ranibizumab

雷珠单抗
  • 文章类型: Journal Article
    背景:我们旨在评估抗血管内皮生长因子(抗VEGF)治疗后的微动脉瘤(MAs),以了解慢性水肿和抗VEGF抵抗的原因。
    方法:非增生性糖尿病视网膜病变患者,招募有或没有黄斑水肿的患者。观察光学相干断层扫描血管造影(OCTA)MAs相关参数,包括总尺寸的最大直径,材料存在,和管腔内的流量信号。OCTA参数还包括中央黄斑厚度(CMT),中央凹无血管区,浅层和深层毛细血管丛,和浅表视网膜板上的非流动面积测量。
    结果:总体而言,对43例患者的48只眼进行了评估。糖尿病性黄斑水肿(DME)和非DME(NDME)组之间的CMT在第1,2nd,3rd,和第6个月的随访(分别为P<0.001;<0.001;0.003;<0.001)。在基线时,在DME(平均=99.40±3.18μm)和NDME(平均最大直径=74.70±2.86μm)组中总共观察到55和59个MA,组间差异显著(P<0.001)。在DME和NDME组中,46只(83.6%)和34只(59.3%)眼的血流信号是可测量的,组间差异显著(P<0.001)。
    结论:与NDME组相比,DME组的MAs更大,血流信号比更高.抗VEGF治疗后,在CMT厚度变化之前,观察到MA直径的变化。
    BACKGROUND: We aimed to evaluate microaneurysms (MAs) after treatment with anti-vascular endothelial growth factor (anti-VEGF) therapy to understand causes of chronic edema and anti-VEGF resistance.
    METHODS: Patients with non-proliferative diabetic retinopathy, with or without macular edema were recruited. Optical coherence tomography angiography (OCTA) MAs-related parameters were observed, including the maximum diameter of overall dimensions, material presence, and flow signal within the lumen. OCTA parameters also included central macular thickness (CMT), foveal avascular zone, superficial and deep capillary plexuses, and non-flow area measurements on the superficial retinal slab.
    RESULTS: Overall, 48 eyes from 43 patients were evaluated. CMT differed significantly between the diabetic macular edema (DME ) and non-DME (NDME) groups at 1st, 2nd, 3rd, and 6th months of follow-up (P < 0.001; <0.001; 0.003; <0.001, respectively). A total of 55 and 59 MAs were observed in the DME (mean = 99.40 ± 3.18 μm) and NDME (mean maximum diameter = 74.70 ± 2.86 μm) groups at baseline, respectively (significant between-group difference: P < 0.001). Blood flow signal was measurable for 46 (83.6%) and 34 (59.3%) eyes in the DME and NDME groups, respectively (significant between-group difference: P < 0.001).
    CONCLUSIONS: Compared to the NDME group, the DME group had larger MAs and a higher blood-flow signal ratio. Following anti-VEGF therapy, changes in the diameter of MAs were observed before changes in CMT thickness.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    目的:探讨抗血管内皮生长因子(VEGF)治疗玻璃体切除术后黄斑水肿(PVME)的疗效,并确定PVME恢复的危险因素。
    方法:这项回顾性研究包括179名患者的179只眼,这些患者因增生性糖尿病性视网膜病变而接受了平坦部玻璃体切除术,并在术后3个月内发生PVME。根据术后抗VEGF治疗对眼睛进行分组。
    结果:在(509.9±157.2μmvs.401.2±172.1μm,P<0.001)或无(406.1±96.1μmvs.355.1±126.0μm,P=0.008)术后抗VEGF治疗。随访期间,两组的最佳矫正视力(BCVA)没有差异。在未接受抗VEGF治疗的组中,BCVA在1、2和3个月时显著改善(P=0.007,P<0.001和P<0.001),而在抗VEGF组中,BCVA在1个月和3个月时显著改善(P=0.03和P<0.001)。基线CRT较厚(β=0.44;95%置信区间,0.26-0.61;P<0.001)与CRT降低显着相关。
    结论:PVME倾向于在术后早期自发消退。在诊断后的前3个月,抗VEGF治疗的效果似乎是有限的。
    OBJECTIVE: To investigate the effectiveness of anti-vascular endothelial growth factor (VEGF) therapy on post-vitrectomy macular edema (PVME) and determine the risk factors for PVME recovery.
    METHODS: This retrospective study included 179 eyes of 179 patients who underwent pars plana vitrectomy for proliferative diabetic retinopathy and developed PVME within 3 months after surgery. Eyes were grouped according to postoperative anti-VEGF treatment.
