Strategies to tackle the global burden of diabetic retinopathy: from epidemiology to artificial intelligence

TY Wong, C Sabanayagam - Ophthalmologica, 2020 - karger.com
Diabetes is a global public health disease projected to affect 642 million adults by 2040, with
about 75% residing in low-and middle-income countries. Diabetic retinopathy (DR) affects 1 …

Epidemiology of diabetic retinopathy, diabetic macular edema and related vision loss

R Lee, TY Wong, C Sabanayagam - Eye and vision, 2015 - Springer
Diabetic retinopathy (DR) is a leading cause of vision-loss globally. Of an estimated 285
million people with diabetes mellitus worldwide, approximately one third have signs of DR …

Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging

S Azizi, L Culp, J Freyberg, B Mustafa, S Baur… - Nature Biomedical …, 2023 - nature.com
Abstract Machine-learning models for medical tasks can match or surpass the performance
of clinical experts. However, in settings differing from those of the training dataset, the …

Robust and efficient medical imaging with self-supervision

S Azizi, L Culp, J Freyberg, B Mustafa, S Baur… - arXiv preprint arXiv …, 2022 - arxiv.org
Recent progress in Medical Artificial Intelligence (AI) has delivered systems that can reach
clinical expert level performance. However, such systems tend to demonstrate sub-optimal" …

Diabetic macular oedema

GS Tan, N Cheung, R Simó, GCM Cheung… - The lancet Diabetes & …, 2017 - thelancet.com
Diabetic macular oedema, characterised by exudative fluid accumulation in the macula, is
the most common form of sight-threatening retinopathy in people with diabetes. It affects one …

[HTML][HTML] Classification of diabetic retinopathy and diabetic macular edema

L Wu, P Fernandez-Loaiza, J Sauma… - World journal of …, 2013 - ncbi.nlm.nih.gov
The global incidence and prevalence of diabetes mellitus (DM) have reached epidemic
proportions. Estimates indicate that more than 360 million people will be affected by DM by …

[HTML][HTML] Biomarkers in diabetic retinopathy

AJ Jenkins, MV Joglekar, AA Hardikar… - The review of diabetic …, 2015 - ncbi.nlm.nih.gov
There is a global diabetes epidemic correlating with an increase in obesity. This coincidence
may lead to a rise in the prevalence of type 2 diabetes. There is also an as yet unexplained …

Therapeutic potential of curcumin in diabetic complications

N Parsamanesh, M Moossavi, A Bahrami… - Pharmacological …, 2018 - Elsevier
Diabetes mellitus is an extremely prevalent endocrine disease and a major global public
health concern. Diabetic complications, such as retinopathy, nephropathy, neuropathy and …

Diabetic retinopathy and diabetic macular oedema pathways and management: UK Consensus Working Group

WM Amoaku, F Ghanchi, C Bailey, S Banerjee… - Eye, 2020 - nature.com
The management of diabetic retinopathy (DR) has evolved considerably over the past
decade, with the availability of new technologies (diagnostic and therapeutic). As such, the …

Deep learning versus human graders for classifying diabetic retinopathy severity in a nationwide screening program

P Ruamviboonsuk, J Krause, P Chotcomwongse… - NPJ digital …, 2019 - nature.com
Deep learning algorithms have been used to detect diabetic retinopathy (DR) with specialist-
level accuracy. This study aims to validate one such algorithm on a large-scale clinical …