Gut-Derived Uremic Toxins as a Risk Factor for Vascular Damage in Patients with Chronic Kidney Disease
Abstract
1. Introduction
2. Results
2.1. Demographic Data
2.2. Case–Control Analysis
2.2.1. Complete Group Case–Control Analysis
2.2.2. Peritoneal Dialysis Group and Controls
2.2.3. Hemodialysis Group and Controls
2.2.4. Pre-Dialysis Group and Controls
2.2.5. Kidney Transplantation and Controls
2.3. Chronic Kidney Disease Patient Analysis
2.3.1. Bivariant Analysis
2.3.2. Correlation Analysis
2.3.3. Uremic Toxins According to Clinical Setting Group
2.3.4. IMT According to Clinical Setting Group
2.3.5. Cardiovascular Events
3. Discussion
4. Materials and Methods
4.1. Study Design
4.2. Variables
4.3. Analysis
4.4. IMT Measure
4.5. Klotho and Uremic Toxins Determination
4.6. Statistical Analysis
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| BMI | Body mass index |
| CKD | Chronic kidney disease |
| CKD-EPI | Chronic kidney disease epidemiology collaboration |
| CRP | C-reactive protein |
| HD | Hemodialysis |
| IAA | Indole-3-acetic acid |
| IMT | Intima–media thickness |
| IQR | Interquartile range |
| IS | Indoxyl sulfate |
| KDIGO | Kidney Disease: Improving Global Outcomes |
| KT | Kidney transplantation |
| MCP-1 | Monocyte chemoattractant protein-1 |
| NO | Nitric oxide |
| pCS | p-Cresyl sulfate |
| PD | Peritoneal dialysis |
| ROS | Reactive oxygen species |
| RRT | Renal replacement therapy |
| SCr | Serum creatinine |
| SD | Standard deviation |
Appendix A
| Carotid IMT | Variable | Mean ± SD | Median (IQR) | p-Value | |
|---|---|---|---|---|---|
| Left side IMT (mm) | Diabetes | No (54) Yes (14) | 0.56 ± 0.14 0.66 ± 0.17 | 0.0421 | |
| Smoker | No (47) Yes (21) | 0.57 ± 0.16 0.61 ± 0.14 | 0.2001 | ||
| Hemodialysis | No (55) Yes (13) | 0.55 ± 0.14 0.70 ± 0.15 | 0.0011 | ||
| Right side IMT (mm) | Diabetes | No (54) Yes (14) | 0.52 ± 0.13 0.62 ± 0.14 | 0.0183 | |
| Smoker | No (47) Yes (21) | 0.52 ± 0.13 0.60 ± 0.14 | 0.0242 | ||
| Atheromatous plaque | No (46) Yes (22) | 0.51 ± 0.10 0.62 ± 0.18 | 0.0147 | ||
| Vascular calcification | No (37) Yes (28) | 0.49 ± 0.10 0.63 ± 0.14 | 0.0001 | ||
| Osteoporosis | No (34) Yes (34) | 0.50 ± 0.12 0.5 9 ± 0.15 | 0.0566 | ||
| Mean IMT (mm) | Diabetes | No (54) Yes (14) | 0.54 ± 0.11 0.64 ± 0.12 | 0.006 | |
| Smoker | No (47) Yes (21) | 0.54 ± 0.12 0.61 ± 0.12 | 0.040 | ||
| Atheromatous plaque | No (46) Yes (22) | 0.54 ± 0.09 0.62 ± 0.15 | 0.030 | ||
| Vascular calcification | No (37) Yes (28) | 0.53 (0.09) 0.63 (0.21) | <0.0001 | ||
| Osteoporosis | No (34) Yes (34) | 0.53 ± 0.10 0.59 ± 0.13 | 0.041 |
| Biomarker | Group | Median (IQR) | p-Value |
|---|---|---|---|
| IAA µg/mL | PD (20) | 0.00 (0.68) | 0.0738 |
| HD (12) | 2.00 (8.34) | ||
| Pre-dialysis (10) | 0.58 (1.94) | ||
| KT (23) | 0.00 (0.70) | ||
| IS nmol/mL | PD (20) | 68.48 (60.48) | <0.0001 Pre-dialysis vs. HD (0.0014) PD vs. KT (0.0001) KT vs. HD (<0.0001) |
| HD (12) | 163.15 (90.78) | ||
| Pre-dialysis (10) | 23.66 (21.29) | ||
| KT (23) | 8.52 (14.90) | ||
| pCS µg/mL | PD (20) | 2.83 (13.69) | 0.0431 Pre-dialysis vs. HD: (0.0405) |
| HD (12) | 20.50 (20.45) | ||
| Pre-dialysis (10) | 1.33 (13.85) | ||
| KT (23) | 11.03 (18.09) |
| Biomarker IMT | Group | Mean ± SD | p-Value | |
|---|---|---|---|---|