    RESULTS: Central retinal thickness (CRT) decreased significantly from baseline to 3-month follow-up in groups with (509.9 ± 157.2 μm vs. 401.2 ± 172.1 μm, P < 0.001) or without (406.1 ± 96.1 μm vs. 355.1 ± 126.0 μm, P = 0.008) postoperative anti-VEGF treatment. Best-corrected visual acuity (BCVA) did not differ between the two groups during follow-up. In the group not receiving anti-VEGF therapy, BCVA was significantly improved at 1, 2, and 3 months (P = 0.007, P < 0.001, and P < 0.001, respectively), while in the anti-VEGF group, BCVA was significantly improved at 1 and 3 months (P = 0.03 and P < 0.001). A thicker baseline CRT (β = 0.44; 95% confidence interval, 0.26-0.61; P < 0.001) was significantly associated with decreasing CRT.
    CONCLUSIONS: PVME tends to spontaneously resolve in the early postoperative period. The effect of anti-VEGF therapy in the first 3 months after diagnosis appears to be limited.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:本研究的目的是研究在现实条件下,抗血管内皮生长因子(抗VEGF)治疗新生血管性年龄相关性黄斑变性(nAMD)患者后持续疾病活动的预测因素及其长期影响。
    方法:PROOF研究的回顾性数据分析,在韩国对nAMD患者进行的多中心真实世界回顾性图表审查包括首次接受抗VEGF治疗的nAMD患者(雷珠单抗,贝伐单抗,或aflibercept)在2017年1月至2019年3月期间进行。所有600名患者(队列1)的最低随访时间为12个月,其中453名患者(队列2)从基线开始随访24个月。
    结果:抗VEGF治疗后12个月,58.10%(95%置信区间[CI]:54.09,62.12)的患者和在第24个月时,66.02%的患者持续存在视网膜液。在12个月和24个月,持续疾病活动的预测因素是纤维血管色素上皮脱离(PED)(P=0.0494)和负荷阶段后第3个月的视网膜液(P=0.0082)。视力的平均变化分别为+6.2、+10.1和+13.3个字母,中心子场厚度为-79.1µm,-96.3µm,从基线开始12个月时-134.4µm,在贝伐单抗中,aflibercept,和雷珠单抗组,分别。
    结论:负荷期后视网膜液和纤维血管PED的存在是抗VEGF治疗至少1年后持续性疾病活动的预测因子。
    BACKGROUND: The aim of this study was to investigate the predictive factors for persistent disease activity following anti-vascular endothelial growth factors (anti-VEGF) and their long-term effects in patients to be treated for neovascular age-related macular degeneration (nAMD) under real-world conditions.
    METHODS: Retrospective data analysis of the PROOF study, a multi-center real-world retrospective chart review conducted across Korea in patients with nAMD included treatment-naive patients with nAMD who received first anti-VEGF (ranibizumab, bevacizumab, or aflibercept) between January 2017 and March 2019 was performed. All 600 patients (cohort 1) had a minimum follow-up of 12 months of which 453 patients (cohort 2) were followed-up for 24 months from baseline.
    RESULTS: At month 12 after anti-VEGF therapy, 58.10% (95% confidence interval [CI]: 54.09, 62.12) of patients and at month 24, 66.02% of patients continued to have persistent retinal fluid. At both months 12 and 24, predictive factors for persistent disease activity were fibrovascular pigment epithelial detachments (PED) (P = 0.0494) and retinal fluid at month 3 after loading phase (P = 0.0082). The mean changes in visual acuity were + 6.2, + 10.1, and + 13.3 letters and in the central subfield thickness were - 79.1 µm, - 96.3 µm, and - 134.4 µm at 12 months from baseline, in the bevacizumab, aflibercept, and ranibizumab groups, respectively.
