Subtype classification of age-related macular degeneration (AMD) based on optical coherence tomography (OCT) images serves as an effective auxiliary tool for clinicians in diagnosing disease progression and formulating treatment plans. To improve the classification accuracy of AMD subtypes, this study proposes a keypoint-based, attention-enhanced residual network (KPA-ResNet). The proposed architecture adopts a 50-layer residual network (ResNet-50) as the backbone, preceded by a keypoint localization module based on heatmap regression to outline critical lesion regions. A two-dimensional relative self-attention mechanism is incorporated into convolutional layers to enhance the representation of key lesion areas. Furthermore, the network depth is appropriately increased and an improved residual module, ConvNeXt, is introduced to enable comprehensive extraction of high-dimensional features and enrich the detail of lesion boundary contours, ultimately achieving higher classification accuracy of AMD subtypes. Experimental results demonstrate that KPA-ResNet achieves significant improvements in overall classification accuracy compared with conventional convolutional neural networks. Specifically, for the wet AMD subtypes, the classification accuracies for inactive choroidal neovascularization (CNV) and active CNV reach 92.8% and 95.2%, respectively, representing substantial improvement over ResNet-50. These findings validate the superior performance of KPA-ResNet in AMD subtype classification tasks. This work provides a high-accuracy, generalizable network architecture for OCT-based AMD subtype classification and offers new insights into integrating attention mechanisms with convolutional neural networks in ophthalmic image analysis.
Tomography, Optical Coherence/methods* ; Humans ; Macular Degeneration/diagnostic imaging* ; Neural Networks, Computer

Objective To observe the imaging features of optical coherence tomography angiography(OCTA)in eyes with wet age-related macular degeneration(wAMD)after treatment with 3+pro re nata(3+PRN)of intravitreal anti-Ranibizumab.Methods This study included 8 treatment-naive eyes with wAMD diagnosed by fluorescein fundus angiography(FFA)and indocyanine green angiography(ICGA)from September 2016 to May 2017.All the patients were treated with 3+PRN of intravitreal anti-Ranibizumab(0.5 mg/0.05 ml).We performed OCTA with 6 mm×6 mm scans at baseline and 1,3,and 6 months after treatment.We analyzed best corrected visual acuity(BCVA)(logMAR),type of choroidal neovascular(CNV),and morphological features and changes of CNV,central retinal thickness(CRT),outer retina vessel density(ORVD),and choroidal capillary vessel density(CCVD).Results A total of 8 eyes were examined in 8 patients[4 males and 4 females with a mean age of(70.9±10.6)years of age].Three eyes had type Ⅰ CNV and 5 eyes had type Ⅱ CNV.At baseline,month 1,month 3,and month 6,BCVA was 0.55(0.33,0.87),0.35(0.24,0.84),0.35(0.22,0.58),and 0.26(0.10,0.58)logMAR,respectively(all >0.05).CRT was(271.88±91.95),(204.00±45.78),(196.00±31.14),and(219.25±71.32)μm,respectively,and there was a statistical significance between CRT at baseline and CRT at month 3(=2.211,=0.044).ORVD was(41.38±2.77)%,(41.73±3.60)%,(42.53±1.95)%,and(41.40±2.33)%,respectively(all >0.05).CCVD was(64.38±2.24)%,(64.96±1.39)%,(64.16±1.39)%,and(64.63±1.86)%,respectively(all >0.05).Correlation analysis showed BCVA was significantly correlated with both CRT(=0.009, =0.457)and CCVD(=0.001,=0.574),but not with ORVD(=0.093,=0.302).The morphological features at baseline showed that 2 eyes were lump-like,2 eyes were line-like,2 eyes were tangles,1 eye was elliptical ring-like,and 1 eye was fragment.At month 1,the morphologies were improved in 7 eyes,including the CNV showed decreased maximum diameter,rupture/fragment,loss of peripheral capillaries,decreased numbers and density,and reduced maximum cross-sectional area;the condition became worse in 1 eye,including the CNV showed ring formation,increased density,and increased maximum diameter.At month 3,the morphologied of 7 eyes were improved,while no obvious change was seen in 1 eye.At month 6,the CNV became normalized in 5 eyes but worsened in 3 eyes.No intraocular infection or other intravitreal injection-related complication was observed during the follow-up.Conclusion Observing CNV characteristics using OCTA technology can be used to evaluate the efficacy of Ranibizumab in patients with wAMD and guide the treatment and follow-up of wAMD patients.
Aged ; Aged, 80 and over ; Angiogenesis Inhibitors ; therapeutic use ; Angiography ; Female ; Follow-Up Studies ; Humans ; Male ; Middle Aged ; Ranibizumab ; therapeutic use ; Retrospective Studies ; Tomography, Optical Coherence ; Treatment Outcome ; Visual Acuity ; Wet Macular Degeneration ; diagnostic imaging ; therapy

