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.
Purpose To observe the color motion perception of patients with diabetic retinopathy (DR) in very early stage and find a good way to diagnose early DR in time． Methods The motion perceptions of patients with early DR and normal subjects were tested by using equiluminant moving chromatic grating and moving luminance grating generated on VGA monitor in a PC compatible computer and the results were compared with those of electroretinogram(ERG),oscillatory potentials(OPs) and color perception． Results When the two gratings were of equal spatial frequency and equal time frequency,the normal subjects judged that chromatic grating moved faster than luminance grating．Very signifincant differences were detected between blue/yellow grating and black/white grating while the luminance contrast of was 80% and the velocity was 20.2 mm/s or 14.3mm/s(Plt;0.01).The abnormal ratio of color motion perception(69.2%)was higher than that of color vision(43.6%) and ERG OPs(48.9%) when the luminance contrast of black/white grating was 80% and the velocity was 20.2mm/s. Conclusion The test of color motion perception provides new method for diagnosing early DR. (Chin J Ocul Fundus Dis,1998,14:135-138)
Objective To measure the macular function of the fellow eye in patients with unilateral retinal vein occlusion (RVO). Methods A total of 24 cases of unilateral RVO were diagnosed by fundus fluorescein angiography (FFA), and multifocal ERG (mfERG) was recorded by RETI scan. The mfERG data of 24 fellow eyes of those RVO patients, and 18 normal control eyes were analyzed and compared. The parameters included the amplitude density, latency of the P1 and N1 wave in 6 concentric circles and 4 quadrants of the mfERG graphics. Results The amplitude densities of P1 and N1 wave in first and second concentric circles of RVO fellow eyes were significantly lower than normal eyes (t=4.520, 2.147; P＜0.05). There was no significant difference (P＞0.05) of P1/N1 latency in any concentric circles or quadrants between RVO fellow eyes and normal eyes. Conclusion The central fovea of the RVO fellow eyes was functionally impaired.
Objective To evaluate the causes of the metamorphopsia in patients with reattached retina after scleral buckling surgery. Methods Amsler grid test, ophthalmoscopic examination, fundus fluores cein angiography (FFA) and optical coherence tomography (OCT) were performed on 79 patients (79 eyes) with reattached retina at the 2nd week, 2nd, 6th month and 1st year after scleral buckling operation. Results Two weeks after the operation, 51 patients (51 eyes, 64.56%) complained of metamorphopsia,and 44 patients (44 eyes, including 35 with and 9 without metamorphopsia) were examined by OCT and FFA. In patients with metamorphopsia, the results of OCT in 31 (88.57%) revealed abnormal macula with seven kinds consisting mostly of stratum neuroepithelium detachment (74.29%), while of FFA in 6 patients showed abnormal macular (17.14%) including 4 with neuroepithelium detachment (66.67%). In patients without metamorphopsia, abnormal macula could be found in 2 by OCT while nothing special was seen in FFA. Most abnormal macula in patients followed-up 2 months, 6 months and 1 year postoperatively meliorated as time went by, with alleviative or disappeared metamorphopsia; while the patients with persistently existing macular membrane had aggravating metamorphopsia. Conclusions Abnormal macula is the main reason for metamorphopsia after scleral buckling surgery. Neuroepithelium detachment and macular membrane are the main causes of metamorphopsia at the early and terminal stage after operation.(Chin J Ocul Fundus Dis，2004，20：94-97)
Objective To investigate the degree of retinal developmen t in pret erm infants and compare the electroretinograms between preterm and fullterm in fants. Methods Flash electroretinogram (ERG) were obtained wit h contact lens el ectrodes in one eye from ten preterm infants (10 eyes) and twenty full-term inf a nts (20 eyes) in seven days after birth. The rod cell, cone cell, maximal combi nation, oscillatory potentials, and 30 Hz flicker responses were recorded. Results Compared with the full-term infants, the implicit time of rod cell respon s e (t=3.216，P=0.003) was longer and the amplitudes were lower (t=6.0 50，P=0.000) in the preterm infants; the difference of implicit time of maximal response was not significant (t=0.465，P=0.650; t=1.068，P=0.295), while th e amplitudes dec reased (t=6.584, P=0.000; t=6.649, P=0.000). The a- and b-wav e implicit time of cone response was not differed much between the two groups (t=0.077, P=0.939; t=0.935,P=0.358); the amplitudes was obvious lower in preterm group (t =3 .417，P=0.002；t=6.310，P=0.000); the difference of implicit t ime of 30 Hz flic ker betw een the two groups was not significant (t=3.745，P=0.001). The difference of b/a value of maximal combination response was not obvious between the two groups ( t=0.215, P=0.831). Conclusions The development of retinal function is slower in preterm infants than that in full-term ones．
Objective To observe the visual acuity of different stages of proliferative diabetic retinopathy (PDR) eyes after vitrectomy and analyze the risk factors of blindness.Methods A total of 384 eyes of 300 patients underwent vitrectomy for PDR were followed up. All cases were divided into three groups according to different stage of PDR (stage Ⅳ, stageⅤ and stage Ⅵ), the effect of vitrectomy were compared among these groups．Results The final visual acuity increased in 271 eyes (70.6%), among them there were 171 eyes (85.5%) in stage Ⅳ-Ⅴ, and 100 eyes (54.3%) in stage Ⅵ, and there was statistical difference between these two groups（chi;2=44.78，P＜0.05）. 82.8% of early-treated and 64.6% of middle/late-treated stage Ⅵ patients had postoperative visual acuity above 0.05 (chi;2=4.861，P＜0.05). 39.5% (131 eyes) of 332 eyes with diabetic blindness was still blind after surgery. Conclusion Visual acuity can be improved in the majority of PDR eyes after vitrectomy, early prevention and early treatment are the keys to avoid diabetic blindness.
