Patients and general information
We randomly selected 2057 healthy subjects physically examined at the First Hospital of Jilin University from July 2020 to September 2020 to conduct this retrospective study. All healthy individuals included in this study had no cancer, heart disease, diabetes mellitus, fatty liver, hypertension, or other inflammatory disease during the study period. Healthy subjects with dysglycemia and dyslipidemia were excluded from the study. Of the 2057 healthy subjects, 1942 were included in the analysis of the correlation between different SUA levels and immune cell counts, and 119 were included in the analysis of the correlation between different SUA and cytokines levels (four of which were from the 1942 cases). Of the 1942 cases, 167 were used to analyze the correlation between different SUA levels and peripheral blood LY subsets. The general information of the healthy subjects involved in our study is presented in Table 1. At the same time, we also randomly selected 92 patients with hypertension, 37 patients with diabetes, 36 patients with heart disease, 1204 patients with fatty liver disease, and 1477 patients with breast cancer to analyze the relationship between different SUA levels and peripheral blood LY among patients with comorbidities. Table 2 presents the general information of the patients with these diseases. This study was conducted in accordance with the guidelines of the Declaration of Helsinki and approved by the Ethics Committee of the First Hospital of Jilin University (Approval No. 2021 − 678).Informed consent was waived owing to the retrospective nature of the study.
Table 1
Clinical characteristics of healthy people.
Parameter (Units) | Immune cells | | Cytokines |
Normal SUA group | High SUA group | P- values | | Normal SUA group | High SUA group | P-values |
Number of samples, n | 1543 | 258 | NA | 98 | 16 | NA |
Females, n (%) | 979 (63.5%) | 77 (29.8%) | NA | | 38 (38.8%) | 6 (37.5%) | NA |
Age(years) | 43.49 ± 11.47 | 41.99 ± 12.60 | < 0.0001 | | 50.69 ± 12.24 | 53.00 ± 8.38 | 0.470 |
SBP (mmHg) | 115.22 ± 12.07 | 118.63 ± 13.49 | < 0.0001 | | NA | NA | NA |
DBP (mmHg) | 70.80 ± 8.89 | 73.39 ± 8.34 | < 0.0001 | | NA | NA | NA |
AST (U/L) | 19.46 ± 8.97 | 21.17 ± 7.00 | < 0.0001 | | 20.15 ± 5.09 | 24.64 ± 8.75 | 0.004 |
ALT (U/L) | 17.55 ± 16.05 | 22.93 ± 14.70 | < 0.0001 | | 18.31 ± 8.17 | 24.51 ± 9.63 | 0.007 |
GGT (U/L) | 19.54 ± 25.11 | 29.52 ± 24.70 | 0.0004 | | 21.21 ± 13.46 | 43.45 ± 34.05 | 0.020 |
ALP (U/L) | 56.66 ± 15.99 | 61.11 ± 19.08 | < 0.0001 | | 67.50 ± 19.03 | 69.21 ± 14.23 | 0.732 |
TG (mmol/L) | 1.26 ± 0.71 | 1.84 ± 1.35 | < 0.0001 | | 1.06 ± 0.26 | 1.22 ± 0.36 | 0.032 |
TC (mmol/L) | 4.98 ± 0.96 | 5.12 ± 1.04 | 0.109 | | 4.48 ± 0.58 | 4.39 ± 0.46 | 0.589 |
HDL-Ch (mmol/L) | 1.30 ± 0.28 | 1.21 ± 0.25 | < 0.0001 | | 1.28 ± 0.30 | 1.25 ± 0.34 | 0.666 |
LDL-Ch (mmol/L) | 2.87 ± 0.75 | 3.08 ± 0.82 | 0.0005 | | 2.59 ± 0.35 | 2.53 ± 0.55 | 0.643 |
Cre(µmol/L) | 61.95 ± 13.31 | 72.98 ± 13.99 | < 0.0001 | | 71.16 ± 14.51 | 73.98 ± 17.87 | 0.487 |
Glu (mg/dL) | NA | NA | NA | | 5.19 ± 0.43 | 5.12 ± 0.77 | 0.751 |
Table 2
Clinical characteristics of patients with these diseases.
