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Coll E, Cigarran S, Portolés J, Cases A. Gut Dysbiosis and Its Role in the Anemia of Chronic Kidney Disease. Toxins (Basel) 2024; 16:495. [PMID: 39591250 PMCID: PMC11598790 DOI: 10.3390/toxins16110495] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2024] [Revised: 11/07/2024] [Accepted: 11/14/2024] [Indexed: 11/28/2024] Open
Abstract
The gut dysbiosis present in chronic kidney disease (CKD) has been associated with anemia. Factors such as the accumulation of gut-derived uremic toxins, increased gut barrier permeability-induced inflammation, and a reduced intestinal production of short-chain fatty acids (SCFAs), all associated with changes in the intestinal microbiota composition in CKD, may lead to the development or worsening of anemia in renal patients. Understanding and addressing these mechanisms related to gut dysbiosis in CKD patients can help to delay the development of anemia and improve its control in this population. One approach is to avoid or reduce the use of drugs linked to gut dysbiosis in CKD, such as phosphate binders, oral iron supplementation, antibiotics, and others, unless they are indispensable. Another approach involves introducing dietary changes that promote a healthier microbiota and/or using prebiotics, probiotics, or symbiotics to improve gut dysbiosis in this setting. These measures can increase the presence of SCFA-producing saccharolytic bacteria and reduce proteolytic bacteria, thereby lowering the production of gut-derived uremic toxins and inflammation. By ameliorating CKD-related gut dysbiosis, these strategies can also improve the control of renal anemia and enhance the response to erythropoiesis-stimulating agents (ESAs) in ESA-resistant patients. In this review, we have explored the relationship between gut dysbiosis in CKD and renal anemia and propose feasible solutions, both those already known and potential future treatments.
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Affiliation(s)
- Elisabet Coll
- Servei de Nefrologia, Fundacio Puigvert, 08025 Barcelona, Spain
- Anemia Working Group of the Spanish Society of Nephrology, 39008 Santander, Spain; (J.P.); (A.C.)
| | | | - Jose Portolés
- Anemia Working Group of the Spanish Society of Nephrology, 39008 Santander, Spain; (J.P.); (A.C.)
- Ressearch Net RICORS 2030 Instituto de Salud Carlos III ISCIII, 28029 Madrid, Spain
- Nephrology Department, Hospital Universitario Puerta de Hierro Majadahonda, 28222 Madrid, Spain
- Medicine Department, Facultad de Medicina, Research Institute Puerta de Hierro Segovia de Arana (IDIPHISA), Universidad Autónoma de Madrid, 28029 Madrid, Spain
| | - Aleix Cases
- Anemia Working Group of the Spanish Society of Nephrology, 39008 Santander, Spain; (J.P.); (A.C.)
- Nephrology Unit, Hospital Clinic, 08036 Barcelona, Spain
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Ye H, Lin J, Zhang X, Chen W, Mao H, Li J, Yu X, Yang X. Relationship Between Peritoneal Protein Clearance and Hemoglobin in Peritoneal Dialysis Patients: A Prospective Cohort Study. J Ren Nutr 2023; 33:482-489. [PMID: 36736468 DOI: 10.1053/j.jrn.2023.01.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Revised: 11/09/2022] [Accepted: 01/01/2023] [Indexed: 02/05/2023] Open
Abstract
OBJECTIVE The relationship between higher peritoneal protein clearance (PPCl) and hemoglobin (Hb) levels in peritoneal dialysis (PD) patients is unknown. We explored this relationship and interaction on all-cause mortality in this prospective cohort study with a large number of PD patients. METHODS We enrolled prevalent PD patients in a single PD center. Demographic characteristics and clinical and biochemical data were collected. The total amount of protein loss in the dialysate and PPCl corrected for serum albumin were calculated. The primary study endpoint was all-cause mortality. We examined the relationship between PPCl, Hb, and all-cause mortality in the Cox regression model. RESULTS We included a total of 487 PD patients (58.3% males, mean age 49.5 ± 14.9 years). The median PD duration at enrollment was 30.1 (15.8-48.3) months. Mean Hb level was 11.1 ± 1.9 g/dL, and 221 (45.3%) patients had Hb levels <11 g/dL. Patients with Hb < 11 g/dL had lower serum albumin, lower residual renal creatinine clearance, and higher PPCl. In a multilinear regression model, PPCl (β = -0.12, P = .015) had an independent negative linear association with Hb levels. In the logistic regression model, higher PPCl was independently associated with lower Hb (<11 g/dL) (odds ratio = 1.02; 95% confidence interval [CI]: 1.01-1.03). In the overall cohort, after adjusting for confounders in the Cox regression model, decrease in Hb level was independently associated with increased risk (hazard ratio: 0.86, 95% CI: 0.77-0.95) of all-cause mortality. Interaction-effect test showed that PPCl influenced the relationship between Hb level and all-cause mortality (P = .011). After adjusting for confounders, lower Hb level was independently associated with a higher risk (hazard ratio: 0.85, 95% CI: 0.74-0.97) of all-cause mortality only in patients with PPCl ≥59.5 mL/day and not in patients with lower PPCl. CONCLUSIONS Higher PPCl was an independent predictive factor of lower Hb levels in PD patients. Therefore, PPCl influenced the relationship between Hb level and all-cause mortality in PD patients.
