Leukemia is a common, multiple and dangerous blood disease, whose early diagnosis and treatment are very important. At present, the diagnosis of leukemia heavily relies on morphological examination of blood cell images by pathologists, which is tedious and time-consuming. Meanwhile, the diagnostic results are highly subjective, which may lead to misdiagnosis and missed diagnosis. To address the gap above, we proposed an improved Vision Transformer model for blood cell recognition. First, a faster R-CNN network was used to locate and extract individual blood cell slices from original images. Then, we split the single-cell image into multiple image patches and put them into the encoder layer for feature extraction. Based on the self-attention mechanism of the Transformer, we proposed a sparse attention module which could focus on the discriminative parts of blood cell images and improve the fine-grained feature representation ability of the model. Finally, a contrastive loss function was adopted to further increase the inter-class difference and intra-class consistency of the extracted features. Experimental results showed that the proposed module outperformed the other approaches and significantly improved the accuracy to 91.96% on the Munich single-cell morphological dataset of leukocytes, which is expected to provide a reference for physicians’ clinical diagnosis.
ObjectiveTo objectively quantitative assess the visual quality in patients with myopic foveoschisis (MF) using a double-pass optical quality analysis system (OQASⅡ). MethodsSixty-two subjects participated in this cross-sectional, observational study, who were divided into three groups based on the pathologic conditions including myopic foveoschisis group (MFG), myopic control group (MCG) and normal control group (NCG). Measurements with OQASⅡwere performed for the modulation transfer function cut off frequency (MTF cut-off), the Strehl ratio (SR) and the objective scatter index (OSI). Visual data were analyzed using ANOVA and Pearson's correlation accompanied by logMAR BCVA and axial length (AL). ResultsThe mean values for MTF cut-off, SR and OSI of MFG, MCG and NCG were 18.18±4.81, 0.13±0.03, 3.50±0.44; 22.87±2.66, 0.14±0.02, 2.42±0.29; 33.68±4.70, 0.23±0.02, 1.68±0.20 respectively, and statistical difference were proved except SR between MFG and MCG, or BCVA between MCG and NCG (P < 0.05). LogMAR BCVA and AL have negative correlations to MTF cut-off (r=-0.928, -0.658; P < 0.05) and SR (r=-0.577, -0.893; P < 0.05) with high coefficients in MFG. Log MAR BCVA has negative correlations to MTF cut-off and SR (r=-0.659, -0.806; P < 0.05) in MCG. Log MAR BCVA has negative correlations to MTF cut-off and SR (r=-0.606, -0.602; P < 0.05) and positively correlated to OSI (r=0.561, P < 0.05) in NCG. ConclusionsThe mean value of BCVA, MTF cut-off, SR, OSI of myopic foveoschisis patients were lower than those myopic patients without foveoschisis and normal people. there exists a significant negative correlation between Log MAR BCVA, AL to MTF cut-off and SR. Compared with myopic and normal subjects, myopic foveoschisis have lower BCVA, MTF cut-off, SR but higher OSI.
Objective To investigate the causes of blindness and low vision of the people over 50 years old in Binhu Area of Wuxi City. Methods Cluster sampling was used in randomly selected individuals over 50 years old in 28 villages. The oculopathy related to blindness and low vision of the people over 50 years old were analyzed. The vision acuity lt;0.05 was defined as blindness, while 0.05-0.3 was defined as low vision. SPSS 17.0 software was used to analyze the data. Results Totally 6150 individuals were examined. The bilateral blindness and low vision was found in 47 and 84 individuals, unilateral blindness and low vision was found in 201 and 214 individuals. Among 201 unilateral blindness individuals, there were 55 individuals have low vision in the other eye. In the 295 blind eyes, there are 116 eyes (39.32%) with cataract, 31 eyes (10.51%) with high myopia macular degeneration, and 28 (9.49%) eyes with atrophy eyeballs. In the 437 low vision eyes, there are 223 eyes (51.03%) with cataract, 41 (9.38%) eyes with high myopia macular degeneration, and 41 (9.38%) eyes with age-related macular degeneration. Conclusion Cataract is the first cause leading to blindness and low vision, followed by age-related macular degeneration, high myopia macular degeneration and atrophy eyeballs.