Parameter (Units) | Hypertension | Diabetes mellitus | Heart disease | Fatty liver | Breast cancer |
Normal SUA group | High SUA group | P- values | Normal SUA group | High SUA group | P- values | Normal SUA group | High SUA group | P- values | Normal SUA group | High SUA group | P- values | Normal SUA group | High SUA group | P- values |
Number of samples, n | 70 | 22 | NA | 31 | 6 | NA | 29 | 7 | NA | 758 | 446 | NA | 1175 | 302 | NA |
Females, n (%) | 24 (34.3%) | 2 (9.1%) | NA | 5 (16.1%) | 2 (33.3%) | NA | 9 (31.0%) | 1 (14.3%) | NA | 306 (40.4%) | 104 (23.3%) | NA | 1175 (100%) | 302 (100%) | NA |
Age (years) | 60.64 ± 11.69 | 61.95 ± 11.46 | 0.646 | 58.39 ± 11.53 | 62.33 ± 14.46 | 0.470 | 60.07 ± 11.58 | 57.57 ± 17.21 | 0.645 | 47.89 ± 10.80 | 43.84 ± 12.18 | < 0.0001 | 51.73 ± 10.19 | 54.52 ± 10.99 | < 0.0001 |
SBP (mmHg) | 149.80 ± 18.29 | 149.80 ± 17.53 | 0.987 | 124.70 ± 9.92 | 126.00 ± 10.14 | 0.779 | 117.80 ± 10.71 | 118.30 ± 15.39 | 0.915 | 121.00 ± 10.87 | 121.70 ± 9.99 | 0.231 | - | - | - |
DBP (mmHg) | 88.03 ± 11.25 | 86.86 ± 9.06 | 0.659 | 75.74 ± 6.36 | 70.00 ± 9.21 | 0.068 | 72.28 ± 7.82 | 68.86 ± 7.49 | 0.303 | 74.21 ± 8.23 | 75.83 ± 8.05 | 0.001 | - | - | - |
PWB (109/L) | 6.31 ± 1.78 | 6.51 ± 1.31 | 0.628 | 7.09 ± 2.04 | 8.32 ± 1.72 | 0.174 | 6.77 ± 2.04 | 6.86 ± 1.30 | 0.912 | 6.61 ± 1.56 | 6.92 ± 1.66 | 0.001 | 5.55 ± 2.27 | 5.78 ± 2.17 | 0.112 |
NE (109/L) | 3.72 ± 1.37 | 3.94 ± 0.93 | 0.483 | 4.41 ± 1.67 | 5.24 ± 1.03 | 0.250 | 3.92 ± 1.36 | 4.55 ± 1.43 | 0.282 | 3.84 ± 1.21 | 3.96 ± 1.31 | 0.100 | 3.38 ± 1.98 | 3.48 ± 1.86 | 0.436 |
MO (109/L) | 0.43 ± 0.14 | 0.48 ± 0.14 | 0.117 | 0.47 ± 0.16 | 0.43 ± 0.05 | 0.563 | 0.47 ± 0.15 | 0.48 ± 0.11 | 0.901 | 0.45 ± 0.14 | 0.47 ± 0.14 | 0.017 | 0.37 ± 0.18 | 0.39 ± 0.18 | 0.034 |
AST (U/L) | 22.26 ± 7.13 | 22.90 ± 6.98 | 0.729 | 19.90 ± 5.27 | 22.82 ± 10.19 | 0.327 | 21.58 ± 5.28 | 21.87 ± 6.60 | 0.900 | 22.05 ± 10.38 | 25.57 ± 12.12 | < 0.0001 | 28.62 ± 19.18 | 51.30 ± 161.8 | < 0.0001 |
ALT (U/L) | 20.90 ± 10.39 | 21.95 ± 14.10 | 0.729 | 19.66 ± 9.79 | 18.92 ± 11.19 | 0.879 | 19.10 ± 8.39 | 19.79 ± 7.39 | 0.844 | 25.21 ± 17.41 | 34.44 ± 24.89 | < 0.0001 | 26.83 ± 21.21 | 38.55 ± 59.51 | < 0.0001 |
