Stage-Specific Biomarkers of Diabetic Retinopathy Onset and Progression Defined Using Untargeted Metabolomics
Yunlu Wang
,Yang Ouyang
,Xiangyu Chi
,Yuanyuan Pan
,Shanshan Du
,Yuanping Wang
,Qingling Su
,Qi Li
,Xiaolin Wang
,Chunxiu Hu
+3 authors
Background: Diabetic retinopathy (DR) is one of the most prevalent microvascular complications of diabetes mellitus and a leading cause of visual impairment worldwide. However, clinically available, minimally invasive, and convenient tools for early DR screening and disease stage stratification remain inadequate. This study aimed to identify serum metabolic biomarkers for DR stage discrimination and to characterize metabolic alterations associated with DR onset and progression. Methods: Serum samples from four groups—healthy controls (HC), diabetic patients without retinopathy (NDR), patients with mild nonproliferative DR (NPDR), and patients with moderate-to-advanced DR (MADR)—were analyzed using untargeted metabolomics. Three pairwise comparisons were designed to identify key transition points in DR progression. Candidate biomarkers were screened by identifying differential metabolites and further optimized using logistic regression analysis. Results: Stage-specific metabolic reprogramming occurred during DR progression, and lipid metabolism dysregulation persisted throughout the disease course. The candidate biomarker panels achieved cross-validated area under the curve (AUC) values of 0.918, 0.800, and 0.893 for distinguishing NPDR from HC, NPDR from NDR, and MADR from NDR, respectively, demonstrating stable and robust diagnostic performance. Moreover, the identified biomarkers were significantly correlated with key clinical parameters of DR. Conclusions: This study provides promising blood-based candidate biomarkers and novel metabolic insights for early screening and progression monitoring of DR.
Background: Diabetic retinopathy (DR) is one of the most prevalent microvascular complications of diabetes mellitus and a leading cause of visual impairment worldwide. However, clinically available, minimally invasive, and convenient tools for early DR screening and disease stage stratification remain inadequate. This study aimed to identify serum metabolic biomarkers for DR stage discrimination and to characterize metabolic alterations associated with DR onset and progression. Methods: Serum samples from four groups—healthy controls (HC), diabetic patients without retinopathy (NDR), patients with mild nonproliferative DR (NPDR), and patients with moderate-to-advanced DR (MADR)—were analyzed using untargeted metabolomics. Three pairwise comparisons were designed to identify key transition points in DR progression. Candidate biomarkers were screened by identifying differential metabolites and further optimized using logistic regression analysis. Results: Stage-specific metabolic reprogramming occurred during DR progression, and lipid metabolism dysregulation persisted throughout the disease course. The candidate biomarker panels achieved cross-validated area under the curve (AUC) values of 0.918, 0.800, and 0.893 for distinguishing NPDR from HC, NPDR from NDR, and MADR from NDR, respectively, demonstrating stable and robust diagnostic performance. Moreover, the identified biomarkers were significantly correlated with key clinical parameters of DR. Conclusions: This study provides promising blood-based candidate biomarkers and novel metabolic insights for early screening and progression monitoring of DR.
Posted: 04 November 2026
Aptamers at the Clinical Interface: Molecular Recognition, Device Architecture and the Evidence Required for Adoption
Yunwang Zhao
,Hongxian Cheng
,Shiyi Zhou
,Lei He
,Chenlin Xiu
,Baihai Huang
,Xiongxiong Lu
Posted: 04 November 2026
State-Level Validation of Syphilis and Chlamydia Transmission Models in the United States: An Open Surveillance Panel (2000–2024) and a Held-Out-Year Benchmark
Maruf Lawal
Posted: 03 November 2026
FAIR Specifications for FAIR German Routine Care Data in Research
Lea Michaelis
,Danny Ammon
