Introduction
Glaucoma is a leading cause of irreversible visual impairment and blindness, with 111.8 million individuals expected to be affected by 2040 [
1]. Primary open angle glaucoma (POAG), a common subtype of glaucoma, is characterized by the elevated intraocular pressure (IOP), visual field (VF) defects and progressive loss of retinal ganglion cells (RGCs) [
2,
3]. Current POAG treatments limited to lowering IOP treatments [
1,
2]. However, a prospective cohort study [
4] reported that 42 out of 179 eyes (23.5%) with well-controlled IOP exhibit continuously progressive visual field loss over a five-year follow-up period, suggesting that additional risk factors could be involved in the development of POAG.
Dysregulation in lipids has been implicated in the development of POAG [
5,
6]. We previously identified the association of the
CAV1 and
ABCA1 variants, the genes for lipid transfer, with POAG [
7]. We found that the POAG patients have significantly higher plasma triglycerides but lower high density lipoprotein (HDL) cholesterol levels as compared to the cataract subjects. Moreover, we identified that the low density lipoprotein (LDL) subclass, LDL3, small dense LDL, and oxidized LDL(ox-LDL) were significantly higher in the POAG patients with elevated total cholesterol and/or LDL-cholesterol levels [
8]. We also demonstrated that ox-LDL can promote the expression of pro-inflammatory cytokines and increased the levels of fatty acid and sphingomyelin metabolites in microglia and macrophages [
8]. Critically, we recently revealed that multiple oxylipins, 15-keto-prostaglandin F2 alpha, 13,14-dihydro-15-keto-prostaglandin D2, 11-dehydro-thromboxane B2, 8,9-epoxyeicosatrienoic acid, and arachidonic acid are significantly decreased in the plasma samples of POAG patients [
9].As aqueous humor is produced by the ciliary body epithelial cells and contributes to the establishment of IOP [
10]. this further study aimed to determine the profiles of oxylipins in the aqueous humor samples of the POAG patients. The metabolic pathways, the correlation with clinical and biochemical parameters, and the prediction potential of the oxylipins were also evaluated.
Materials and Methods
Study Subjects
In total, 17 POAG patients and 15 cataract control subjects were enrolled. The study protocol has been approved by the Ethics Committee for Human Medical Research at the Joint Shantou International Eye Center of Shantou University and The Chinese University of Hong Kong, which is in accordance with the tenets of the Declaration of Helsinki. Written informed consent was obtained from all study subjects after explaining the nature and possible consequences of the study.
The inclusion criteria of the POAG subjects included IOP > 21 mmHg at diagnosis, open anterior chamber angle by gonioscopy, cup-to-disk (C/D) ratio > 0.5 or binocular C/D differences > 0.2. retinal nerve fibre layer (RNFL) thinning, and the visual field defects. The patients with secondary glaucoma and previous glaucoma surgery were not included in this study. The age and sex-matched senile cataract control subjects without glaucoma and other eye diseases were recruited.
The demographic data and the results of the blood test were retrived from the electronic medical records.The disease course, medication history, C/D ratio, and visual field defects of POAG patients are shown in
Table 1 and
Supplementary Table S1.
Ophthalmic Examinations and Blood Tests
All study subjects underwent comprehensive ophthalmic examinations, including the refraction, best-corrected visual acuity (in logMAR scale), tonometry, slit-lamp biomicroscopy, gonioscopy, ocular biometry, visual field, and OCT. The IOP was measured using Goldmann applanation tonometry (Haag-Streit, Konig, Switzerland). The anterior chamber and lens were examined with slit-lamp biomicroscopy (Haag-Streit model BQ-159 900; Haag-Streit). Non-contact partial coherence interferometry (IOL Master V3.01, Carl Zeiss Meditec AG, Jena, Germany) was employed to measure the axial length (AL), central corneal thickness (CCT), and anterior chamber depth (ACD). The visual field defect were evaluated by the Humphrey MATRIX (Carl Zeiss, Germany), and the retinal nerve fibre layer (RNFL) thickness was measured by the Cirrus HD-OCT 4000 (Carl Zeiss, Germany). Fasting peripheral blood samples were collected for routine blood and biochemical tests.