    CONCLUSIONS: The presence of retinal fluid after loading phase and fibrovascular PED were predictors of persistent disease activity after at least 1 year of anti-VEGF treatment.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    目的:本研究旨在比较玻璃体内阿柏西普(IVA)和雷珠单抗(IVR)对最大视网膜内囊肿(mdIRC)最大直径的影响,指示糖尿病性黄斑囊样水肿(CME)患者的慢性。
    方法:本回顾性研究,比较研究包括来自MARMASIA研究的未治疗糖尿病CME患者的亚组,这些患者在3个月的负荷剂量注射后接受IVA(IVA组)或IVR(IVR组),并随访24个月.最佳矫正视力(logmar),黄斑中心厚度(CMT,µm),比较了IVA和IVR组的mdIRC(µm)及其在研究期间的变化。
    结果:共有113例患者的175只眼(IVA组65[37.1%],IVR组110[62.9%])纳入研究分析。两组在随访期间BCVA和CMT均有统计学意义的改善(均p<0.05),在每个时间点,组间具有可比性。然而,在每次随访检查中,与IVR组相比,IVA组mdIRC的平均减少幅度一致且显著高于IVR组(F[1,3.52]=6.93,p=0.009).
    结论:在糖尿病性CME中,与IVR相比,IVA在减少囊肿大小方面似乎具有更大的影响。
    OBJECTIVE: This study aimed to compare the effect of intravitreal aflibercept (IVA) and ranibizumab (IVR) on the maximal diameter of the largest intraretinal cyst (mdIRC), indicating chronicity in patients with diabetic cystoid macular edema (CME).
    METHODS: This retrospective, comparative study included a subgroup of patients from the MARMASIA Study with treatment-naïve diabetic CME who had IVA (IVA group) or IVR (IVR group) on a pro re nata regimen after a loading dose of 3-monthly injections and followed-up for 24 months. Best-corrected visual acuity (logMAR), central macular thickness (CMT, µm), and mdIRC (µm) and their changes during the study period in the IVA and IVR groups were compared.
    RESULTS: A total of 175 eyes (65 [37.1%] in IVA and 110 [62.9%] in IVR group) of 113 patients were included in the study analysis. Both groups had statistically significant improvements in BCVA and CMT during the follow-up (p < 0.05 for all), which were comparable between the groups at each time point. However, the mean reduction in mdIRCs was consistently and significantly higher in the IVA group compared to the IVR group at each follow-up examination (F[1, 3.52] = 6.93, p = 0.009).
    CONCLUSIONS: IVA seems to have a greater impact in reducing cyst sizes than IVR in diabetic CME.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    我们评估了预测新生血管性年龄相关性黄斑变性(nAMD)患者一年后视力(VA)的特征。
    共纳入506例患者的527只眼。对机器学习(ML)模型进行了训练,以根据多模态数据的顺序添加,预测1年后超过最小分辨率角度1.0的对数的VA恶化。BaseM模型使用临床数据(年龄,性别,治疗方案,和VA),SegM模型包括来自光学相干断层扫描(OCT)图像的流体体积,RawM模型使用了在基线OCT(OCT0)和三个负荷剂量(OCT3)后训练的深度学习分类器的视力恶化概率(以下简称概率),荧光素血管造影,和吲哚菁绿血管造影.我们将沙普利加法扩张(SHAP)应用于机器学习模型解释。
    基于OCT0概率的RawM模型优于SegM模型(接收器工作特性曲线下的面积为0.95vs.0.91)。加上OCT3,荧光素血管造影,对RawM的吲哚菁绿血管造影显示最小的性能改善,强调使用原始OCT0数据预测视觉结果的实用性。应用SHapley加性移植分析确定3个月后的VA和OCT3概率值是定量流体段上最具影响力的特征。
    集成多模态数据以创建视觉预测模型,可解释的预测。这种方法可以确定预测nAMD患者VA的关键因素。
    从多模态数据中解释nAMD患者1年VA的预测模型使我们能够确定预测VA的关键因素。
    UNASSIGNED: We evaluated the features predicting visual acuity (VA) after one year in neovascular age-related macular degeneration (nAMD) patients.
    UNASSIGNED: A total of 527 eyes of 506 patients were included. Machine learning (ML) models were trained to predict VA deterioration beyond a logarithm of the minimum angle of resolution of 1.0 after 1 year based on the sequential addition of multimodal data. BaseM models used clinical data (age, sex, treatment regimen, and VA), SegM models included fluid volumes from optical coherence tomography (OCT) images, and RawM models used probabilities of visual deterioration (hereafter probability) from deep learning classifiers trained on baseline OCT (OCT0) and OCT after three loading doses (OCT3), fluorescein angiography, and indocyanine green angiography. We applied SHapley Additive exPlanations (SHAP) for machine learning model interpretation.
    UNASSIGNED: The RawM model based on the probability of OCT0 outperformed the SegM model (area under the receiver operating characteristic curve of 0.95 vs. 0.91). Adding probabilities from OCT3, fluorescein angiography, and indocyanine green angiography to RawM showed minimal performance improvement, highlighting the practicality of using raw OCT0 data for predicting visual outcomes. Applied SHapley Additive exPlanations analysis identified VA after 3 months and OCT3 probability values as the most influential features over quantified fluid segments.