GGT (U/L) | 28.11 ± 23.08 | 48.93 ± 47.48 | 0.010 | 29.71 ± 27.32 | 33.24 ± 26.95 | 0.791 | 30.13 ± 23.97 | 20.97 ± 15.19 | 0.344 | 30.92 ± 28.73 | 43.80 ± 42.46 | < 0.0001 | 43.13 ± 68.91 | 77.14 ± 185.6 | < 0.0001 |
ALP (U/L) | 62.74 ± 15.71 | 74.52 ± 20.90 | 0.011 | 66.66 ± 20.92 | 72.42 ± 25.22 | 0.583 | 67.74 ± 16.66 | 63.39 ± 11.13 | 0.517 | 62.88 ± 16.13 | 63.71 ± 16.31 | 0.391 | 96.81 ± 54.93 | 120.6 ± 151.2 | < 0.0001 |
TG (mmol/L) | 1.91 ± 1.96 | 2.14 ± 1.39 | 0.620 | 1.16 ± 0.32 | 2.28 ± 1.38 | 0.793 | 1.55 ± 0.95 | 1.13 ± 0.40 | 0.264 | 2.06 ± 1.46 | 2.55 ± 1.77 | < 0.0001 | 1.82 ± 1.16 | 2.56 ± 1.72 | < 0.0001 |
TC (mmol/L) | 5.14 ± 1.27 | 5.13 ± 0.89 | 0.978 | 4.98 ± 1.25 | 5.02 ± 1.11 | 0.947 | 5.60 ± 1.13 | 4.72 ± 1.72 | 0.108 | 5.20 ± 1.07 | 5.41 ± 0.97 | 0.001 | 5.02 ± 1.00 | 5.34 ± 1.12 | < 0.0001 |
HDL-Ch (mmol/L) | 1.23 ± 0.31 | 1.12 ± 0.17 | 0.132 | 1.16 ± 0.32 | 1.15 ± 0.21 | 0.982 | 1.26 ± 0.24 | 1.23 ± 0.42 | 0.785 | 1.19 ± 0.26 | 1.17 ± 0.23 | 0.192 | 1.41 ± 0.34 | 1.29 ± 0.31 | < 0.0001 |
LDL-Ch (mmol/L) | 2.99 ± 0.89 | 3.148 ± 0.80 | 0.495 | 2.90 ± 0.98 | 2.92 ± 0.81 | 0.972 | 3.41 ± 0.84 | 2.77 ± 1.03 | 0.093 | 3.13 ± 0.81 | 3.34 ± 0.77 | < 0.0001 | 2.86 ± 0.74 | 3.09 ± 0.80 | < 0.0001 |
Cre (µmol/L) | 83.62 ± 95.40 | 91.78 ± 26.66 | 0.694 | 66.61 ± 13.22 | 95.48 ± 50.34 | 0.007 | 70.29 ± 13.99 | 106.7 ± 52.42 | 0.002 | 66.09 ± 13.07 | 73.91 ± 14.49 | < 0.0001 | 55.85 ± 8.81 | 64.16 ± 19.21 | < 0.0001 |
Glu (mg/dL) | 5.62 ± 1.30 | 5.96 ± 1.11 | 0.300 | 9.57 ± 2.53 | 9.74 ± 4.08 | 0.893 | 5.20 ± 0.64 | 5.14 ± 0.56 | 0.807 | 5.40 ± 1.06 | 5.37 ± 0.84 | 0.654 | 5.62 ± 1.41 | 5.84 ± 1.23 | 0.016 |
Notes
Data are shown as mean ± SD. Statistical significance was indicated by p values as p < 0.05. SBP, systolic blood pressure; DBP, diastolic blood pressure; AST, aspartate transaminase; ALT, alanine aminotransferase; GGT, γ-glutamyl transpeptidase; ALP, alkaline phosphatase; TG, triglycerides; TC, total cholesterol; HDL-Ch, HDL-cholesterol; LDL-Ch, LDL-cholesterol; Cre, creatinine; Glu, glucose.
