Image harmonization and deep learning automated classification of plus disease in retinopathy of prematurity.

Purpose: Retinopathy of prematurity (ROP) is a retinal vascular disease affecting premature infants that can culminate in blindness within days if not monitored and treated. A disease stage for scrutiny and administration of treatment within ROP is "plus disease" characterized by increased tortuosity and dilation of posterior retinal blood vessels. The monitoring of ROP occurs via routine imaging, typically using expensive instruments ($50 to $140 K) that are unavailable in low-resource settings at the point of care. Approach: As part of the smartphone-ROP program to enable referrals to expert physicians, fundus images are acquired using smartphone cameras and inexpensive lenses. We developed methods for artificial intelligence determination of plus disease, consisting of a preprocessing pipeline to enhance vessels and harmonize images followed by deep learning classification. A deep learning binary classifier (plus disease versus no plus disease) was developed using GoogLeNet. Results: Vessel contrast was enhanced by 90% after preprocessing as assessed by the contrast improvement index. In an image quality evaluation, preprocessed and original images were evaluated by pediatric ophthalmologists from the US and South America with years of experience diagnosing ROP and plus disease. All participating ophthalmologists agreed or strongly agreed that vessel visibility was improved with preprocessing. Using images from various smartphones, harmonized via preprocessing (e.g., vessel enhancement and size normalization) and augmented in physically reasonable ways (e.g., image rotation), we achieved an area under the ROC curve of 0.9754 for plus disease on a limited dataset. Conclusions: Promising results indicate the potential for developing algorithms and software to facilitate the usage of cell phone images for staging of plus disease.

Resultados del Programa Nacional de Prevención de la Ceguera en la Infancia por Retinopatía del Prematuro en Argentina (2004-2016) / Results of the National Program for the Prevention of Blindness in Childhood by Retinopathy of Prematurity in Argentina (2004-2016)

Introducción. El Grupo ROP Argentina,a cargo del "Programa Nacional para la Prevención de la Ceguera en la Infancia por Retinopatía del Prematuro" (ROP), se creó en 2003. Objetivos. Describir la implementación y resultados alcanzados por el programa en la efectividad, acceso y calidad en la atención de la ROP (2004-2016). Población y métodos. Estudio descriptivo, retrospectivo, de una cohorte dinámica, en instituciones adheridas al registro. Población elegible: la totalidad de recién nacidos prematuros con factores de riesgo para desarrollar ROP. Resultados. Los servicios incorporados aumentaron de 14 a 98; cubrieron 24 provincias. Los niños < 1500 g registrados en 2004fueron 956, y 2739 en 2016. El 22,7 % de estos presentó algún grado de ROP y el 7,8 % requirió tratamiento (ROP grave). La pesquisa superó el 90 % y aumentaron los tratamientos en el lugar de origen (57 %-92 %). La incidencia de casos inusuales sigue siendo elevada (17,3 % de los tratados) y aún se registran oportunidades perdidas. El uso de drogas antiangiogénicas se triplicó desde su inicio en 2011. Conclusiones. Se observan logros significativos en términos de representatividad, alcance y adherencia al programa, también en el acceso a la pesquisa y tratamiento en el lugar de origen; sin embargo, la incidencia de ROP es aún elevada. La subraya la necesidad de fortalecer aún más las acciones del programa en cuanto a servicios.