    UNASSIGNED: Integrating multimodal data to create a visual predictive model yielded accurate, interpretable predictions. This approach allowed the identification of crucial factors for predicting VA in patients with nAMD.
    UNASSIGNED: Interpreting a predictive model for 1-year VA in patients with nAMD from multimodal data allowed us to identify crucial factors for predicting VA.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    目的:抗VEGF治疗早产儿视网膜病变(ROP)已在临床上得到广泛应用,但仍存在诸多问题。在这个项目中,我们调查了玻璃体内康柏西普(IVC)和雷珠单抗(IVR)注射治疗II区1型阈值前ROP的临床结果。
    方法:回顾性研究2017年1月至2020年3月在我院接受IVR或IVC随访至少12个月的ROP患儿资料。回归,重新激活,并发症,并对眼部生物参数进行评价。
    结果:在研究中观察到IVC组125只眼(64例婴儿)和IVR组229只眼(117例婴儿)。所有婴儿对两种抗VEGF药物均表现出良好的反应。观察期间没有眼睛恶化。两组在1周内和1个月内的消退情况无显著差异。再激活率,和再治疗间隔(p>0.05),而初始治疗后6mons的视网膜完全血管形成率和初始注射后视网膜血管形成的平均完成时间差异有统计学意义(p<0.05)。在12monsPMA时,两个治疗组之间的眼部参数也没有统计学差异(p>0.05)。然而,与对照组相比,抗VEGF治疗的眼部表现出轻微的近视倾向(p<0.05),而两个治疗组之间没有统计学差异(p>0.05)。
    结论:康柏西普和雷珠单抗治疗II区1型阈值前ROP均安全有效。它们对眼部发育影响不大,但治疗后有轻微的近视倾向。
    OBJECTIVE: The treatment with anti-VEGF for Retinopathy of prematurity (ROP) has already been widely applied in clinics even though there are still many concerns about this treatment. In this project we investigated the clinical outcomes of intra-vitreous conbercept (IVC) and ranibizumab (IVR) injection for treating type 1 prethreshold ROP in Zone II.
    METHODS: The data of ROP infants receiving IVR or IVC from January 2017 to March 2020 who were followed up for at least 12 months in our hospital was studied in the present retrospective study. Regression, reactivation, complications, and ocular biological parameters were evaluated.
    RESULTS: One hundred twenty-five eyes (64 infants) in IVC group and 229 eyes (117 infants) in IVR group were observed in the study. All infants showed good response to the two anti-VEGF agents. No eyes deteriorated during the observation. No significant difference was found between the two groups as to the regression within one week and one month, the reactivation rate, and the retreatment interval (p > 0.05) whereas retinal complete vascularization rate at 6 mons after the initial treatment and mean completion time of retinal vascularization after initial injection showed significant difference (p < 0.05). At 12 mons PMA the ocular parameters also presented no statistical difference between the two treated groups (p > 0.05). However, the ocular showed slight myopic tendency with the anti-VEGF treatment when compared to the control group (p < 0.05) whereas there was no statistical difference revealed between the two treated groups (p > 0.05).
