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. 2026 Jun 3;13:1845156. doi: 10.3389/fmed.2026.1845156

TABLE 2.

Characteristics and key findings of studies included in this review.

References Study design Sample size (patients/ eyes) Imaging device Primary outcome(s) Key finding with effect size Level of evidence*
Silva et al. (9) Prospective cohort 206 eyes Optos® Distribution of PPL and DR severity Approximately one-third of H/Ma, IRMA, and NVE were predominantly outside ETDRS fields; UWF -CFP suggested more severe DR in 10% of eyes. II
Silva et al. (37) Prospective cohort 200 eyes Optos® PPL and risk of DR progression/PDR development Eyes with PPL had a 3.2-fold higher risk of DR progression and a 4.7-fold higher risk of progression to PDR; approximately half of DR eyes had PPL outside ETDRS 7-field II
Aiello et al. (11) Multicenter cross-sectional 764 eyes Optos® Agreement between UWF-CFP and ETDRS 7-field High agreement in DR grading; UWF-CFP detected more peripheral lesions: PPL present in 308 of 751 eyes (41.0%), suggesting increased DR severity by ≥2 steps in 34 eyes (11.0%). III
Marcus et al. (29) Prospective cohort 544 eyes Optos® PPL and risk of DR progression PPL associated with 1.7-fold increased risk of DR worsening over 4 years II
Verma et al. (10) Retrospective study 1406 eyes Optos® Distribution of DR lesions (PPL vs. PCL) across ICDR severity grades in an Indian population PPL distribution in 37% of eyes vs. PCL in 63% (P < 0.003); PPL frequency varied by ICDR grade: mild NPDR 30.9%, moderate NPDR 40.3%, severe NPDR 38.5%, PDR 34.9% (P = 0.005); temporal fields showed greatest PPL frequency across all grades II
Silva et al. (38) Retrospective study 544 eyes Optos® Effect of DR lesion type, severity, and distribution on disease worsening (≥2-step ETDRS-SS worsening or DR treatment over 4 years) More severe lesion grades outside ETDRS fields associated with greater risk of disease worsening: on UWF-CFP, H/Ma HR 1.74 (1.28–2.36); on UWFFA, H/Ma HR 1.90 (1.38–2.61), IRMA HR 1.68 (1.13–2.49), NVE HR 1.99 (1.36–2.93) III
Stino et al. (30) Cross-sectional 75 eyes Optos® + UWFFA Correlation between IRMA and NPA Number of IRMA regions highly correlated with NPA area; rs = 0.86 (P < 0.01) III
Li et al. (34) Prospective cohort 153 eyes Optos® + UWF SS-OCTA UWF-CFP + UWF SS-OCTA vs. UWF-CFP + FFA for DR grading Very good agreement in DR severity; κ = 0.869; combined non-invasive approach showed similar lesion detection rates to FFA (p > 0.05 for all, except NPA p = 0.039) II
Cui et al. (35) Prospective observational study 152 eyes Optos® + UWF SS-OCTA UWF-CFP + UWF SS-OCTA vs. UWFFA for DR lesion detection rate Combined UWF SS-OCTA + UWF-CFP achieved equivalent DR lesion detection rates to UWFFA (p > 0.05), with high DR grading agreement (κ = 0.916) II
Zhao et al. (40) Multicenter diagnostic 59,475 images Optos® Deep learning model (WARM) for 25 fundus diseases WARM superior to region-restricted model for peripheral/diffuse lesions II
Deng et al. (43) Cross-sectional/AI 339 patients Optos® Quantitative vascular analysis (fractal dimension, density) Vascular density and fractal dimension decreased with increasing DR severity; fractal dimension: 1.33 ± 0.05 vs. 1.41 ± 0.03; vascular density: 1.12 ± 0.44 vs. 2.09 ± 0.36 III
Rezaei et al. (20) Cross-sectional/AI 8,524 images from BRSET + 5,164 images from mBRSET Zeiss Clarus® UWF-CFP + clinical data vs. images alone Multimodal model improved accuracy by 2.1% and Kappa by 0.022 on primary dataset; external validation Kappa improvements of 0.065 and 0.048 III
Meng et al. (54) Cross-sectional/AI 734,084 images Conventional fundus camera DeepDKD model for DKD prediction DeepDKD AUC 0.842–0.906; image model significantly superior to metadata model (AUC 0.680); combined model AUC 0.847; prospective validation sensitivity: combined model 86.7% vs. image-only 89.8% vs. metadata-only 66.3%enabled non-invasive DKD screening II
Vujosevic et al. (55) Multicenter cross-sectional 516 eyes UWF-CFP (Optos®) + OCT + OCTA DR severity and history of stroke Each 1-step increase in DR severity associated with 47% higher stroke risk; OR 1.47 (95% CI 1.02–2.11, p = 0.044); middle capillary plexus perfusion density (p = 0.017) and vessel density (p = 0.010) most significantly associated with stroke history each 1-step increase in DR severity: OR for stroke = 1.47 (95% CI: 1.02–2.11) III
Xu et al. (41) Generative AI/cross-sectional 270 paired UWF-CFP and UWF-FA images Optos® GAN-synthesized UWF-FA from UWF-CFP UWFDR-GAN outperformed all comparison models: MS-SSIM 0.7214; PSNR 20.00; FID 77.48; IS 1.0123. Qualitatively superior reconstruction of neovascularization and non-perfusion areas, with preserved global vascular architecture. Demonstrated potential to reduce reliance on invasive fluorescein imaging synthetic FA aided DR grading without intravenous dye III
Abitbol et al. (12) Retrospective study 224 images Optos® Deep learning for retinal vascular disease classification Per-class performance: DR AUC 90.5%, accuracy 85.2%. Cross-device generalizability not validated high performance but cross-device generalizability not fully validated III
Ploumi et al. (56) Cross-sectional 182 eyes UWF-CFP Association between PPL and systemic complications PPL significantly associated with peripheral arterial disease (OR 11.36, p = 0.033), coronary artery disease (OR 5.86, p < 0.001), stroke (OR 10.11, p = 0.003), and diabetic nephropathy (OR 2.97, p = 0.016); eGFR decreased with PPL presence (β = −12.66, p = 0.037) III

*Level of evidence: II = prospective cohort/diagnostic accuracy study/prospective observational study; III = cross-sectional/retrospective/case-control study (non-randomized). Only original studies are listed; reviews and commentaries are excluded. This classification is intended as a qualitative guide and does not imply formal risk-of-bias assessment. OR, odds ratio; HR, hazard ratio; κ, Cohen’s kappa; r_s, Spearman’s rank correlation coefficient; AUC, area under the curve; CI, confidence interval. H/Ma, hemorrhages and/or microaneurysms; IRMA, intraretinal microvascular abnormalities; NVE, neovascularization elsewhere; NPA, non-perfusion area; PPL, predominantly peripheral lesions; PDR, proliferative diabetic retinopathy; NPDR, non-proliferative diabetic retinopathy; DKD, diabetic kidney disease; CAD, coronary artery disease; PAD, peripheral arterial disease; eGFR, estimated glomerular filtration rate.