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 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.
ObjectiveTo observe the effect of internal limiting membrane peeling and transplantation on vision-related quality of life in refractory macular hole.MethodsA retrospective clinical study. Thirty patients (30 eyes) with refractory macular hole diagnosed in Ophthalmology Department of The First Affiliated Hospital of Nanjing Medical University from January to December 2016 were included in this study. There were 13 males (13 eyes) and 17 females (17 eyes), with the mean age of 57.3±6.9 years. There were 15 patients (15 eyes) with large macular diameter, 12 patients (12 eyes) with high myopia macular hole, and 3 patients (3 eyes) with secondary traumatic macular hole. The BCVA examination was performed using the Snellen visual acuity chart, which was converted into logMAR visual acuity. OCT was performed to measure the macular retinal thickness (CRT), base diameter and minimum diameter of macular hole. Then, the macular hole index (MHI) was calculated. The logMAR BCVA was 1.52±0.30, MHI was 0.51±0.19. The Chinese version of visual-related quality of life scale -25 (CVRQoL-25) was used to evaluate the vision-related quality of life of patients. The CVRQoL-25 score was 57.60±7.13. All patients underwent 23G vitrectomy combined with inner limited membrane peeling and autologous ILM transplantation. The follow-up was at least 3 months after surgery. The changes of BCVA, MHI, CRT and CVRQoL-25 score before and after surgery were comparatively analyzed. Paired t test was performed to compare the measurement data before and after surgery, and Spearman rank correlation analysis was used for the correlation analysis among the parameters.ResultsAt 3 months after surgery, the hole closure was detected in 28 eyes (93.3%), not detected in 2 eyes (6.7%). The logMAR BCVA was 1.16±0.33, CRT was 161.00±15.26, and CVRQoL-25 scores was 70.83±9.77. Compared with before surgery, the BCVA (t=4.386, P=0.000) and CVRQoL-25 score (t=-5.991, P=0.000) after surgery were improved. Spearman rank correlation analysis showed that CVRQoL-25 score was negatively correlated with preoperative and postoperative logMAR BCVA (r=−0.536, −0.796; P=0.002, 0.000); positively correlated with preoperative MHI (r=0.421, P=0.020) and postoperative CRT (r=0.589, P=0.001).ConclusionInternal limiting membrane peeling and transplantation for refractory macular hole can significantly improve the vision-related quality of life and visual acuity, while achieved a high hole closure rate (93.3%).
ObjectiveTo evaluate the changes of metamorphopsia in patients with rhegmatogenous retinal detachment (RRD) who underwent primary vitrectomy and to analyze the correlation between macular microstructure changes and metamorphopsia.MethodsIt was a retrospective clinical study. From January 2017 to January 2019, 57 patients (57 eyes) with RRD were examined and diagnosed in the Department of Ophthalmology of Baoding First Central Hospital were enrolled in this study. All patients underwent 23G PPV. All patients had retinal anatomical reduction after the first PPV. The best corrected visual acuity (BCVA), intraocular pressure, slit-lamp microscope, indirect ophthalmoscope, changes of metamorphopsia, and optical coherence tomography (OCT) were examined before PPV and 1, 6, 12 months after the operation. The BCVA examination was performed using the international standard visual acuity chart, which was converted into a logarithm of the minimum angle of resolution (logMAR) BCVA for the record. The macular fovea retinal thickness (CRT) was measured by Carl Zeiss Cirrus HD-OCT5000 instrument from Carl Zeiss Company, Germany, and the microstructural changes in the macular area were recorded, including the presence of the anterior macular membrane (ERM), cystic macular edema (CME), subretinal fluid (SRF), and the integrity of the ellipsoid zone (EZ) and outer membrane (ELM). The value of metamorphopsia (M value) was measured by the M-Chart table. The changes of BCVA, M value, and the microstructure of the macular area before and after operation were analyzed. The correlation between BCVA and M value was analyzed by Pearson correlation. Spearman correlation analysis was used to analyze the correlation between the changes of macular microstructure and BCVA and M values.ResultsThe mean logMAR BCVA before the operation was 1.15±0.43. At 1, 6, and 12 months after the operation, the mean logMAR BCVA was 0.62±0.17, 0.39±0.18, and 0.34±0.13, respectively. The visual acuity improved significantly after operation compared with before operation, and the difference was statistically significant (F=119.731, P=0.000). The mean CRT before the operation was 476.0±104.1 μm. At 1, 6, and 12 months after the operation, the average CRT were 299.8±29.9, 272.2±17.8, and 261.0±19.3 μm, respectively. The average CRT after the operation was significantly lower than those before the operation (F=185.518, P=0.000). At 1, 6, and 12 months after the operation, the mean M values were 0.62±0.54, 0.43±0.41, and 0.32±0.36, respectively; the difference was statistically significant (F=6.568, P=0.020). After the operation, 48 eyes (84.2%, 48/57) had microstructural abnormalities in the macular area, including EZ and ELM integrity disruption, SRF, CME, and ERM. Correlation analysis showed that M value was significantly positively correlated with BCVA, CRT, and SRF height before operation (r/rs=0.672, 0.385, 0.932; P＜0.05). There was no correlation between M value and BCVA (r/rs=0.503), EZ and ELM integrity (r/rs=0.497, 0.472), SRF (r/rs=0.416), CME (r/rs=0.821) and ERM (r/rs=0.632) after operation (P＞0.05).ConclusionsThe BCVA is significantly increased and the metamorphopsia is improved after anatomically successful RRD surgery. Postoperative M value is highly correlated with preoperative BCVA, CRT, and SRF.