ImportanceEffective management of proliferative diabetic retinopathy (PDR) and diabetic macular edema (DME) requires reliable patient follow-up to prevent disease progression.ObjectiveTo investigate the sociodemographic and clinical factors associated with being lost to follow-up (LTFU) among individuals with PDR or DME treated with anti–vascular endothelial growth factor (VEGF) intravitreal injections (IVIs) or panretinal photocoagulation (PRP).Design, Setting, and ParticipantsThis cohort study included a multicenter, retrospective review of patients with PDR or DME treated in Toronto, Canada, from January 1, 2012, to December 31, 2021. Data were analyzed from February 1 to May 31, 2024.ExposuresAll patients received at least 1 anti-VEGF IVI or PRP session.Main Outcomes and MeasuresThe primary outcome was the LTFU rate, defined as the absence of an ophthalmic visit or intervention in the 1-year period following an individual’s last visit with the treating retinal specialist. Univariable and multivariable logistic regression models were conducted to evaluate associations between sociodemographic and clinical factors with the LTFU rate.ResultsOverall, 2961 patients with PDR or DME (mean [SD] age, 71 [13] years; 1640 [55.4%] male) were included, of whom 507 (17.1%) were LTFU over a mean (SD) follow-up period of 61 (22) months. In the multivariable analysis, older patients (age ≥85 years vs age <65 years: odds ratio [OR], 0.58; 95% CI, 0.40-0.81; P = .002), those with worse baseline visual acuity (>20/200 Snellen vs 20/40 Snellen or better: OR, 0.68; 95% CI, 0.48-0.97; P = .04), those with DME (OR vs no DME, 0.60; 95% CI, 0.43-0.83; P = .003), those with frequent clinic visits (≥6 visits vs <6 visits: OR, 0.78; 95% CI, 0.62-0.98; P = .04), and those with a high anti-VEGF IVI burden in the first year (OR vs low anti-VEGF burden, 0.40; 95% CI, 0.21-0.76; P = .006) were less likely to be LTFU. In contrast, males (OR vs females, 1.23; 95% CI, 1.04-1.52; P = .04), patients living further from the point of care (>200 vs ≤20 km OR, 2.65; 95% CI, 1.85-3.76; P < .001), and those treated with PRP (OR vs anti-VEGF IVIs, 2.10; 95% CI, 1.24-3.55; P < .001) were more likely to be LTFU. Compared with White patients, Black patients (OR, 2.10; 95% CI, 1.50-2.95; P < .001) and Hispanic patients (OR, 1.54; 95% CI, 1.05-2.21; P = .03) were more likely to be LTFU.Conclusions and RelevanceThis cohort study found multiple factors associated with LTFU rates. Identifying individuals at higher risk of LTFU and developing targeted strategies may reduce disease progression and vision loss in individuals with PDR.