| Left IMT (mm) | PD (24) | 0.54 ± 0.10 | 0.016 | p = 0.048 |
| HD (11) | 0.68 ± 0.14 | |||
| Pre-dialysis (10) | 0.60 ± 0.21 | |||
| KT (23) | 0.57 ± 0.17 | |||
| Right IMT (mm) | PD (24) | 0.50 ± 0.14 | p = 0.15 | |
| HD (11) | 0.62 ± 0.14 | |||
| Pre-dialysis (10) | 0.53 ± 0.11 | |||
| KT (23) | 0.56 ± 0.15 | |||
| Mean IMT (mm) | PD (24) | 0.52 ± 0.09 | 0.027 | p = 0.042 |
| HD (11) | 0.65 ± 0.12 | |||
| Pre-dialysis (10) | 0.57 ± 0.10 | |||
| KT (23) | 0.57 ± 0.14 | |||
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| Variable | Women% (n) |
|---|---|
| Sex | 42.9 (30) |
| Yes% (n) | |
| Diabetes | 21.4 (15) |
| Smoker | 31.4 (22) |
| Pre-dialysis | 14.3 (10) |
| Hemodialysis | 17.1 (12) |
| Peritoneal dialysis | 34.3 (24) |
| Kidney transplantation | 34.3 (24) |
| Atheromatous plaque | 32.9 (23) |
| Stroke | 2.9 (2) |
| Ischemic heart disease | 1.4 (1) |
| Angor | 2.9 (2) |
| AVF thrombosis | 12.9 (9) |
| Arrythmia | 5.7 (4) |
| Peripheric arteriopathy | 4.3 (3) |
| Exitus | 2.9 (2) |
| Antihypertension treatment | 72.9 (51) |
| Vascular calcification | 41.4 (29) |
| Osteoporosis | 48.6 (34) |
| Variable | Case (n = 70) | Control (n = 17) | p Value |
|---|---|---|---|
| Age (years) | 54.21 ± 13.71 * 53.50 (15.00) ** | 51.47 ± 9.96 54.00 (12.00) | |
| BMI (kg/m2) | 25.89 ± 4.32 | - | |
| Glucose (mg/dL) | 92.17 ± 22.53 | 85.29 ± 9.97 | |
| Urea (mg/dL) | 98.30 ± 40.70 | 33.76 ± 9.64 | <0.0001 |
| SCr (mg/dL) | All patients 4.01 (6.22) KT 1.44 (0.91) Pre-dialysis 3.48 (0.74) | 0.70 (0.08) | <0.0001 |
| CKD-EPI (mL/min/1.73 m2) | All patients 13.12 (38.98) KT 51.94 (22.36) Pre-dialysis 17.97 (5.96) | 98.47 (13.83) | <0.0001 |
| Potassium (mEq/L) | 4.64 ± 0.72 | 4.12 ± 0.29 | 0.0010 |
| CRP (mg/L) | 2.00 (4.10) | 1.00 (0.80) | |
| Total cholesterol (mg/dL) | 164.69 ± 40.68 | 179.29 ± 39.37 | |
| Triglyceride (mg/dL) | 118.89 ± 62.35 | 86.29 ± 32.69 | |
| Proteinuria (mg/dL) | 80.20 (522.35) | 5.05 (93.80) | 0.0003 |
| Calcium (mg/dL) | 9.14 ± 0.79 | 8.76 ± 0.32 | 0.0030 |
| Phosphorus (mg/dL) | 3.87 ± 1.20 | 3.33 ± 0.45 | 0.0018 |
| Parathyroid hormone (PTH) | 225.25 (238.6) | 72.25 (34.05) | <0.0001 |
| Klotho (pg/mL) | 237.70 (570.24) | 98.58 (325.76) | 0.3123 |
| Indoxyl sulfate (nmol/mL) | 64.46 ± 73.25 35.37 (79.40) | 10.01 ± 5.67 9.73 (6.85) | 0.0005 |
| IAA (µg/mL) | 2.95 ± 13.06 0.00 (1.79) | 0.10 ± 0.20 0.00 (0.00) | 0.0397 |
| pCS (µg/mL) | 11.87 ± 13.57 7.96 (20.22) | 1.62 ± 3.28 0.00 (0.00) | 0.0006 |
| RRT duration (days) | 551.50 (1175.00) | - |
| Biomarker | Group | Mean ± SD | Median (IQR) | p-Value |
|---|---|---|---|---|
| Klotho (pg/mL) | Case (64) | 343.08 ± 401.35 | - | 0.3123 |
| Control (16) | 184.93 ± 228.28 | - | ||
| IS (nmol/mL) | Case (65) | 64.46 ± 73.25 | 35.37 (79.40) | <0.0001 |
| Control (17) | 10.01 ± 5.67 | 9.73 (6.85) | ||
| IAA (µg/mL) | Case (65) | 2.95 ± 13.06 | 0 (1.79) | 0.0397 |
| Control (17) | 0.10 ± 0.20 | 0 (0) | ||
| pCS (µg/mL) | Case (65) | 11.87 ± 13.57 | 7.96 (20.22) | <0.0001 |
| Control (17) | 1.62 ± 3.28 | 0 (0) |
| Biomarker | Group | Median (IQR) | p-Value |
|---|---|---|---|
| Klotho (pg/mL) | Case (20) | 142.04 (306.94) | |
| Control (16) | 98.58 (325.76) | 0.871 | |
| IS (nmol/mL) | Case (20) | 68.48 (60.48) | |
| Control (17) | 9.73 (6.85) | <0.0001 | |
| IAA (µg/mL) | Case (20) | 0.00 (0.68) | |