Macular edema (ME) secondary to central retinal vein occlusion（CRVO) often cause severe visual impairment. Intravitreal anti-vascular endothelial growth factor agents and steroids can effectively eliminate ME and improve visual function, but the visual outcome is affected by multiple factors. Retinal blood flow, especially the macular microcirculation, has significant correlation with visual outcome. Ischemic CRVO, especially patients with severe damage in the deep and superficial vascular layer of the macular zone, usually have poor visual outcome. In addition, the integrity of the multi-layer retinal structure closely correlates with the visual outcome. Patients with intact ellipsoid zone, external limit membrane beneath the fovea have good visual recovery. Additionally, good baseline visual acuity, positive response to treatment in early phase, young age and timely treatment usually brings about better visual outcome.
Objective To evaluate the visual function before and after photodynamic therapy(PDT) in patients with subfoveal choroidal neovascularization ( CNV) caused by age-related macular degeneration (AMD). Methods Twenty-five consecutive patients (34 eyes) treated with PDT (verteporfin) for subfoveal CNV in age-related macular degeneration diagnosed by fluorescein angiography (FFA), indocyanine green angiography (ICGA) and optical coherence tomography (OCT). Visual function including best corrected visual acuity, contrast sensitivity frequency, binocular function, confusion, stereo-vision, color vision, metamorphopsis and central scotoma were examed before photodynamic therapy and 1 week, 1 month, 3 month after photodynamic therapy. The follow-up time varied from 3 months to 2 years (mean 7.6 months). Results The changes of visual function at the 3rd month after photodynamic therapy revealed improving in 13 eyes (38.24%), without any change in 17 eyes (50.00%), and decreasing in 6 eyes (17.65%). Visual acuity with logMRA improved after photodynamic therapy, but without statistic difference. All spatial contrast sensitivity improved. Contrast sensitivity for spatial frequencies 5 cycles per degree (cpd) was better after photodynamic therapy with significant difference (P=0.045).Binocular function, fusion function, stereo function and color vision were slightly improved without statistic difference. Conclusion Damage of visual function in macular degeneration is many-sided. The treatment of PDT for exudative AMD can improve part visual function. (Chin J Ocul Fundus Dis，2004，20：289-291)
Objective To evaluate metamorphopsia and vision-related quality of life (VRQoL) and its influencing factor after vitrectomy for idiopathic macular hole (IMH). Methods This is a prospective and non-randomized clinical cohort study. Thirty eyes of 30 IMH patients who received vitrectomy and inner limited membrane (ILM) peeling were included. The best-corrected visual acuity (BCVA), medical refraction test and optical coherence tomography (OCT) were performed. BCVA was recorded as logarithm of the minimum angle of resolution (logMAR). The macular hole index (MHI) was measured using OCT. The average logMAR BCVA and MHI in suffering eyes at baseline were 1.02±0.07 and 0.47±0.02, respectively. The uncorrected visual acuity of the fellow eyes was less than 0.1. Follow-up period was longer than 6 months. At 6 months after surgery, the central retinal thickness (CRT) was measured by OCT; vertical and horizontal metamorphopsia were measured by metamorphopsia charts; VRQoL was evaluated by Chinese VRQoL-25. Spearman correlation analysis was performed to analyze the relationship of VRQoL and postoperative BCVA, metamorphopsia and preoperative MHI. Results At 6 months after surgery, macular hole closure was confirmed by OCT in all patients. The vertical and horizontal metamorphopsia were (0.17±0.03)° and (0.11±0.03)°, respectively. The VRQoL-25 composite score was 79.81±1.29. The average BCVA was 0.59±0.05. The average CRT was (155.10±6.27) μm. The postoperative VRQoL was positive correlated with preoperative MHI (r=0.491,P=0.002), and negative correlated with preoperative BCVA (r=−0.445,P=0.014), postoperative BCVA (r=−0.530,P=0.003) and postoperative metamorphopsia (r=−0.532,P=0.006), but not correlated with the postoperative CRT (r=0.231,P>0.05). Conclusions IMH patients improved their visual acuity after surgery, but still have metamorphopsia. VRQoL was negative correlated with metamorphopsia, positive correlated with preoperative MHI.
