Baseline patients characteristics
Throughout the entire enrollment period, 132 patients underwent screening, with 95 included in the baseline assessment and subsequent follow-up. In the follow-up period, 11 patients were excluded for various reasons: six due to cardiovascular deaths, one due to an infection-related death, two undergoing kidney transplantation, and two lost to follow-up. The final study cohort comprised 84 patients for the conclusive analysis and the assessment of the primary outcome (Fig. 1).
Serum tIS concentrations varied from 5 to 140 µmol/L, with an average of 22.6 (14.8-59.0) µmol/L. Table 1 presents the patients' characteristics stratified by the median tIS concentrations at baseline, distinguishing between the Low tIS group (<22.6 µmol/L) and the High tIS group (≥ 22.6 µmol/L).
Table 1. Baseline characteristics of the study participants stratified by serum tIS concentrations.
Clinical
parameters
|
All patients
(n = 84)
|
Low tIS group (n = 43)
|
High tIS group (n = 41)
|
p-value
|
Demographic and clinical data
|
Male gender, n (%)
|
35 (41.7%)
|
21 (48.8 %)
|
14 (34.2 %)
|
0.17
|
Age, years
|
50.0 (38.2-64.3)
|
49.0 (32.7-63.2)
|
56.2 (55.0-65.1)
|
0.0007
|
Diabetes
|
36 (42.8%)
|
13 (30.3%)
|
23 (56.1%)
|
0.02
|
Systolic blood pressure, mm Hg
|
130 (120-140)
|
130 (120-140)
|
130 (130-140)
|
0.14
|
Diastolic blood pressure, mm Hg
|
90 (80-100)
|
90 (80-90)
|
90 (90-100)
|
0.04
|
BMI, kg/m2
|
24.5 (21.1-29.1)
|
23.1 (20.9-25.5)
|
24.5 (22.5-30.1)
|
0.08
|
Serum tIS, µmo/L
|
22.6 (14.8-59)
|
14.9 (10.0-17.6)
|
60.5 (30.9-90.5)
|
<0.0001
|
Serum albumin, g/L
|
38.5 (34.4-40.6)
|
39.4 (32.8-40.8)
|
38.5 (34.6-40.7)
|
0.87
|
Total protein, g/L
|
66.1 (58.1-67.9)
|
64.7 (58.1-67.3)
|
66.3 (57.1-68.3)
|
0.41
|
CRP, mg/L
|
9.8 (4.3-18.5)
|
8.8 (6.7-17.2)
|
10.5 (6.1-20.7)
|
0.26
|
Hb, g/L
|
100 (96-113)
|
109 (101-110)
|
98 (95-105)
|
0.69
|
Glucose, mmol/L
|
5.6 (5.1-7.6)
|
5.6 (5.1-8.8)
|
5.3 (5.0-7.6)
|
0.18
|
Potassium, mmol/L
|
4.42 (3.9-5.1)
|
4.7 (3.9-5.7)
|
4.3 (3.8-4.9)
|
0.76
|
Calcium, mmol/L
|
2.34 (2.2-2.4)
|
2.3 (2.1-2.4)
|
2.3 (2.2-2.4)
|
0.48
|
Phosphorus, mmol/L
|
1.8 (1.6-2.2)
|
1.7 (1.2-1.9)
|
1.9 (0.8-2.4)
|
0.08
|
iPTH, ng/L
|
249 (90-337)
|
239 (103-378)
|
251 (63-329)
|
0.89
|
Lipid profile markers
|
Total cholesterol, mmol/L
|
5.6 (5.0-6.6)
|
5.9 (5.3-6.6)
|
5.6 (5.0-6.6)
|
0.91
|
HDL, mmol/L
|
1.34 (1.17-1.77)
|
1.42 (1.14-1.85)
|
1.17 (1.1-1.41)
|
0.04
|
LDL, mmol/L
|
3.8 (3.2-4.4)
|
3.8 (3.05-4.4)
|
3.9 (3.5-4.5)
|
0.36
|
VLDL, mmol/L
|
0.76 (0.42-1.50)
|
0.63 (0.35-1.5)
|
0.80 (0.42-1.16)
|
0.53
|
Triglycerides, mmol/L
|
1.4 (0.96-2.3)
|
1.4 (0.9-2.4)
|
1.6 (1.2-2.3)
|
0.67
|
Peritoneal dialysis parameters
|
Time on PD, months
|
18 (15-28)
|
17.5 (16-29)
|
18.5 (13-30)
|
0.34
|
Anuric patients, n (%)
|
26 (31%)
|
7 (16.3%)
|
19 (46.3%)
|
0.003
|
Urine volume, L/24 h
|
0.4 (0.25-0.80)
|
0.52 (0.40-0.90)
|
0.30 (0.17-0.55)
|
0.02
|
Previous peritonitis episode, n (%)
|
28 (33.3%)
|
9 (20.9%)
|
19 (46.3%)
|
0.01
|
Daily peritoneal UF, L
|
0.90 (0.54-1.12)