PURPOSE: Intravitreal anti-vascular endothelial growth factor (anti-VEGF) is the first choice of treatment for age-related macular degeneration. However, quite a few eyes treated using conventional dose anti-VEGF (CDAV) have persistent pigment epithelial detachment (PED) on optical coherence tomography. This study investigated the efficacy and safety of high dose anti-VEGF (HDAV) for refractory PED. METHODS: In this retrospective study, 31 eyes of neovascular age-related macular degeneration patients with persistent PED findings despite six or more intravitreal injections of CDAV (bevacizumab 1.25 mg or ranibizumab 2.5 mg) were analyzed. Changes in visual outcome, central foveal thickness, and PED height were compared before and after HDAV (bevacizumab 5.0 mg) for these refractory PED cases. RESULTS: The mean age of patients was 67.7 years. The number of CDAV injections was 12.1. The number of HDAV injections was 3.39. Best-corrected visual acuity in logarithm of the minimum angle of resolution before and after HDAV was 0.49 and 0.41 (p < 0.001), respectively. Central foveal thickness before and after HDAV was 330.06 and 311.10 µm (p = 0.125), respectively. PED height before and after HDAV was 230.28 and 204.07 µm (p = 0.014), respectively. There were no serious adverse reactions in all the eyes. CONCLUSIONS: Increasing the dose of bevacizumab in refractory PED may be a possible treatment option.
Aged ; Angiogenesis Inhibitors/administration & dosage ; Bevacizumab/*administration & dosage ; Dose-Response Relationship, Drug ; Female ; Fluorescein Angiography ; Fundus Oculi ; Humans ; Intravitreal Injections ; Macular Degeneration/*complications/diagnosis/drug therapy ; Male ; Middle Aged ; Retinal Detachment/diagnosis/*drug therapy/etiology ; Retinal Pigment Epithelium/*diagnostic imaging/drug effects ; Retrospective Studies ; Tomography, Optical Coherence ; Vascular Endothelial Growth Factor A/antagonists & inhibitors

PURPOSE: To describe the changes of fundus autofluorescence (FAF) in patients with age-related macular degeneration before and after intravitreal injection of anti-vascular endothelial growth factor according to the type of choroidal neovascularization (CNV) and to evaluate the correlation of FAF with spectral domain optical coherence tomography (SD-OCT) parameters and vision. METHODS: This was a retrospective study. Twenty-one treatment-naive patients with neovascular age-related macular degeneration were included. Study eyes were divided into two groups according to the type of CNV. Fourteen eyes were type 1 CNV and seven eyes were type 2 CNV. All eyes underwent a complete ophthalmologic examination, including an assessment of best-corrected visual acuity, SD-OCT, fluorescein angiography, and FAF imaging, before and 3 months after intravitreal anti-vascular endothelial growth factor injection. Gray scales of FAF image for CNV areas, delineated as in fluorescein angiography, were analyzed using the ImageJ program, which were adjusted by comparison with normal background areas. Correlation of changes in FAF with changes in SD-OCT parameters, including CNV thickness, photoreceptor inner and outer segment junction disruption length, external limiting membrane disruption length, central macular thickness, subretinal fluid, and intraretinal fluid were analyzed. RESULTS: Eyes with both type 1 and type 2 CNV showed reduced FAF before treatment. The mean gray scales (%) of type 1 and type 2 CNV were 52.20% and 42.55%, respectively. The background values were 106.72 and 96.86. After treatment, the mean gray scales (%) of type 1 CNV and type 2 CNV were changed to 57.61% (p = 0.005) and 57.93% (p = 0.008), respectively. After treatment, CNV thickness, central macular thickness, and inner and outer segment junction disruption length were decreased while FAF increased. CONCLUSIONS: FAF was noted to be reduced in eyes with newly diagnosed wet age-related macular degeneration, but increased after anti-vascular endothelial growth factor therapy regardless of CNV lesion type.
Aged ; Angiogenesis Inhibitors/*therapeutic use ; Choroidal Neovascularization/classification/diagnostic imaging/*drug therapy ; Female ; Fluorescein Angiography ; Fundus Oculi ; Humans ; Intravitreal Injections ; Male ; Middle Aged ; Optical Imaging ; Ranibizumab/*therapeutic use ; Retrospective Studies ; Tomography, Optical Coherence ; Vascular Endothelial Growth Factor A/*antagonists & inhibitors ; Visual Acuity ; Wet Macular Degeneration/classification/diagnostic imaging/*drug therapy