| Control (17) | 0.00 (0.00) | 0.299 | |
| pCS (µg/mL) | Case (20) | 2.83 (13.69) | |
| Control (17) | 0.00 (0.00) | 0.038 |
| Biomarker | Group | Mean ± SD | Median (IQR) | p-Value |
|---|---|---|---|---|
| Klotho (pg/mL) | Case (12) | 531.16 ± 442.73 | - | |
| Control (16) | 184.93 ± 228.28 | - | 0.032 | |
| IS (nmol/mL) | Case (12) | 169.76 ± 75.58 | - | |
| Control (17) | 10.01 ± 5.67 | - | <0.0001 | |
| IAA (µg/mL) | Case (12) | 12.06 ± 29.45 | 1.99 (8.34) | |
| Control (17) | 0.10 ± 0.20 | 0.00 (0.00) | 0.003 | |
| pCS (µg/mL) | Case (12) | 20.10 ± 15.47 | 20.50 (20.45) | |
| Control (17) | 1.62 ± 3.28 | 0.00 (0.00) | 0.0006 |
| Biomarker | Group | Mean ± SD | Median (IQR) | p-Value |
|---|---|---|---|---|
| Klotho (pg/mL) | Case (10) | - | 277.79 (682.12) | |
| Control (16) | - | 98.58 (325.76) | 0.1116 | |
| IS (nmol/mL) | Case (10) | 26.77 ± 15.87 | - | |
| Control (17) | 10.01 ± 5.67 | - | 0.0088 | |
| IAA (µg/mL) | Case (10) | 1.02 ± 1.11 | 0.58 (1.94) | |
| Control (17) | 0.10 ± 0.20 | 0.00 (0.00) | 0.0103 | |
| pCS (µg/mL) | Case (10) | 5.42 ± 7.56 | 1.33 (13.85) | |
| Control (17) | 1.62 ± 3.28 | 0.00 (0.00) | 0.1271 |
| Biomarker | Group | Mean ± SD | Median (IQR) | p-Value |
|---|---|---|---|---|
| Klotho (pg/mL) | Case (23) | 296.98 ± 343.29 | 0.2617 | |
| Control (16) | 184.93 ± 228.28 | |||
| IS (nmol/mL) | Case (23) | - | 8.52 (14.90) | 0.9891 |
| Control (16) | - | 9.73 (6.85) | ||
| IAA (µg/mL) | Case (23) | 10.01 ± 5.67 | 0.00 (0.70) | 0.3568 |
| Control (17) | 0.67 ± 1.38 | 0.00 (0.00) | ||
| pCS (µg/mL) | Case (23) | 13.04 ± 13.37 | 11.03 (18.09) | 0.0002 |
| Control (17) | 1.62 ± 3.28 | 0.00 (0.00) |
| Variable 1 | Variable 2 | r | p Value |
|---|---|---|---|
| CKD-EPI | Indoxyl sulfate (IS) | −0.780 | <0.0001 |
| Indole-3-acetic acid (IAA) | −0.411 | 0.017 | |
| Indoxyl sulfate (IS) | Indole-3-acetic acid (IAA) | 0.393 | 0.024 |
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Ruiz Fuentes, M.C.; Rashki, M.; Risquez Chica, N.; Clavero García, E.; Pereira Pérez, E.B.; Espigares Huete, M.J.; Wangensteen, R. Gut-Derived Uremic Toxins as a Risk Factor for Vascular Damage in Patients with Chronic Kidney Disease. Int. J. Mol. Sci. 2026, 27, 3487. https://doi.org/10.3390/ijms27083487
Ruiz Fuentes MC, Rashki M, Risquez Chica N, Clavero García E, Pereira Pérez EB, Espigares Huete MJ, Wangensteen R. Gut-Derived Uremic Toxins as a Risk Factor for Vascular Damage in Patients with Chronic Kidney Disease. International Journal of Molecular Sciences. 2026; 27(8):3487. https://doi.org/10.3390/ijms27083487
Chicago/Turabian StyleRuiz Fuentes, María Carmen, Mahsa Rashki, Noelia Risquez Chica, Elena Clavero García, Elisa B. Pereira Pérez, María José Espigares Huete, and Rosemary Wangensteen. 2026. "Gut-Derived Uremic Toxins as a Risk Factor for Vascular Damage in Patients with Chronic Kidney Disease" International Journal of Molecular Sciences 27, no. 8: 3487. https://doi.org/10.3390/ijms27083487
APA StyleRuiz Fuentes, M. C., Rashki, M., Risquez Chica, N., Clavero García, E., Pereira Pérez, E. B., Espigares Huete, M. J., & Wangensteen, R. (2026). Gut-Derived Uremic Toxins as a Risk Factor for Vascular Damage in Patients with Chronic Kidney Disease. International Journal of Molecular Sciences, 27(8), 3487. https://doi.org/10.3390/ijms27083487