|
1.1 (0.43-1.2)
|
0.85 (0.60-0.97)
|
0.16
|
4-hour D/P creatinine ratio
|
0.74 (0.68-0.81)
|
0.72 (0.66-0.79)
|
0.73 (0.68-0.86)
|
0.44
|
Low-average transporters, n (%)
|
16 (19.1%)
|
8 (18.6%)
|
8 (19.5%)
|
0.92
|
High-average transporters, n (%)
|
50 (59.5%)
|
31 (72.1%)
|
19 (46.3%)
|
0.02
|
High transporters, n (%)
|
18 (21.4%)
|
4 (9.3%)
|
14 (34.2%)
|
0.006
|
Icodextrin, n (%)
|
16 (19.1%)
|
5 (11.6%)
|
11 (26.8%)
|
0.08
|
Peritoneal weekly Kt/V
|
1.68 (1.43-1.93)
|
1.88 (1.46-1.89)
|
1.59 (1.41-1.79)
|
0.01
|
Renal weekly Kt/V
|
0.17 (0.11-0.62)
|
0.23 (0.12-0.96)
|
0.13 (0.08-0.44)
|
0.02
|
Total Kt/V
|
2.03 (1.76-2.55)
|
2.1 (1.9-2.9)
|
1.9 (1.72-2.4)
|
0.004
|
Peritoneal weekly CrCl, L/week/1.73m2
|
48.6 (43.4-55.5)
|
49.1 (47.2-57.7)
|
45.2 (38.6-53.1)
|
0.01
|
Medications
|
ACE inhibitors/RAAS blockers, n (%)
|
52 (61.9%)
|
24 (55.9%)
|
28 (68.3%)
|
0.25
|
Diuretics, n (%)
|
43 (51.2%)
|
20 (46.5%)
|
23 (56.1%)
|
0,38
|
Iron supplementation, n (%)
|
25 (29.7%)
|
14 (32.6%)
|
11 (26.8%)
|
0.56
|
Erythropoietins, n (%)
|
71 (84.5%)
|
38 (88.4%)
|
33 (80.5%)
|
0.32
|
Non-calcium phosphate binders, n (%)
|
18 (21.4%)
|
8 (18.6%)%)
|
10 (24.4%)
|
0.52
|
The values are expressed as the median and interquartile range [Me (Q25-Q75)]. The values are compared between the groups using the Chi-square test, and the Mann–Whitney U test as appropriate.
Abbreviations: ACE, angiotensin-converting enzyme; BMI, body mass index; CrCl, creatinine clearance; CRP, C-Reactive Protein; D/P creatinine ratio, dialysate/plasma creatinine ratio; Hb, hemoglobin; HDL, high-density lipoproteins; iPTH, intact parathyroid hormone; LDL, low-density lipoproteins; total Kt/V, total weekly Kt/V urea; RAAS, renin-angiotensin-aldosterone system; tIS, total indoxyl sulfate; UF, ultrafiltration; VLDL, very-low-density lipoproteins.
As shown in Table 1, patients in the high tIS group were older and showed a higher prevalence of diabetes, elevated diastolic blood pressure, and low HDL cholesterol in contrast to the low tIS group. Despite both groups having a similar PD vintage and receiving adequate dialysis before enrollment, the high tIS group had a higher prevalence of patients experiencing peritonitis episodes and anuria. Furthermore, a larger proportion of patients in the high tIS group displayed a high peritoneal transport characteristic, lower dialysis adequacy, and CrCl compared to the low tIS group. However, no other notable differences were observed in terms of clinical parameters, routine laboratory markers, or medication usage between the two groups.
Association between tIS levels and serum and PDE cytokine concentrations
The analysis of cytokine concentrations demonstrated markedly elevated levels of IL-6, MCP-1, and TNF-α in PDE within the high tIS group when compared to the low tIS group. Importantly, no statistically significant differences were observed in the serum levels of the studied cytokines between the groups (Table 2).
Table 2. Cytokine levels in serum and PDE stratified by serum tIS concentrations.