    CONCLUSIONS: Both conbercept and ranibizumab for treating type 1 prethreshold ROP in Zone II are safe and effective. They had little effect on the development of ocular whereas there was a slight tendency of myopia after the treatment.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    这项研究的目的是分析两种玻璃体内抗血管生成药物的有效性,雷珠单抗和阿柏西普,在墨西哥人口中持续5年,在真实世界中评估视力(VA)和中央视网膜厚度(CRT)的改善。这是一项对被诊断为糖尿病视网膜病变(DR)的受试者的回顾性研究,增殖性糖尿病视网膜病变(PDR),和糖尿病性黄斑水肿(DME)接受玻璃体内注射雷珠单抗和/或阿柏西普。在这项研究中,我们分析了接受玻璃体内抗血管生成注射的294例患者中的588只眼.结果显示,无论VA和CRT的抗血管生成治疗或诊断如何,都有改善。我们发现阿柏西普和雷珠单抗都能改善VA,而患有DME的受试者对抗血管生成治疗的反应较小(p<0.05),并且这种差异与OCT测量的CRT不一致。这些结果支持证据表明,玻璃体内抗血管生成药物对我们人群中糖尿病的眼科并发症是有效的;然而,对视觉结构的损害在大多数患者中没有逆转。在我们的研究中,患者(VA)和眼科医生(CRT)的感知并不完全相关。
    The objective of this study was to analyze the effectiveness of two intravitreal antiangiogenic drugs, ranibizumab and aflibercept, in a Mexican population over a period of 5 years, evaluating the improvement in visual acuity (VA) and central retinal thickness (CRT) in a real-world scenario. This is a retrospective study with subjects diagnosed with diabetic retinopathy (DR), proliferative diabetic retinopathy (PDR), and diabetic macular edema (DME) receiving intravitreal injections of ranibizumab and/or aflibercept. In this study, we analyzed 588 eyes of 294 patients who received intravitreal antiangiogenic injections. The results showed an improvement regardless of antiangiogenic treatment or diagnosis in both VA and CRT. We found that both aflibercept and ranibizumab improved VA, while subjects with DME responded less to antiangiogenic treatment (p < 0.05), and that this difference did not correspond to the CRT measured by OCT. These results support evidence that intravitreal antiangiogenic medications are effective for ophthalmic complications of diabetes in our population; however, damage to visual structures is not reversed in most patients. And that the perception by the patient (VA) and that of the ophthalmologist (CRT) do not completely correlate in our study.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:早产儿视网膜病变(ROP)是婴儿失明的重要原因。适当的治疗干预是必要的,因为由于ROP进展引起的视网膜脱离对视觉功能至关重要。玻璃体内注射抗血管内皮生长因子(VEGF)药物已越来越多地用于抑制ROP的发生和发展。在这项研究中,我们比较了单次玻璃体内注射贝伐单抗(IVB)和雷珠单抗(IVR)治疗ROP的疗效.
    方法:回顾性分析21例重度ROP和IVB患者(8例15眼)和IVR患者(13例24眼)的39只眼。患者背景,ROP的严重程度,比较两组间ROP消退的例数百分比。
    结果:两组患者背景和ROP严重程度无显著差异。IVB组1例患者一只眼观察到复发,IVR组7例患者的13只眼需要额外的激光光凝,两组间差异显著(p<0.01,Fisher精确检验)。在IVR组中,两名患者的两只眼睛接受了玻璃体手术。
    结论:与IVR相比,IVB可能通过单一治疗来控制ROP的严重程度。
    BACKGROUND: Retinopathy of prematurity (ROP) is a significant cause of blindness in infants. Appropriate therapeutic intervention is essential because retinal detachment due to the progression of ROP is critical to visual function. The intravitreal injection of anti-vascular endothelial growth factor (VEGF) agents has been increasingly applied to inhibit the development and progression of ROP. In this study, we compared the efficacy of single intravitreal bevacizumab (IVB) and ranibizumab (IVR) injections for the treatment of ROP.
    METHODS: A total of 39 eyes in 21 patients with severe ROP and IVB (15 eyes of 8 patients) and IVR (24 eyes of 13 patients) were retrospectively reviewed. Patient background, the severity of ROP, and the percentage of cases in which ROP regressed without additional treatment were compared between the two groups.
    RESULTS: Patient background and ROP severity were not significantly different between the two groups. Recurrence was observed in one eye of one patient in the IVB group, and thirteen eyes in seven patients in the IVR group required additional laser photocoagulation, which was significantly different in the two groups (p < 0.01, Fisher\'s exact test). In the IVR group, two eyes of two patients underwent vitreous surgery.