Oxylipins Analysis
The oxylipins analysis was performed by Sensichip Biotechnology Co., Ltd. (Shanghai, China), according to the established procedures. The oxylipins analysis was conducted using the liquid chromatography (LC)/mass spectrometry (MS) platform (Thermo, Ultimate 3000LC, Q Exactive). Chromatographic separation utilized an ACQUITY UPLC HSS T3 column (100 mm × 2.1 mm, 1.8 μm) (Waters Corporation, Milford, MA) with a binary solvent system (solvent A: 0.05% formic acid in water; solvent B: acetonitrile).
The gradient elution program was: 0–1 min, 95% A; 1–12 min, 95% A; 12 –13.5 min, 5% A; 13.5–13.6 min, 95% A; 13.6–16 min, 95% A. The column temperature was maintained at 40°C, with a flow rate of 0.3 mL/min and an injection volume of 5 μL. Full-scan mode (m/z range 7-1050) with data-dependent secondary mass spectrometry scanning (TopN = 10) was used, operating in both positive and negative ion modes. The MS parameters were set as: heater temperature = 300°C (+) and 300°C (−); sheath gas flow rate = 45 arb (+) and 45 arb (−); auxiliary gas flow rate = 15 arb (+) and 15 arb (−); sweep gas flow rate = 1 arb (+) and 1 arb (−); spray voltage = 3000 V (+) and 3200 V (−); capillary temperature = 350°C (+) and 350°C (−); and S-Lens RF level = 30% (+) and 60% (−). The compounds were identified based on the retention time, accurate mass, and fragmentation patterns as compared with the authentic standards and database entries (
http://metlin.scripps.edu).
The oxylipins analysis was conducted using SIMCA-P software (V14.1, Sartorius Stedim Data Analytics AB, Umea, Sweden). Principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) were applied to determine the differentially abundant oxylipins between the POAG and cataract subjects. In the OPLS-DA permutation test, R
2 and Q
2 values indicated the model’s explainability and predictability, respectively. The oxylipins with a variable importance in projection (VIP) score>±1,
P < 0.05, fold change (FC) > 1.5 or < 0.7, and area under the receiver operating characteristic (ROC) curves (AUC) > 0.7 were considered as the differentially abundant oxylipins. Hierarchical clustering maps and the scatter plots were generated using the ggplot package (v.3.3.0). KEGG (
http://www.genome.jp/kegg/) and MetaboAnalyst (
http://www.metaboanalyst.ca/) were ultilized in the pathway analysis.
Statistical Analysis
The data was presented as mean ± standard deviation (SD). Indepdent T-test was used to analyze the variables with normal distribution, while non-parametric Mann Whitney U test were used to analyze the variables not following the normal distribution. Categorical data was analyzed by the Fisher’s exact test. Pearson correlation was performed between the clinical and biochemical parameters and the differentially abundant oxylipins. The AUC was calculated to assess the prediction potential of the differential abundant oxylipins. All statistical tests were conducted using IBM SPSS STATISTICS 26 (SPSS Inc., Chicago, IL). p < 0.05 was considered as statistically significant.
Discussion
Results of this study demonstrated that: 1) five differentially abundant oxylipins (15-kPGF2α, LTB4, 12,13-EpOME, 15-HETE, and 11-HETE) were identified in the aqueous humor samples of the POAG subjects; 2) the differentially abundant oxylipins were enriched in the arachidonic acid and linoleic acid pathways; 3) the differentially abundant oxylipins were correlated with the clinical and biochemical parameters in the POAG subjects. Collectively, this study, for the first time, delineated the oxylipin profile in the aqueous humor samples of the POAG patients.