Cytokines
|
All patients
(n = 84)
|
Low tIS group
(n = 43)
|
High tIS group
(n = 41)
|
p-value
|
|
Serum
|
IL-6, pg/mL
|
2 (0.2-5.1)
|
1.4 (0.2-4.9)
|
3.7 (0.3-5.3)
|
0.09
|
|
MCP-1, pg/mL
|
466 (355-589.8)
|
466 (353.1-598.2)
|
480 (368.3-572.6)
|
0.88
|
|
TNF-α, pg/mL
|
3.0 (2.1-4.0)
|
2.6 (0.7-4.3)
|
3.4 (2.5-3.9)
|
0.23
|
|
PDE
|
|
IL-6, pg/mL
|
43.0 (22.7-83.7)
|
25.5 (18.6-56.5)
|
71.0 (40.9-133.3)
|
<0.0001
|
|
MCP-1, pg/mL
|
536 (331.5-651.2)
|
400 (290.1-529.7)
|
610.9 (402-730.7)
|
0.0004
|
|
TNF-α, pg/mL
|
1.3 (0.7-2.9)
|
1.1 (0.7-1.75)
|
2.05 (1.95-3.7)
|
0.002
|
|
The values are expressed as the median and interquartile range [Me (Q25-Q75)]. The values are compared between the groups using the Mann–Whitney U test.
Abbreviations: IL-6, interleukin 6; MCP-1, monocyte chemoattractant protein-1; PDE, peritoneal dialysis effluent; tIS.total indoxyl sulfate; TNF-α, tumor necrosis factor-alpha.
Spearman correlation analysis revealed a direct relationship between tIS and PDE cytokine levels, as illustrated in Fig. 2.
In addition, serum concentrations of tIS demonstrated significant correlations with total (r = -0.45, p < 0.0001), peritoneal (r = -0.27, p = 0.033), and renal weekly Kt/V (r = -0.29, p = 0.028), as well as D/P creatinine ratio (r = 0.25, p = 0.025), peritoneal weekly CrCl (r = -0.42, p < 0.001), peritonitis experience (r = 0.37, p = 0.001), and anuria (r = 0.32, p = 0.003).
To mitigate potential confounding effects from multiple factors on the association between tIS and PDE cytokine levels, we conducted a multiple logistic regression analysis. In this model, tIS (<22.6 µmol/L and ≥ 22.6 µmol/L) served as the dependent variable, and all statistically significant markers obtained from both between-group comparisons and correlation analyses were included as explanatory variables (Table 3).
Table 3. Factors associated with elevated serum tIS (≥ 22.6 µmol/L) in patients undergoing PD in a multivariate logistic regression model.
Factors
|
Wald χ2
|
p-value
|
Odds ratio (95% CI)
|
Age, years
|
1.81
|
0.178
|
1.02 (0.97; 1.07)
|
Total Kt/V
|
0.05
|
0.824
|
1.25 (0.71; 9.19)
|
Peritoneal weekly Kt/V
|
1.74
|
0.088
|
0.28 (0.06; 1.21)
|
Renal weekly Kt/V
|
0.13
|
0.719
|
0,69 (0.11; 4.93)
|
PDE IL-6, pg/mL
|
8.75
|
0.003
|
1.03 (1.01; 1.02)
|
PDE MCP-1, pg/mL
|
6.28
|
0.012
|
1.02 (1.01; 1.06)
|
PDE TNF-α, pg/mL
|
0.11
|
0.915
|
1.04 (0.54; 2.01)
|
Peritoneal weekly CrCl, L/week/1.73m2
|
4.32
|
0.037
|
0.85 (0.73; 0.98)
|
4-hour D/P creatinine ratio
|
5.48
|
0.019
|
3.53 (2.68; 5.36)
|
Previous peritonitis episode
|
1.95
|
0.162
|
1.56 (0.84; 2.92)
|
Anuria
|
3.27
|
0.073
|
0.12 (0.02; 1.21)
|
Diastolic blood pressure, mm Hg
|
0.38
|
0.537
|
1.02 (0.96; 1.09)
|
HDL, mmol/L
|
0.07
|
0.798
|
1.19 (0.32; 445)
|
High peritoneal transport status
|
8.22
|
0.004
|
6.81 (3.16; 15.99)
|
Diabetes
|
1.15
|
0.284
|
2.37 (0.49; 11.63)
|
Time on PD, months
|
0.46
|
0.495
|
1.02 (0.95; 1.10)
|
Abbreviations: CrCl, creatinine clearance; HDL, high-density lipoproteins; IL-6, interleukin 6; MCP-1, monocyte chemoattractant protein-1; PDE, peritoneal dialysis effluent; tIS, total indoxyl sulfate; TNF-α, tumor necrosis factor-alpha.
As outlined in Table 3, elevated serum tIS levels remained significantly associated with concentrations of IL-6 and MCP-1 in PDE, as well as peritoneal weekly CrCl, D/P creatinine ratio, and a high peritoneal transport status. However, the significance of PDE TNF-α levels diminished in this association.