Objective To investigate the causes of visual loss and failure of treatment after intraocular silicone oil removal. Methods Retrospective clinical analysis of the causes of loss of visual acuity of 15 eyes after silicone oil removal in patients with complicated retinal detachment which were successfully treated with vitreous and retinal microsurgery. Results Among the 15 eyes,retina failed to reattach in 11 eyes,secondary glaucoma occurred in 2 eyes and corneal opacity appeared in another two eyes.All of them were resulted in total loss of vision. Conclusion Retinal redetachment was the leading cause of final visual loss in the failing 15 cases(15 eyes) after intraocular silicone oil removal,and secondary glaucoma and corneal decompensation may also be the causes of visual loss. (Chin J Ocul Fundus Dis, 1999, 15: 230-231)
Objective To observe the etiologies and vision outcomes of inpatients with no light perception (NLP). Methods A total of 367 inpatients (430 eyes) with NLP in Zhongshan Ophthalmic Center were enrolled in this study. The visual acuity examination followed the international standard methods. NLP was detected by torch light in a dark room and the pupil light reflection state was also considered. The patients included 208 males (235 eyes) and 159 females (195 eyes). Sixtythree patients (126 eyes) were bilateral and 304 patients (304 eyes) were unilateral cases including 159 right eyes and 145 left eyes. The patients' ages ranged from 2.5 to 86.0 years, with a mean age of (40.85plusmn;18.03) years. All the patients were treated according to their diseases. The ratio of different eye disease and visual outcome were recorded and analyzed. Results Among 430 eyes, there were 157 eyes (36.5%) with optic neuritis, 68 eyes (15.8%) with uveitis, 54 eyes (12.6%) with retinal vascular disease, 35 eyes (8.1%) with ischemic optic neuropathy, 29 eyes (6.7%) with traumatic optic neuropathy, 28 eyes (6.5%) with optic atrophy, 18 eyes (4.2%) with trauma, 17 eyes (4.0%) with radiation optic neuropathy, 10 eyes (23%) with glaucoma, five eyes (1.2%) with retinal detachment, four eyes (0.9%) with compressive optic neuropathy, two eyes (0.5%) with orbital apex syndrome, two eyes (0.5%) with hysteria, and one eye (0.2%) with orbital cellulitis. After active treatment, 269 eyes (62.6%) remained NLP, 161 eyes (37.4%) got improved visual acuity, including light perception- 0.02 in 74 eyes (17.2%), ge;0.02-＜0.05 in 25 eyes (5.8%), ge;0.05 -＜0.1 in 14 eyes (3.3%), ge;0.1 -＜0.3 in 11 eyes (2.6%) and ge;0.3 in 37 eyes (8.6%). Conclusions The main causes of nonsurgical and non-trauma NLP are retinal disease and optic neuropathy. Some patients with NLP may restore useful vision if they received prompt referral and active intervention.
Objective To investigate the clinical characte ristic of vernier acuity in age-related macular degeneration (AMD) patients. Methods The vernier acuity test soft wear system was developed to detect the 23 cases (39 eyes) of AMD patients. Tweenty-one eyes were atrophic type and 17 eyes were exudative type. Two fixed targets and a movable target are shown on the computer screen. The examinee was asked to adjust the position of the central target and the relationship between it and align them by using a track ball. The computer automatically recorded the deviations of distances between the movable target and the specific one, and then computed and analysed the results of average threshold and variance.Results Both the atrophic and exudative AMD had higher vernier acuity threshold and its variance than normal subjects, and the differences were significant (P＜0.01). The correlation coefficient between visual acuity and vernier acuity threshold was -0.78, and that between visual acuity and threshold variance was -0.80. The results suggest that vernier acuity thre shold and its variance were reliable parameters that reflect the visual acuity in AMD patients.Conclusions The results suggest that vernier acuity threshold and its variance were reliable parameters that reflect the visual acuity in AMD patients.(Chin J Ocul Fundus Dis，2003，19：201-268)