Redd, Michael C Deiner, Travis C Porco, Stephen D McLeod, Thomas M Lietman, Armin Hinterwirth, Thuy Doan
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引用次数: 0

Abstract

Importance: Infectious conjunctivitis can lead to corneal involvement and result in ocular morbidity. The identification of biomarkers associated with corneal involvement has the potential to improve patient care.

Objective: To identify biomarkers in patients with acute infectious conjunctivitis.

Design, setting, and participants: This cross-sectional study took place from December 2016 to March 2024. Analyses were performed in 3 phases. First, logistic regression and machine learning algorithms were used to predict the probability of demonstrating corneal involvement in patients with presumed infectious conjunctivitis. Second, quantitative reverse transcription polymerase chain reaction (RT-qPCR) was used to confirm the most important biomarker gene identified by the algorithm. Third, the biomarker gene was validated in prospectively collected conjunctival samples of adult patients from 3 outpatient centers in Thailand and 1 in India. Patients with signs and symptoms of infectious conjunctivitis and onset within less than 14 days were eligible. Exclusion criteria were the inability to consent, presumed toxicity, or allergic conjunctivitis.

Exposures: Acute infectious conjunctivitis.

Main outcomes and measures: The identification and validation of ocular surface gene expression associated with corneal findings on slitlamp examination.

Results: Thirteen genes exhibited a 1.5-log2 fold change in expression in patients with corneal involvement compared to patients without corneal involvement. Using the 13 genes to train and cross validate, logistic regression produced the highest mean area under the receiver operating characteristic curve (AUROC; 0.85; 95% CI, 0.84-0.86) for corneal involvement. The removal of apolipoprotein E (APOE) from the gene ensemble led to a decline in predictive performance of the logistic regression classifier (from mean AUROC 0.85 [95% CI, 0.84-0.86] to 0.74 [95% CI, 0.73-0.75]; adjusted P = .001 [Tukey test]). Orthogonal testing of APOE expression level with RT-qPCR showed that APOE expression was higher in patients with corneal involvement compared to patients without (median [IQR], 0.23 [0.04-0.47] vs 0.04 [0.02-0.06]; P = .004 [Mann-Whitney U test]). Using a Youden index of 0.23 Δ threshold cycle, APOE had a sensitivity of 56% (95% CI, 33-77) and a specificity of 88% (95% CI, 79-93) in 106 samples with conjunctivitis at Aravind, India (P < .001 [Fisher exact test]). When applied to a different patient population in Thailand, the same criteria could discriminate between disease states (58 samples; sensitivity, 47%; 95% CI, 30-64 and specificity, 93%; 95% CI, 77-99; P = .001 [Fisher exact test]).

Conclusions and relevance: The results from this study suggest that the host conjunctival immune response can be meaningfully interrogated to identify biomarkers for ocular surface diseases.

急性传染性结膜炎患者角膜受累的生物标记检测与验证
重要性:感染性结膜炎可导致角膜受累,造成眼部疾病。确定与角膜受累相关的生物标志物有可能改善患者护理:鉴定急性传染性结膜炎患者的生物标志物:这项横断面研究于 2016 年 12 月至 2024 年 3 月进行。分析分三个阶段进行。首先,使用逻辑回归和机器学习算法预测推测感染性结膜炎患者出现角膜受累的概率。其次,使用定量反转录聚合酶链反应(RT-qPCR)确认算法确定的最重要的生物标记基因。第三,在泰国 3 个门诊中心和印度 1 个门诊中心收集的成年患者结膜样本中对生物标志基因进行了前瞻性验证。有感染性结膜炎症状和体征且发病时间少于 14 天的患者符合条件。排除标准为无法同意、假定中毒或过敏性结膜炎:急性传染性结膜炎:主要结果和测量方法:鉴定和验证与裂隙灯检查角膜结果相关的眼表基因表达:与无角膜受累的患者相比,13 个基因在角膜受累患者中的表达量出现了 1.5-log2 倍的变化。利用这 13 个基因进行训练和交叉验证,逻辑回归得出了角膜受累的最高平均接收器操作特征曲线下面积(AUROC;0.85;95% CI,0.84-0.86)。将脂蛋白 E(APOE)从基因组中剔除后,逻辑回归分类器的预测性能有所下降(从平均接收操作特征曲线下面积 0.85 [95% CI, 0.84-0.86] 降至 0.74 [95% CI, 0.73-0.75]; 调整后 P = .001 [Tukey 检验])。利用 RT-qPCR 对 APOE 表达水平进行的正交检验显示,角膜受累患者的 APOE 表达高于未受累患者(中位数 [IQR], 0.23 [0.04-0.47] vs 0.04 [0.02-0.06]; P = .004 [Mann-Whitney U 检验])。使用尤登指数 0.23 Δ临界周期,在印度 Aravind 的 106 份结膜炎样本中,APOE 的灵敏度为 56%(95% CI,33-77),特异性为 88%(95% CI,79-93)(P 结论和相关性:这项研究的结果表明,可以对宿主结膜免疫反应进行有意义的询问,以确定眼表疾病的生物标记物。
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来源期刊
JAMA ophthalmology
JAMA ophthalmology OPHTHALMOLOGY-
CiteScore
13.20
自引率
3.70%
发文量
340
期刊介绍: JAMA Ophthalmology, with a rich history of continuous publication since 1869, stands as a distinguished international, peer-reviewed journal dedicated to ophthalmology and visual science. In 2019, the journal proudly commemorated 150 years of uninterrupted service to the field. As a member of the esteemed JAMA Network, a consortium renowned for its peer-reviewed general medical and specialty publications, JAMA Ophthalmology upholds the highest standards of excellence in disseminating cutting-edge research and insights. Join us in celebrating our legacy and advancing the frontiers of ophthalmology and visual science.
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