Serum tIS and 3-year PD technique failure
During the 3-year follow-up, 27 out of 84 patients (32.1%) experienced PD technique failure and transitioned to HD. The primary cause of PD technique failure was inadequate dialysis, affecting 22 out of 27 patients (81.5%). Among these cases, 9 patients (40.9%) experienced PD-related peritonitis, including 2 patients (22.2%) with refractory peritonitis, while 13 patients (59%) faced insufficient peritoneal UF. Mechanical issues (catheter malfunctions) were responsible for PD technique failure in 5 out of 27 patients (18.5%).
In order to explore the association between tIS and PD technique failure, we further determined the cut-off point of tIS concentration in predicting PD technique failure and plotted the Kaplan-Meier curves according to the ROC analysis results. The ROC analysis identified a serum tIS level ≥50 µmol/L as the most appropriate cut-off point for predicting PD technique failure, demonstrating a sensitivity of 70.4% and specificity of 87.9% (Fig. 3).
The Kaplan-Meier curves, derived from ROC analysis results, indicate a notable decrease in PD technique survival over a 3-year follow-up for patients with a serum tIS concentration of ≥50 µmol/L (Fig. 4).
Both the unadjusted analysis and Model 1, which accounted for previously mentioned potential confounding factors, revealed a significant association between serum tIS levels ≥50 µmol/L and PD technique failure events (Table 4). However, the significance of this association diminished when PDE cytokines were added to Model 2.
Table 4. Association between baseline serum tIS concentration and PD technique failure events.
Variable
|
b
|
SE
|
Wald χ2
|
p-values
|
HR (95% CI)
|
Unadjusted
|
1.18
|
0.43
|
7.65
|
0.005
|
3.26 (1.41; 7.54)
|
Model 1
|
1.15
|
0.52
|
4.85
|
0.027
|
3.14 (1.13; 8.72)
|
Model 2
|
0.78
|
0.41
|
3.22
|
0.073
|
2.18 (0.93; 5.14)
|
|
|
|
|
|
|
|
Abbreviations: b, coefficient estimates; CI, confidence interval; HR, hazard ratio; SE, standard error.
Model 1 was adjusted for age, sex, dialysis duration, BMI <18.5 kg/m2, high peritoneal transport, peritoneal CrCL, anuria, and serum albumin levels. Model 2 was additionally adjusted for PDE levels of IL-6, MCP-1, and TNF-α.
Sensitivity analysis
Initially, a two-way ANOVA with Tukey’s multiple comparisons test was employed to examine the individual effects of tIS and higher peritoneal transport status on PDE cytokine levels, as well as to explore any interaction between these variables. The selection of higher peritoneal transport status as a confounder was based on its strongest association with tIS in the logistic multiple regression model. Log-transformed tIS was categorized as below or above its median level (≥ 3.25 and <3.25 µmol/L). The analysis revealed significant main effects for both tIS (F = 6.9, p = 0.011) and high peritoneal transport status (F = 4.9, p = 0.03) on PDE IL-6 levels. Similarly, significant main effects were observed for tIS (F = 6.2, p = 0.015) and high peritoneal transport status (F = 5.8, p = 0.019) on PDE MCP-1 levels, indicating that both tIS and high peritoneal transport status independently influence the cytokine concentrations in PDE. In contrast, the analysis of PDE TNF-α concentrations showed no significant main effect for tIS (F = 0.83, p = 0.365). However, a significant main effect was observed for high peritoneal transport status (F = 8.8, p = 0.004), suggesting its association with increased TNF-α levels in PDE (Fig. 5).
The Cox regression analysis conducted on the diabetes-free cohort (n = 48) highlighted the persistent significance of the association between tIS ≥50 µmol/L and PD technique failure. The unadjusted HR was 8.3 (95% CI 4.6; 11.7), p < 0.001, affirming a robust link. This significance endured in Model 1 (HR 1.7, 95% CI 1.06; 2.12), p = 0.036, reinforcing the applicability of our findings even when considering the potential confounding effect of diabetes. However, in Model 2, a slight diminution was observed (HR 1.03, 95% CI 0.097; 1.27), p = 0.062, suggesting a nuanced impact when PDE cytokines were introduced. The post-outlier removal Cox regression analysis further emphasized the robustness of tIS as a predictor of PD technique failure, maintaining significance as a continuous variable. The unadjusted HR was 1.02 (95% CI 1.009; 1.03), p = 0.0002, and this significance persisted after adjustments in Model 1 (HR 1.02, 95% CI 1.006; 1.04), p = 0.005. However, in Model 2 (HR 1.04, 95% CI 0.94; 1.17), the significance was attenuated, resembling the trends observed in the main analysis results.