In this cross-sectional analysis, an elevated stress hyperglycemia ratio (SHR) was associated with a higher prevalence of neovascular glaucoma among patients with proliferative diabetic retinopathy, though reverse causation cannot be excluded.
Key Findings
Results
Patients with neovascular glaucoma had significantly higher SHR values than those without NVG.
Median SHR was 0.96 in NVG patients versus 0.82 in non-NVG patients.
The difference was statistically significant (p < 0.001).
The study included 49 patients with NVG and 215 without NVG.
SHR was calculated as admission blood glucose (mmol/L) divided by (1.59 × HbA1c − 2.59).
Results
The SHR was independently associated with prevalent neovascular glaucoma after multivariable adjustment.
Adjusted odds ratio per 0.1-unit SHR increment was 1.31 (95% CI 1.12–1.53; p < 0.001).
Firth penalized regression produced a nearly identical estimate (aOR 1.29, 95% CI 1.11–1.50).
A sensitivity model excluding HbA1c was also fitted.
The events-per-variable ratio was 6.1, indicating limited model capacity.
Results
Patients with neovascular glaucoma were significantly younger than those without NVG.
Median age was 57.0 years in the NVG group versus 62.0 years in the non-NVG group.
The difference was statistically significant (p < 0.001).
Non-normally distributed variables were compared using the Mann-Whitney U test.
A Bonferroni-adjusted significance threshold of 0.0063 was applied for eight baseline comparisons.
Results
The discrimination ability of the model was modest after internal validation.
The optimism-corrected C-statistic was 0.724.
Internal validation was performed by bootstrap resampling.
Subgroup estimates were described as 'statistically unstable' and reported as exploratory only.
Discussion
Reverse causation is a key limitation because established NVG may itself elevate admission glucose through acute stress.
The study design was retrospective and cross-sectional, precluding causal inference.
The authors explicitly state that 'because established NVG may itself increase admission glucose through acute stress, reverse causation cannot be excluded.'
The authors describe findings as 'hypothesis-generating' requiring confirmation in prospective, externally validated cohorts.
No clinical application was recommended based on these findings alone.
Methods
The study was conducted at a single center (Shaoxing People's Hospital) between 2023 and 2025 using a retrospective cross-sectional design.
Total sample size was 264 patients with proliferative diabetic retinopathy (49 NVG, 215 non-NVG).
Patients were categorized according to NVG status at presentation.
The primary effect measure was per-0.1-unit SHR increment.
The study did not include external validation.
What This Means
This research examined whether a measure called the stress hyperglycemia ratio (SHR) — which captures how much a person's blood sugar at hospital admission differs from their usual long-term blood sugar levels — is linked to a serious eye complication called neovascular glaucoma (NVG) in people with advanced diabetic eye disease. The study looked at 264 patients, 49 of whom had NVG. It found that patients with NVG had notably higher SHR values and were younger on average than those without NVG, and that higher SHR was statistically associated with greater odds of having NVG even after accounting for other factors.
However, the study has important limitations that prevent drawing firm conclusions. Because it was a snapshot in time (cross-sectional design), it cannot determine whether elevated stress hyperglycemia contributed to the development of NVG, or whether the pain and stress of having NVG itself caused blood sugar to spike — a problem the authors call 'reverse causation.' The model's ability to correctly distinguish patients with and without NVG was modest, and the study was conducted at a single hospital in China with a relatively small number of NVG cases.
This research suggests there may be a relationship between acute glucose dysregulation and neovascular glaucoma in diabetic patients, but the authors themselves caution that these are hypothesis-generating findings only. Larger, prospective studies that follow patients over time would be needed to understand whether SHR could have any practical value in identifying patients at higher risk for this sight-threatening complication.
Zhao C, Xu J, Qian H, Luo M. (2026). Association between the stress hyperglycemia ratio and neovascular glaucoma in patients with proliferative diabetic retinopathy.. Frontiers in endocrinology. https://doi.org/10.3389/fendo.2026.1945179