Detection of SUA concentration
Fasting venous blood was collected once in the morning. After separating the serum, the SUA concentration of all individuals was detected using the uricase-peroxidase method with a commercially available kit (Beckman Coulter, Inc. Brea, USA) and measured using a Beckman AU5841 automatic chemistry analyzer (Beckman Coulter, Inc.). The reference range of SUA concentration in the First Hospital of Jilin University ranged from 150–360 µmol/L for women and 210–430 µmol/L for men. According to this range, > 360 µmol/L or > 430 µmol/L were defined as a high level of SUA in women and men respectively, and results below this range were considered normal SUA levels.
Detection of immune cells in peripheral blood
Whole blood was used to detect the number and percentage of immune cells, including peripheral white blood cells (PWBCs), LY, neutrophils (NE), and monocytes (MO). Counts and percentages were analyzed using a Sysmex XN-9000 hematology analyzer (Sysmex, Kobe, Japan). The NE-LY ratio was determined by dividing the NE count by the LY count.
Detection of LY subsets and cytokines
Peripheral blood LY subsets were tested using a FACS Canto II flow cytometer (BD Bioscience, USA) with a BD Multitest 6-colour TBNK agent, including CD45-PerCP-Cy5.5, CD3-FITC, CD4-PE-Cy7, CD8-APC-Cy7, CD19-APC, and CD16/CD56-PE (BD Bioscience, USA). The fluorescent beads in the absolute counting tube were used as an internal standard for the absolute counts of LY subsets. The absolute cell counts and percentages of LY subsets were analyzed using BD FACS Canto software. The gating strategy used to analyze the LY subsets is shown in Fig. 1. The serum levels of cytokines (including TNF-α, IL-2, IL-4, IL-6, and IL-10) were measured by BD FACS Canto II flow cytometry (BD Biosciences, USA) using a Cytometric Bead Array with a Human Th1/Th2 subgroup detection kit (Jiangxi Nuode Company, China) following the manufacturer’s instructions. Cytokine data were obtained using the BD Diva software (BD Biosciences, USA). The flow cytometry was conducted daily using standard and CS&T application settings to verify the comparability of the machine performance and results.
In vitro experiments
In the in vitro experiments, we used Ficoll density gradient centrifugation (Ficoll-Histopaque-1077; Sigma) to separate and purify human heparinized peripheral blood and to isolate peripheral blood mononuclear cells (PBMCs). We aspirated 1000 µL of whole peripheral blood and diluted it with 1000 µL of phosphate-buffered saline. The diluted liquid was slowly dropped onto the surface of a 1500 µL Ficoll separator and centrifuged at 450 × g for 15 min (the speed of centrifugal ascent and descent was set to 1). After washing once with phosphate-buffered saline, the PBMCs (2× 104 per well in a 96-well plate) were cultured in RPMI 1640 medium supplemented with 10% fetal bovine serum and stimulated with 714, 476, 238, or 95 µmol/L soluble UA at 37°C with 5% CO2 (714 and 476 µmol/L were above the upper limit of the SUA reference value, 238 µmol/L was within the reference range, and 95 µmol/L was below the lower reference limit). After 18 h of culture, the PBMCs in each well were collected. The expression of CD45, CD3, CD4, CD8, and CD19 in the PWBCs was detected via surface staining with PerCP-labelled anti-CD45, FITC-labelled anti-CD3, APC-Cy7-labelled anti-CD4, PE-Cy7-labelled anti-CD8, and Apc-labelled anti-CD19 monoclonal antibodies for 15 min, followed by flow cytometry measurements. The results were analyzed by FlowJo software (version 10.0.7r2).
Statistical analysis
The Kolmogorov–Smirnov test (for number of cases > 50) or Shapiro–Wilk test (for number of cases < 50) was used to assess data distribution. When the data conformed to normal distribution and were described as means ± standard deviation, differences between two groups were compared using an independent samples t-test or paired t-test. Differences between multiple groups were compared using one-way ANOVA. When the data did not show normal distribution and were described as medians ± interquartile range, differences were compared using the Mann–Whitney U test. In this case, differences between multiple groups were compared using the Kruskal–Wallis test. Differences with P-values < 0.05 were considered significant. Data were analyzed using SPSS version 20 (SPSS Inc., Chicago, IL, USA) and GraphPad Prism 8 (GraphPad Software Inc., San Diego, CA, USA).