ABSTRACT
Background: Retinopathy of prematurity is a multifactorial vasoproliferative retinal disease that increases in incidence with decreasing gestational age and is one of the leading causes of preventable childhood blindness in India. Advances in neonatology have led to dramatic increase in survival of preterm neonates and in turn, to the risk of developing ROP. Since most of the risk factors associated with ROP mentioned above arise in the neonatal intensive care unit (NICU) itself and most of them are avoidable, cautious monitoring of the risk factors, early screening, follow up and surgical intervention have been shown to reduce the incidence and improve the outcome of ROP.Methods: This was a prospective observational study conducted for a period of 2 years. A total of 151 infants admitted in NICU /SNCU who satisfied the inclusion criteria were enrolled in this study. Initial and follow up screening was conducted in three phases the results were documented in proforma after ethical clearance.Results: Comparison of risk factors between eyes with and without ROP was done using Chi-square test. A p-value of<0.05 was considered to be statistically significant. Incidence of ROP in centre is found to be 33.8%. Among maternal risk factors, multiple gestation and PROM/PPROM is found to be significant in the development of ROP from this study. However, mode of delivery and gestational hypertension, were found to be not significant in ROP. Among neonatal risk factors, low birth weight, lower gestational age, prolonged oxygen exposure, blood transfusion, mechanical ventilation, sepsis, phototherapy was found to be significant in this study.Conclusions: ROP, being an emerging cause for potentially blinding visual disability, needs to be diagnosed early. Due to the advancements in neonatology and better survival of preterm babies, timely screening, regular follow up, early detection and intervention is mandatory. A multidisciplinary approach is required in diagnosis and treatment of the disease. Proper counselling and motivation for parents of preterm and low birth weight babies for regular follow up is also essential.
ABSTRACT
Objective To evaluate the application of the standard manual labeling on identification of retinopathy of prematurity ( ROP) images in deep learning. Methods According to the International Classification of ROP,different periods of ROP were classified into stage disease and plus disease in this study. From Joint Shantou International Eye Center from August 2009 to July 2018, a total of 1464 labeled fundus retinal photographs were divided randomly by stratified sampling into 3 groups:stage disease group(subgroup 1:173,subgroup 2:117) was used to train for labeling stage disease,whereas plus disease group(subgroup 1:163,subgroup 2:116) was used to train for labeling plus disease,and consistent labels group consisted of 895 consistent labeled images on both disease. Graders consisted of senior experts,3 senior ophthalmologists and 2 interns,and received training for classification and labeling on ROP fundus images. The results were compared among the doctors and doctors with deep learning,and the agreement between non-experts doctors and the reference standards, and deep learning and the reference standards were tested. Results After the first training,the overall agreement rate of the senior ophthalmologist group and the intern group were lower than 90％ for both two disease labeling. After two to three times of training, in image of consistent labels group,overall agreement rates of senior ophthalmologists and intern doctor's were 98. 99％ ( Kappa=0. 979),99. 22％ (Kappa=0. 984) on stage disease,and 97. 43％ (Kappa=0. 914),98. 11％ (Kappa=0. 935) on plus disease,respectively. The agreement on stage disease using deep learning based on human-machine combination was 94. 08％,Kappa value was 0. 880,which achieved good degree. Conclusions Standardized manual labeling can improve the intelligentization of deep learning on identification of ROP images,and be considered as an innovative method of homogenization and standardized training for doctors in ophthalmology.
ABSTRACT
PURPOSE: To assess the long-term anatomic and visual outcomes and associated complications of lens-sparing vitrectomy (LSV) in infants with progressive posterior-type tractional retinal detachment (TRD) associated with stage 4A retinopathy of prematurity (ROP). METHODS: In a retrospective case series, the medical records of consecutive patients who presented with progressive posterior-type stage 4A ROP and underwent LSV between 1999 and 2007 were reviewed. Retinal attachment status, visual acuity, and development of postoperative complications were assessed. RESULTS: Eleven eyes of 9 patients were included. The mean follow-up period was 4.6 years. In 8 eyes (73%), plus disease was present at the time of LSV. In 3 eyes (27%), 2 (66%) without plus disease and 1 (13%) with plus disease, the retina remained reattached in the end, while 8 eyes (73%) had TRD on final examination. Two eyes with reattached retinas showed favorable visual acuity. In those eyes with detached retinas, 5 (68%) showed no light perception. When surgery for ROP was unsuccessful, development of cataract, corneal opacity, or glaucoma was common. CONCLUSIONS: The long-term anatomic success rate of LSV for progressive posterior-type stage 4A ROP was low, especially in the presence of plus disease at the time of LSV. Anatomical reattachment is very important for preventing complications and gaining better visual outcomes.