PURPOSE: To evaluate the long-term outcomes of intravitreal anti-vascular endothelial growth factor (VEGF) monotherapy for patients diagnosed with submacular hemorrhage secondary to exudative age-related macular degeneration. METHODS: This retrospective, observational study included 49 patients (49 eyes) who initially presented with submacular hemorrhage associated with exudative age-related macular degeneration and who were followed-up for at least 24 months. Only eyes that were treated with intravitreal anti-VEGF monotherapy were included in the study. Best-corrected visual acuity (BCVA) measurements obtained at diagnosis, six months, and the final visit were compared. The associations of BCVA at the final visit with baseline BCVA, BCVA at six months, symptom duration, hemorrhage extent, and central foveal thickness were also analyzed. RESULTS: Over the course of follow-up (mean, 32.1 +/- 8.5 months), an average of 5.1 +/- 2.2 anti-VEGF injections were administered. Recurrent hemorrhage was noted in 13 eyes (26.5%). The mean logarithm of the minimal angle of resolution BCVA at diagnosis, six months, and the final visit were 1.40 +/- 0.52, 0.87 +/- 0.64, and 1.03 +/- 0.83, respectively. Both baseline BCVA (p = 0.012) and BCVA at six months (p < 0.001) were significantly associated with BCVA at the final visit. CONCLUSIONS: Improved visual acuity was maintained for more than two years with intravitreal anti-VEGF monotherapy. BCVA at six months is a useful clinical index to predict long-term visual prognosis.
Aged ; Aged, 80 and over ; Angiogenesis Inhibitors/administration & dosage ; Bevacizumab/*administration & dosage ; Female ; Fluorescein Angiography ; Follow-Up Studies ; Fundus Oculi ; Humans ; Intravitreal Injections ; Male ; Middle Aged ; Ranibizumab/*administration & dosage ; Retina/*diagnostic imaging ; Retinal Hemorrhage/diagnosis/*drug therapy/etiology ; Retrospective Studies ; Time Factors ; Tomography, Optical Coherence ; Treatment Outcome ; Vascular Endothelial Growth Factor A/*antagonists & inhibitors ; Visual Acuity ; Wet Macular Degeneration/complications/diagnosis/*drug therapy

INTRODUCTIONThis paper reports the 1-year results of the first 2 cases of macular translocation in Singapore.

CLINICAL PICTUREA 66-year-old female and a 45-year-old male Chinese presented with subfoveal choroidal neovascularisation (CNV) in their right eyes. The woman's condition was secondary to pathological myopia while the man's was idiopathic. Their preoperative best-corrected visual acuities were 6/15-2 and 6/30, respectively.

TREATMENTBoth patients underwent macular translocation with punctate retinotomies and chorioscleral infolding (limited macular translocation) in their affected eye.

OUTCOMEBoth patients achieved effective macular translocation postoperatively. Their CNVs became extrafoveal and were ablated with conventional laser photocoagulation in the early postoperative period. They did not recur and their visual acuities improved to 6/9-1 and 6/12 at 1 year postoperatively, respectively.

CONCLUSIONMacular translocation is a new treatment modality that offers patients with subfoveal CNV a chance of improving their vision, potentially to a level that may allow reading and driving.

Aged ; Choroidal Neovascularization ; diagnostic imaging ; etiology ; surgery ; Female ; Fluorescein Angiography ; Humans ; Laser Coagulation ; Macula Lutea ; transplantation ; Macular Degeneration ; diagnostic imaging ; physiopathology ; Male ; Middle Aged ; Myopia, Degenerative ; complications ; Prognosis ; Radiography ; Severity of Illness Index ; Singapore ; Treatment Outcome ; Visual Acuity