    CONCLUSIONS: Compared with IVR, IVB is likely to control the severity of ROP with a single treatment.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    目的:评估玻璃体内雷珠单抗生物仿制药(RBZ-BS)注射治疗日本患者近视脉络膜新生血管(mCNV)的一年结局。方法:21例患者(平均年龄69.0岁;4例男性,回顾性分析了17例高度近视和mCNV的女性)。十二人是天真的治疗,9人以前曾接受过抗VEGF治疗。疗效指标包括最佳矫正视力(BCVA)和中央黄斑厚度(CMT)。结果:未治疗组显示BCVA显着改善,从基线时的0.55±0.34到12个月时的0.24±0.28。先前治疗组没有显著的BCVA变化。两组的CMT均显着降低:未治疗组的CMT从295.3±105.2µm降至207.3±63.0µm,从196.1±62.0µm到147.2±50.1µm。干燥黄斑的发生率很高:3个月时为83%,12个月时为83%。在以前的治疗组中,3个月时为67%,12个月时为89%。未报告不良事件。结论:这些结果表明RBZ-BS是mCNV的有效和安全的治疗方法。特别是在未接受治疗的患者中。RBZ-BS的使用提供了一个具有成本效益的替代原始雷珠单抗,减少经济负担,同时保持高疗效。需要进行更大样本量和更长随访期的进一步研究,以确认这些结果并评估长期结果和成本效益。
    Objectives: To evaluate the one-year outcomes of intravitreal ranibizumab biosimilar (RBZ-BS) injections for myopic choroidal neovascularization (mCNV) in Japanese patients. Methods: Twenty-one patients (mean age 69.0 years; 4 males, 17 females) with high myopia and mCNV were retrospectively reviewed. Twelve were treatment-naïve, and nine had previous anti-VEGF treatments. Efficacy measures included best-corrected visual acuity (BCVA) and central macular thickness (CMT). Results: The treatment-naïve group showed significant BCVA improvement from 0.55 ± 0.34 at baseline to 0.24 ± 0.28 at 12 months. The previously treated group had no significant BCVA changes. CMT significantly decreased in both groups: from 295.3 ± 105.2 µm to 207.3 ± 63.0 µm in the treatment-naïve group, and from 196.1 ± 62.0 µm to 147.2 ± 50.1 µm in the previously treated group. Dry macula rates were high: 83% at 3 months and 83% at 12 months in the treatment-naïve group, and 67% at 3 months and 89% at 12 months in the previously treated group. No adverse events were reported. Conclusions: These findings indicate that RBZ-BS is an effective and safe treatment for mCNV, particularly in treatment-naïve patients. The use of RBZ-BS offers a cost-effective alternative to original ranibizumab, reducing financial burdens while maintaining high therapeutic efficacy. Further studies with larger sample sizes and longer follow-up periods are needed to confirm these results and evaluate long-term outcomes and cost-effectiveness.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    在眼科中使用深度学习技术来开发人工智能(AI)模型,以预测抗VEGF治疗对视网膜分支静脉阻塞(BRVO-ME)继发黄斑水肿患者的短期有效性。180例BRVO-ME患者接受治疗前FFA扫描。雷珠单抗注射3个月后,以基线和1个月的间隔进行CMT测量。在第4个月随访时,根据黄斑水肿将患者分为预后良好和不良组。FFA-Net,基于VGG的分类网络,使用来自两组的FFA图像进行训练。类激活热图突出了重要位置。比较基准模型(DesNet-201、MobileNet-V3、ResNet-152、MansNet-75)的训练结果。性能指标包括准确性、灵敏度,特异性,F1得分,和ROC曲线。FFA-Net预测BRVO-ME治疗效果的准确率为88.63%,F1评分为0.89分,敏感性和特异性分别为79.40%和71.34%,分别。FFA-Net模型的ROC曲线的AUC为0.71。基于深度学习技术的FFA在预测BRVO-ME治疗效果方面具有可行性。以VGG模型为主体构建的FFA-Net模型对预测BRVO-ME的治疗效果有较好的效果。FFA中BRVO的分型可能是影响预后的重要因素。
    Deep learning techniques were used in ophthalmology to develop artificial intelligence (AI) models for predicting the short-term effectiveness of anti-VEGF therapy in patients with macular edema secondary to branch retinal vein occlusion (BRVO-ME). 180 BRVO-ME patients underwent pre-treatment FFA scans. After 3 months of ranibizumab injections, CMT measurements were taken at baseline and 1-month intervals. Patients were categorized into good and poor prognosis groups based on macular edema at the 4th month follow-up. FFA-Net, a VGG-based classification network, was trained using FFA images from both groups. Class activation heat maps highlighted important locations. Benchmark models (DesNet-201, MobileNet-V3, ResNet-152, MansNet-75) were compared for training results. Performance metrics included accuracy, sensitivity, specificity, F1 score, and ROC curves. FFA-Net predicted BRVO-ME treatment effect with an accuracy of 88.63% and an F1 score of 0.89, with a sensitivity and specificity of 79.40% and 71.34%, respectively.The AUC of the ROC curve for the FFA-Net model was 0.71. The use of FFA based on deep learning technology has feasibility in predicting the treatment effect of BRVO-ME. The FFA-Net model constructed with the VGG model as the main body has good results in predicting the treatment effect of BRVO-ME. The typing of BRVO in FFA may be an important factor affecting the prognosis.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号