,Martin Boeker
,Noemi Deppenwiese
,Thomas Ganslandt
,Matthias Löbe
,Julian Saß
,Dagmar Waltemath
,Judith Wodke
Posted: 02 November 2026
MeDaX: A Graph Forged in FHIR
Ilya Mazein
,Tom Gebhardt
,Lea Michaelis
,Ron Henkel
,Sebastian Lobentanzer
,Dagmar Waltemath
,Judith Wodke
Posted: 30 October 2026
Advancing Equity in Public Health Nutrition Policy and Practice: Learnings from Applications of the “Getting to Equity” Framework
Shiriki K. Kumanyika
,Tiffany M. Eaton
,Irene E. Headen
,Juliana F.W. Cohen
,Kristen Cooksey Stowers
,Kaitlyn Harper
,Gabriella M. Mcloughlin
,Travis Moore
,Angela C.B. Trude
Posted: 28 October 2026
Sampling Bias and Its Consequences in Biobank-Based Genetic Studies
Maxwell Salvatore
,Ritoban Kundu
,Haidong Lu
,Samuel Lambert
,Bhramar Mukherjee
Posted: 28 October 2026
How Well Do Rapid Blood Culture Panel Resistance Targets Predict Laboratory Susceptibility? An Open, Gene-by-Gene Concordance Benchmark of U.S. Clinical Isolates in NCBI Pathogen Detection
Fatima Abdulwahab
Posted: 26 October 2026
Wearable Eye-Tracking Assessment of Ocular and Oculomotor Dynamics During Repeated Basketball Free Throws
Miaoyu Han
,Rut González-Jiménez
,Ricardo Bernárdez-Vilaboa
,Juan E. Cedrún-Sánchez
,Carla Otero-Curras
,F. Javier Povedano-Montero
Posted: 26 October 2026
Reframing Leishmania 360° in the MISEV2023 Era: A Translational Framework for Extracellular Vesicle Biomarkers and One Health Implementation
Áurea Martins Gabriel
,Adan Galué-Parra
,Washington Luiz Assunção Pereira
,Ketil Winther Pedersen
,Edilene Oliveira da Silva
Posted: 26 October 2026
Point-of-Care Diagnostics for Skin Neglected Tropical Diseases: A Systematic Review of Diagnostic Performance and Implementation Readiness
Misbah Gashegu
,Ella Larissa Ndoricyimpaye
,Vedaste Ndahindwa
,Claude Mambo Muvunyi
,Vasso Anagnostopoulou
,Leon Mutesa
,Maya Semrau
,Lawrence Rugema
,Gail Davey
Posted: 23 October 2026
Panner: A Low-Cost, High-Recall Pre-Screening Module for Systematic Reviews
Honghao Lai
Posted: 22 October 2026
Biomechanical Evaluation of Uterine Morphology and Tissue Mechanical Properties in a Computational Model of the Pelvic Cavity
Ricardo Queirós
,Nuno Miguel Ferreira
,Sofia Brandão
,Elisabete Silva
Posted: 15 October 2026
Familial Resilience in Households of Children with Autism Spectrum Disorder in Greece
Aikaterini Sousamli
,Dimitrios Anagnostopoulos
,Dimitra Metallinou
,Eirini Orovou
,Kleanthi Gourounti
,Victoria Vivilaki
,Antigoni Sarantaki
Posted: 15 October 2026
The Role and Future Potential of Radio, Podcasts, and YouTube in Influencing Awareness and Policy on Neurodegenerative Diseases in the Arab Gulf: A Focus on Oman, Qatar, UAE, and Saudi Arabia
Poushali Bose
,Ashley Varghese
,K. Vijaya Lakshmi
,Vishnu Nikathil Vinodkumar
,Raamesh Gowri Raghavan
,Sukant Khurana
Posted: 14 October 2026
Detection of Shamonda Virus RNA in Blood and Milk from Water Buffaloes in Southern Italy
Claudio de Martinis
,Umberto Molini
,Lorena Cardillo
,Orlando Paciello
,Giuseppe Iovane
,Massimo Spedicato
,Maurilia Marcacci
,Valentina Curini
,Guido Di Donato
,Ottavio Portanti
+5 authors
Posted: 14 October 2026
Synergistic Therapeutic Effects of Non-Invasive Aesthetic Technologies and Applied Sports Activity in the Management of Localized Adiposity and Cellulite
Eleni Sfyri
,Niki Tertipi
,Vasiliki Sofia Grech
,Aikaterini Liatsopoulou
,Vassiliki Kefala
,Efstathios Rallis
Posted: 14 October 2026
From Behavioral Theory to Chairside Decision Support: Development of ELIGE AI, a Hybrid Rule-Based and Large Language Model Tool for the Behavioral Management of Dental Caries
Alejandra Garcia-Quintana
,Ana María Acevedo
Posted: 13 October 2026
Effects of Media Coverage After 9/11 on Direct OKC Bombing Survivors’ Long-term Biological Stress Markers and Mental Health Measures
Phebe Tucker
,Betty Pfefferbaum
,Carol S. North
,Michael P Anderson
,Chandler Hicks
Posted: 12 October 2026
Curriculum Change and the Professional Identity Formation of a Gender-Affirming Practitioner
Elma de Vries
,Harsha Kathard
,Alex Muller
Posted: 08 October 2026
of 44