Lipids are the essential cellular components, contributing to cell membrane structure, signal transduction, and regulation of immune inflammation [
11]. Oxylipins, the specific lipids mediating oxidative stress and inflammation, reduce the biological activity of the lipids upon oxidation and play significant roles in cardiovascular diseases and neurodegeneration [
12]. Previous studies have dreported the correlation between POAG and lipids [
5,
6,
14], and our previous study also identified the dysregulation of lipid metabolism and the changes in oxylipins in the plasma of POAG patients [
5,
6,
13], and our previous study a;so identified the dysregulation of lipid metabolism and the changes in oxylipins in the plasma of POAG patients [
9]. Aqueous humor, directly involved in IOP regulation, offers the direct insights in the metabolic regulations in POAG [
14].
15-kPGF2α is generated from arachidonic acid via COX enzyme-mediated oxidation of prostaglandin F2α (PGF2α) [
15]. PGF2αbinds to FP receptors, and activates the Ca
2+/IP3 pathway [
16], regulating pro-inflammation [
17] and IOP [
18]. PGF2α has been reported as a marker of oxidative stress and inflammation [
19]. A population study [
20] on 670 elderly Swedes found that 15-kPGF2α responds to PGF2α levels and correlates with cardiovascular disease incidence and prognosis. In this study, we identified a negative correlation between 15-kPGF2α and monocytes, suggesting that it may be involved in inflammation regulation. Notably, we have reported 15-kPGF2α as a differentially abundant oxylipin in the plasma of POAG patients [
9]. 15-kPGF2α has high AUC values (aqueous humor: AUC = 0.97; plasma: AUC = 0.94), suggesting that 15-kPGF2α could be involved in the development of POAG. However, the mechanisms of 15-kPGF2α in POAG remain unclear and require further investigations.
Leukotriene B4 (LTB4) is produced from arachidonic acid via the 5-lipoxygenase (5-LOX) and 5-lipoxygenase-activating protein (FLAP) complex [
21]. LTB4, by binding to the receptors BLT1 or BLT2, chemotaxis, and activation of neutrophils, promotes the expression of inflammatory factors and is generally considered a potent pro-inflammatory mediator [
22]. However, in this study, we found a decrease in LTB4 in the aqueous humor of POAG subjects. Inhibition of LTB4 has been reported to be involved in inflammation alleviation [
23,
24]. In addition, the correlation analysis revealed a negative correlation between LTB4 and macular thickness.
12,13-Epome is produced from linoleic acid oxidation [
25]. It induces mitochondrial dysfunction, promotes oncogene expression, and regulates inflammation [
26]. Studies have found that 500 μM 12,13-Epome significantly induces mitochondrial dysfunction and cell death [
27]. In
Escherichia coli, the inflammatory response induced by 12,13-Epome decreases with the increase of 12,13-DiHOME [
28,
29]. Notably, 12,13-DiHOME has also been reported in the aqueous humor samples of POAG patients [
13]. In this study, we found an increase in 12,13-Epome (
Figure 2C). We previously also identified the changes in linoleic acid and α-linolenic acid pathways in the plasma samples of POAG patients [
9], indicating that the 12,13-Epome could be involved in POAG, potentially related to mitochondrial dysfunction, oxidative stress, and inflammation.
15-HETE and 11-HETE are conjugated tetraenoic acids produced from arachidonic acid via LOX enzymes [
30,
31]. 15-HETE and 11-HETE have pro-inflammatory effects, and cause cell damage and pain in arthritis and asthma [
32]. In this study, we found a decrease in 15-HETE but an increase in 11-HETE. Pearson correlation analysis indicated that 11-HETE is positively correlated with IOP and CCT, and negatively correlating with C/D ratio. Its specific mechanisms require further research investigations.
Previous POAG metabolomics studies have found that amino acid metabolism [
14,
33], lipid metabolism [
9,
13,
34] and mitochondrial energy metabolism [
35] are involved in POAG. In this study, we found that oxylipins are related to the inflammatory pathways, which play important roles in POAG.
There are several limitations in this study. First, the sample size is relatively small. Second, disease progression is a dynamic process, and single measurement may not fully reflect the entire metabolic status of the disease in the patients.
In summary, this study identified the oxylipins profile in the aqueous humor of POAG patients. The 5 differentially abundant oxylipins are enriched in the AA and LA pathways, implicating that the inflammation pathway may be involved in POAG.