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. 2023 Dec 28;16:4269–4282. doi: 10.2147/DMSO.S441399

Table 3.

Biomarker Discovery in Diabetic Retinopathy

Prediction Detective Method Metabolic Biomarkers Ref.
Proliferative diabetic retinopathy (PDR) LC-MS Pyruvate, lactate, proline, allantoin, creatine [83]
DR LC-MS Total DMA, tryptophan, and kynurenine [84]
PDR LC-MS Inosine, hypoxanthine, urate, allantoate [85]
DR GC‐MSM, LC‐MSM, and LC‐MSL 2-piperidone and 12-hydroxyeicosatetraenoic acid (12-HETE) [86]
PDR LC-MS Fumaric acid, uridine, acetic acid, and cytidine [87]
DR LC-MS Arginine, citrulline, glutamic γ-semialdehyde, and dehydroxycarnitine [88]
PDR LC-MS Arginine and Carnitine [88]
DR 1 H-NMR Lactate, succinate, 2-hydroxybutyrate, asparagine, dimethylamine, histidine, threonine, and glutamine [89]
DR GC-MS Threonic acid, d-2,3-Dihydroxypropanoic acid, l-Lactic acid, isocitric acid, fructose 6-phosphate, l-threonine, ornithine, l-glutamine, pyroglutamic acid, pyruvic acid, and l-alanine [90]
DR GC-MS, LC-MS Plasma glutamine, glutamic acid, and their ratio [91]
DR LC-MS FAS, LPCs, LPC-Os, LPEs, LPE-ps, Cers, CerG1s, etc [92]