Evidence map›Paper›PMID 41654809›Full record

Observational studyBMC endocrine disorders2026

Association between triglyceride-glucose index and diabetic retinopathy among patients with diabetes mellitus in Nepalese patients: a cross-sectional study.

Saurav Thapa, Anup Ghimire, Bijay Kunwar, Binay Aryal, Aramva Bikram Adhikari, Arati Karakheti, Mani Prasad Gautam

Abstract readObservational Study
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Observational study in BMC endocrine disorders, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Saurav Thapa *Department of Internal Medicine, National Academy of Medical Sciences, Bir Hospital, Kathmandu, Nepal.
Anup Ghimire *Tribhuvan University Institute of Medicine, Maharajgunj Medical Campus, P.O. Box: 1524, Kathmandu-3, Kathmandu District, Kathmandu, Bagmati, Nepal. anup2056@iom.edu.np.
Bijay KunwarTribhuvan University Institute of Medicine, Maharajgunj Medical Campus, P.O. Box: 1524, Kathmandu-3, Kathmandu District, Kathmandu, Bagmati, Nepal.
Binay AryalTribhuvan University Institute of Medicine, Maharajgunj Medical Campus, P.O. Box: 1524, Kathmandu-3, Kathmandu District, Kathmandu, Bagmati, Nepal.
Aramva Bikram AdhikariTribhuvan University Institute of Medicine, Maharajgunj Medical Campus, P.O. Box: 1524, Kathmandu-3, Kathmandu District, Kathmandu, Bagmati, Nepal.
Arati KarakhetiDepartment of Ophthalmology, National Academy of Medical Sciences, Bir Hospital, Kathmandu, Nepal.
Mani Prasad GautamDepartment of Internal Medicine, National Academy of Medical Sciences, Bir Hospital, Kathmandu, Nepal.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDiabetic retinopathy (DR) is one of the most important microvascular complications of diabetes mellitus and remains a major cause of preventable blindness worldwide. Insulin resistance plays a pivotal role in the development of diabetes and its associated complications. The triglyceride-glucose (TyG) index, a surrogate marker of insulin resistance derived from fasting plasma glucose and triglyceride levels, has gained attention as a simple and practical metabolic marker. However, data linking the TyG index with diabetic retinopathy, particularly in South Asian populations, are still limited.

methodsA hospital-based cross-sectional study was conducted at Bir Hospital, Kathmandu, Nepal, between April 2023 and October 2024. Adult patients with diabetes mellitus, excluding those with gestational diabetes, acute illness, non-diabetic causes of hypertriglyceridaemia, conditions affecting lipid or glucose metabolism, prior retinal interventions, or non-diabetic retinal diseases, underwent comprehensive clinical, biochemical, and ophthalmic evaluations. The triglyceride-glucose (TyG) index was calculated as ln [fasting triglycerides (mg/dL) × fasting plasma glucose (mg/dL) / 2], and participants were categorized into quartiles. Diabetic retinopathy was graded using internationally accepted clinical severity scales. Associations were assessed using univariate and multivariate logistic regression, and ROC curve analysis evaluated the discriminatory performance of the TyG index.

resultsAmong 83 patients with diabetes mellitus (median age 56 years [IQR 48.5-64], 50.6% male, median diabetes duration 6 years [IQR 3-12]), the median triglyceride-glucose (TyG) index was 9.98 (IQR 9.485-10.445). Diabetic retinopathy (DR) prevalence was 48.2%, increasing across TyG quartiles from 9.5% in Q1 to 85.7% in Q4 (p < 0.001), with a significant trend in DR severity (p < 0.001). TyG correlated moderately with HbA1c (Spearman r = 0.54, p < 0.001). In multivariable logistic regression adjusted for age, total cholesterol, and HDL, the odds ratio for DR per standard deviation increase in TyG was 4.00 (95% CI 1.75-9.16, p = 0.001); for Q4 vs. Q1, 24.15 (95% CI 3.15-185, p = 0.002). Findings were robust in sensitivity analyses excluding insulin users (OR 4.35, 95% CI 1.40-13.5, p = 0.011) and outliers (OR 3.80, 95% CI 1.60-9.00, p = 0.002), and stratified by diabetes duration (≥ 5 years: OR 5.20, 95% CI 1.80-15.0, p = 0.002) and sex (males: OR 3.80, 95% CI 1.20-12.0, p = 0.023; females: OR 4.50, 95% CI 1.30-15.5, p = 0.017). TyG predicted DR with an area under the ROC curve of 0.83 (95% CI 0.75-0.91), comparable to HbA1c (0.77, DeLong p = 0.29); optimal cutoff 9.78 (sensitivity 88%, specificity 67%).

conclusionsA higher triglyceride-glucose index was strongly associated with both the presence and severity of diabetic retinopathy. Given its simplicity and reliance on routinely available laboratory parameters, the TyG index may be a useful marker for identifying diabetic patients at increased risk of retinopathy, particularly in resource-limited settings. CLINICAL

trial registrationNot applicable. This was a cross-sectional observational study and did not involve a clinical trial requiring registration.

Indexed as

BiomarkersBlood GlucoseDiabetes Mellitus, Type 2Diabetic RetinopathyTriglyceridesAdultCross-Sectional StudiesFemaleFollow-Up StudiesHumansInsulin ResistanceMaleMiddle AgedNepalPrognosisBiomarkersBlood GlucoseTriglyceridesDiabetes mellitusDiabetic retinopathyTriglyceride glucose index

Identifiers

PMID41654809
PMCPMC12922219

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.