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基于人工智能的血管严重程度评分评估早产儿视网膜病变的消退和再激活。

Assessment of Retinopathy of Prematurity Regression and Reactivation Using an Artificial Intelligence-Based Vascular Severity Score.

机构信息

Department of Ophthalmology, University Medicine Greifswald, Greifswald, Germany.

Department of Ophthalmology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.

出版信息

JAMA Netw Open. 2023 Jan 3;6(1):e2251512. doi: 10.1001/jamanetworkopen.2022.51512.

DOI:10.1001/jamanetworkopen.2022.51512
PMID:36656578
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9857423/
Abstract

IMPORTANCE

One of the biggest challenges when using anti-vascular endothelial growth factor (VEGF) agents to treat retinopathy of prematurity (ROP) is the need to perform long-term follow-up examinations to identify eyes at risk of ROP reactivation requiring retreatment.

OBJECTIVE

To evaluate whether an artificial intelligence (AI)-based vascular severity score (VSS) can be used to analyze ROP regression and reactivation after anti-VEGF treatment and potentially identify eyes at risk of ROP reactivation requiring retreatment.

DESIGN, SETTING, AND PARTICIPANTS: This prognostic study was a secondary analysis of posterior pole fundus images collected during the multicenter, double-blind, investigator-initiated Comparing Alternative Ranibizumab Dosages for Safety and Efficacy in Retinopathy of Prematurity (CARE-ROP) randomized clinical trial, which compared 2 different doses of ranibizumab (0.12 mg vs 0.20 mg) for the treatment of ROP. The CARE-ROP trial screened and enrolled infants between September 5, 2014, and July 14, 2016. A total of 1046 wide-angle fundus images obtained from 19 infants at predefined study time points were analyzed. The analyses of VSS were performed between January 20, 2021, and November 18, 2022.

INTERVENTIONS

An AI-based algorithm assigned a VSS between 1 (normal) and 9 (most severe) to fundus images.

MAIN OUTCOMES AND MEASURES

Analysis of VSS in infants with ROP over time and VSS comparisons between the 2 treatment groups (0.12 mg vs 0.20 mg of ranibizumab) and between infants who did and did not receive retreatment for ROP reactivation.

RESULTS

Among 19 infants with ROP in the CARE-ROP randomized clinical trial, the median (range) postmenstrual age at first treatment was 36.4 (34.7-39.7) weeks; 10 infants (52.6%) were male, and 18 (94.7%) were White. The mean (SD) VSS was 6.7 (1.9) at baseline and significantly decreased to 2.7 (1.9) at week 1 (P < .001) and 2.9 (1.3) at week 4 (P < .001). The mean (SD) VSS of infants with ROP reactivation requiring retreatment was 6.5 (1.9) at the time of retreatment, which was significantly higher than the VSS at week 4 (P < .001). No significant difference was found in VSS between the 2 treatment groups, but the change in VSS between baseline and week 1 was higher for infants who later required retreatment (mean [SD], 7.8 [1.3] at baseline vs 1.7 [0.7] at week 1) vs infants who did not (mean [SD], 6.4 [1.9] at baseline vs 3.0 [2.0] at week 1). In eyes requiring retreatment, higher baseline VSS was correlated with earlier time of retreatment (Pearson r = -0.9997; P < .001).

CONCLUSIONS AND RELEVANCE

In this study, VSS decreased after ranibizumab treatment, consistent with clinical disease regression. In cases of ROP reactivation requiring retreatment, VSS increased again to values comparable with baseline values. In addition, a greater change in VSS during the first week after initial treatment was found to be associated with a higher risk of later ROP reactivation, and high baseline VSS was correlated with earlier retreatment. These findings may have implications for monitoring ROP regression and reactivation after anti-VEGF treatment.

摘要

重要性:在使用抗血管内皮生长因子(VEGF)药物治疗早产儿视网膜病变(ROP)时,最大的挑战之一是需要进行长期随访检查,以确定需要重新治疗以防止 ROP 复发的风险眼。

目的:评估基于人工智能(AI)的血管严重程度评分(VSS)是否可用于分析抗 VEGF 治疗后 ROP 的消退和再激活,并有可能识别需要重新治疗以防止 ROP 再激活的风险眼。

设计、设置和参与者:这是一项预后研究,是多中心、双盲、研究者发起的比较抗 VEGF 药物治疗 ROP 的替代剂量的安全性和疗效(CARE-ROP)随机临床试验的二次分析,该试验比较了两种不同剂量的雷珠单抗(0.12mg 与 0.20mg)治疗 ROP。CARE-ROP 试验筛选并招募了 2014 年 9 月 5 日至 2016 年 7 月 14 日之间的婴儿。在预定的研究时间点从 19 名婴儿中分析了总共 1046 张广角眼底图像。VSS 的分析于 2021 年 1 月 20 日至 2022 年 11 月 18 日进行。

干预措施:基于 AI 的算法将眼底图像的 VSS 分配为 1(正常)至 9(最严重)。

主要结果和措施:分析 ROP 婴儿随时间的 VSS 变化,比较两种治疗组(0.12mg 与 0.20mg 雷珠单抗)之间以及接受和未接受 ROP 再激活治疗的婴儿之间的 VSS 差异。

结果:在 CARE-ROP 随机临床试验中,19 名患有 ROP 的婴儿中,首次治疗时的平均(范围)胎龄为 36.4(34.7-39.7)周;10 名婴儿(52.6%)为男性,18 名(94.7%)为白人。基线时的平均(SD)VSS 为 6.7(1.9),显著降低至第 1 周的 2.7(1.9)(P<.001)和第 4 周的 2.9(1.3)(P<.001)。需要重新治疗以防止 ROP 再激活的 ROP 婴儿的平均(SD)VSS 为 6.5(1.9),与第 4 周的 VSS 相比明显升高(P<.001)。两组之间的 VSS 没有显著差异,但需要重新治疗的婴儿的 VSS 变化在基线至第 1 周之间更高(平均[SD],基线时为 7.8[1.3],第 1 周时为 1.7[0.7]),而不需要重新治疗的婴儿的 VSS 变化较低(平均[SD],基线时为 6.4[1.9],第 1 周时为 3.0[2.0])。在需要重新治疗的眼睛中,较高的基线 VSS 与更早的重新治疗时间相关(Pearson r=-0.9997;P<.001)。

结论和相关性:在这项研究中,雷珠单抗治疗后 VSS 降低,与临床疾病消退一致。在需要重新治疗以防止 ROP 再激活的病例中,VSS 再次升高至与基线值相当的值。此外,首次治疗后第一周 VSS 的变化较大与以后发生 ROP 再激活的风险较高相关,较高的基线 VSS 与较早的重新治疗相关。这些发现可能对监测抗 VEGF 治疗后 ROP 的消退和再激活具有重要意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/20f4/9857423/aefe81502d74/jamanetwopen-e2251512-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/20f4/9857423/8e769c0d01de/jamanetwopen-e2251512-g001.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/20f4/9857423/d593a87852d5/jamanetwopen-e2251512-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/20f4/9857423/22f37fd5294b/jamanetwopen-e2251512-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/20f4/9857423/aefe81502d74/jamanetwopen-e2251512-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/20f4/9857423/8e769c0d01de/jamanetwopen-e2251512-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/20f4/9857423/60d3246222dd/jamanetwopen-e2251512-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/20f4/9857423/d593a87852d5/jamanetwopen-e2251512-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/20f4/9857423/22f37fd5294b/jamanetwopen-e2251512-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/20f4/9857423/aefe81502d74/jamanetwopen-e2251512-g005.jpg

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