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. 2022 Mar 17;9:822647. doi: 10.3389/fmolb.2022.822647

TABLE 2.

Summary of published studies on blood metabolomics of diabetic retinopathy.

Authors Year Platform Matching Case Control Patients Biomarker (up) Biomarker (down) Pathways implicated
Li et al. (Li et al., 2011) 2011 GC-MS (Plasma) 88 type 2 diabetes of different stages of DR Chinese Not validated pyruvic acid, l-aspartic acid Not validated arachidonic acid, trans-oleic acid, linoleic acid, Β-hydroxybutyric acid
Chen et al. (Chen et al., 2016) 2016 GC-MS (Plasma) HbA1c 40 type 2 diabetes with moderate NPDR 40 type 2 diabetes without DR Singaporeans of South Indian 2-deoxyribonic acid, 3,4-dihydroxybutyric acid, erythritol, gluconic acid, ribose Maltose Pentose phosphate pathway
Rhee et al. (Rhee et al., 2018) 2018 GC-MS, UPLC-MS (Plasma) Age, sex 72 type 2 diabetes with NPDR and 52 type 2 diabetes with PDR 74 type 2 diabetes without DR Korean Glutamine, glutamine/glutamic acid Glutamic acid
Zhu et al. (Zhu et al., 2019) 2019 LC-MS (Plasma) 21 type 2 diabetes with PDR 21 type 2 diabetes without DR Chinese Not validated fumaric acid, uridine, acetic acid, cytidine Alanine, aspartate and glutamate metabolism, caffeine metabolism, beta-alanine metabolism, purine metabolism, cysteine and methionine metabolism, sulfur metabolism, sphingosine metabolism, arginine and proline metabolism
Xuan et al. (Xuan et al., 2020) 2020 GC-MS, LC-MS (Serum) Age, sex 350 type 2 diabetes of different stages of DR 111 type 2 diabetes without DR Chinese 12-HETE, 2-piperidone Energy metabolism, amino acid metabolism, lipid metabolism
Zuo et al. (Zuo et al., 2021) 2021 UPLC-ESI-MS/MS (Serum) Age, sex, BMI, HbA1c 46 type 2 diabetes of different stages of DR 46 type 2 diabetes without DR Chinese Phenylacetylglutamine, nicotinuric acid, ornithine Linoleic acid linoleic acid metabolism, alanine, aspartate and glutamate metabolism, phenylalanine metabolism

Abbreviations: GC-MS, gas chromatography-mass spectrometry; UPLC-MS, ultra-performance liquid chromatography-mass spectrometry; LC-MS, liquid chromatography-mass spectrometry; UPLC-ESI-MS/MS, ultra-performance liquid chromatography-electrospray ionization-tandem mass spectrometry; HbA1c: glycated hemoglobin; BMI, body mass index; DR, type 2 diabetes mellitus with diabetic retinopathy; NPDR, non-proliferative diabetic retinopathy; PDR, proliferative diabetic retinopathy.