Introduction. The ROP Argentina Group was created in 2003 and is responsible for the National Program for the Prevention of Blindness in Childhood by Retinopathy of Prematurity (ROP) in Argentina. Objectives. To describe the program implementation and results achieved in relation to ROP care in terms of effectiveness, access, and quality (2004-2016). Population and methods. Descriptive, retrospective study with a dynamic cohort carried out in facilities that are part of the registry. Eligible population: All preterm newborn infants with risk factors for ROP. Results. Participating health care services increased from 14 to 98 and covered the 23 provinces and the Autonomous City of Buenos Aires. A total of 956 infants were born with < 1500 g in 2004 and 2739, in 2016. Of these, 22.7 % had some degree of ROP and 7.8 % required treatment (severe ROP). Vision screening exceeded 90 %, and treatments at the place of origin increased (57 %-92 %). The incidence of unusual cases is still high (17.3 % of treated cases), and missed opportunities are still recorded. The use of anti-angiogenic drugs trebled since 2011, when they started to be used. Conclusions. Significant achievements were observed in terms of program representativeness, scope, and adherence, and also in relation to screening access and treatment at the place of origin; however, the incidence of ROP is still high. The persistence of unusual cases and missed opportunities evidences deficiencies in the quality of health care and outpatient followup and underlines the need to strengthen the program actions in relation to services.

Results of the National Program for the Prevention of Blindness in Childhood by Retinopathy of Prematurity in Argentina (2004-2016). / Resultados del Programa Nacional de Prevención de la Ceguera en la Infancia por Retinopatía del Prematuro en Argentina (2004-2016).

INTRODUCTION: The ROP Argentina Group was created in 2003 and is responsible for the National Program for the Prevention of Blindness in Childhood by Retinopathy of Prematurity (ROP) in Argentina. OBJETIVES: To describe the program implementation and results achieved in relation to ROP care in terms of effectiveness, access, and quality (2004-2016). POPULATION AND METHODS: Descriptive, retrospective study with a dynamic cohort carried out in facilities that are part of the registry. Eligible population: All preterm newborn infants with risk factors for ROP. RESULTS: Participating health care services increased from 14 to 98 and covered the 23 provinces and the Autonomous City of Buenos Aires. A total of 956 infants were born with < 1500 g in 2004 and 2739, in 2016. Of these, 22.7 % had some degree of ROP and 7.8 % required treatment (severe ROP). Vision screening exceeded 90 %, and treatments at the place of origin increased (57 %-92 %). The incidence of unusual cases is still high (17.3 % of treated cases), and missed opportunities are still recorded. The use of anti-angiogenic drugs trebled since 2011, when they started to be used. CONCLUSIONS: Significant achievements were observed in terms of program representativeness, scope, and adherence, and also in relation to screening access and treatment at the place of origin; however, the incidence of ROP is still high. The persistence of unusual cases and missed opportunities evidences deficiencies in the quality of health care and outpatient followup and underlines the need to strengthen the program actions in relation to services.

Introducción. El Grupo ROP Argentina,a cargo del "Programa Nacional para la Prevención de la Ceguera en la Infancia por Retinopatía del Prematuro" (ROP), se creó en 2003. Objetivos. Describir la implementación y resultados alcanzados por el programa en la efectividad, acceso y calidad en la atención de la ROP (2004-2016). Población y métodos. Estudio descriptivo, retrospectivo, de una cohorte dinámica, en instituciones adheridas al registro. Población elegible: la totalidad de recién nacidos prematuros con factores de riesgo para desarrollar ROP. Resultados. Los servicios incorporados aumentaron de 14 a 98; cubrieron 24 provincias. Los niños < 1500 g registrados en 2004fueron 956, y 2739 en 2016. El 22,7 % de estos presentó algún grado de ROP y el 7,8 % requirió tratamiento (ROP grave). La pesquisa superó el 90 % y aumentaron los tratamientos en el lugar de origen (57 %-92 %). La incidencia de casos inusuales sigue siendo elevada (17,3 % de los tratados) y aún se registran oportunidades perdidas. El uso de drogas antiangiogénicas se triplicó desde su inicio en 2011. Conclusiones. Se observan logros significativos en términos de representatividad, alcance y adherencia al programa, también en el acceso a la pesquisa y tratamiento en el lugar de origen; sin embargo, la incidencia de ROP es aún elevada. La subraya la necesidad de fortalecer aún más las acciones del programa en cuanto a servicios.