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Affiliation(s)
- Hongjian Ye
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Key Laboratory of Nephrology, National Health Commission and Guangdong Province, Guangzhou, China
| | - Jianxiong Lin
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Key Laboratory of Nephrology, National Health Commission and Guangdong Province, Guangzhou, China
| | - Xiaodan Zhang
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Key Laboratory of Nephrology, National Health Commission and Guangdong Province, Guangzhou, China
| | - Wei Chen
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Key Laboratory of Nephrology, National Health Commission and Guangdong Province, Guangzhou, China
| | - Haiping Mao
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Key Laboratory of Nephrology, National Health Commission and Guangdong Province, Guangzhou, China
| | - Jianying Li
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Key Laboratory of Nephrology, National Health Commission and Guangdong Province, Guangzhou, China
| | - Xueqing Yu
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Key Laboratory of Nephrology, National Health Commission and Guangdong Province, Guangzhou, China
| | - Xiao Yang
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Key Laboratory of Nephrology, National Health Commission and Guangdong Province, Guangzhou, China.
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Is there an association between the plasma levels of uremic toxins from gut microbiota and anemia in patients on hemodialysis? Int Urol Nephrol 2021; 54:1271-1277. [PMID: 34561817 DOI: 10.1007/s11255-021-03001-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 09/19/2021] [Indexed: 10/20/2022]
Abstract
BACKGROUND Anemia is one of the most frequent complications in patients with chronic kidney disease (CKD). Despite being multifactorial, the relative or absolute deficiency of erythropoietin production is the leading cause. Recent studies have shown that uremic toxins produced by the gut microbiota also may play a role in the genesis of anemia in these patients. OBJECTIVE To evaluate the possible association between uremic toxins plasma levels and anemia in patients with CKD on hemodialysis (HD). METHODS This cross-sectional study evaluated one hundred fifty-four patients (53.2% men, 51.2 ± 11.2 years, hemoglobin (Hb) levels of 11.2 ± 1.6 g/dL). Biochemical variables such as urea, creatinine, hemoglobin, hematocrit, were measured according to standard methods and uremic toxins such as indoxyl sulfate (IS), indole-3-acetic acid (IAA), p-cresyl sulfate (p-CS) plasma levels were measured by reverse-phase high-performance liquid chromatography (RP-HPLC). RESULTS The levels of uremic toxins such as IS, IAA, p-CS were increased in all patients. However, no correlation was found between uremic toxins plasma levels and anemia parameters. Only patients with Hb < 11 g/dL presented a negative correlation between hematocrit and IAA plasma levels. CONCLUSION There is no strong evidence that uremic toxins produced by the gut microbiota may be associated with anemia in patients with CKD on HD.
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Takkavatakarn K, Wuttiputinun T, Phannajit J, Praditpornsilpa K, Eiam-Ong S, Susantitaphong P. Protein-bound uremic toxin lowering strategies in chronic kidney disease: a systematic review and meta-analysis. J Nephrol 2021; 34:1805-1817. [PMID: 33484425 DOI: 10.1007/s40620-020-00955-2] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Accepted: 12/27/2020] [Indexed: 12/13/2022]
Abstract
INTRODUCTION Accumulation of protein-bound uremic toxins, including indoxyl sulfate and p-cresyl sulfate, are associated with increased cardiovascular disease and mortality in chronic kidney disease (CKD). We performed a systematic review and meta-analysis to synthesize the available strategies for lowering protein-bound uremic toxin levels in CKD patients. METHODS We conducted a meta-analysis by searching the databases of MEDLINE, Scopus, and the Cochrane Central Register of Controlled Trials for observational studies and randomized controlled trials (RCTs) that examined the effect of dietary protein restrictions, biotic supplements (including prebiotics, probiotics, and synbiotics), AST-120, dialysis techniques, and the outcome of preservation of residual renal function (RRF) on indoxyl sulfate and p-cresyl sulfate levels. Random-effect model meta-analyses were used to compute changes in the outcomes of interest. RESULTS A total of 38 articles (2,492 patients), comprising 28 RCTs, 8 single-arm or prospective cohort studies, and 2 cross-sectional studies were included in this meta-analysis. When compared with placebo, prebiotics, synbiotics, and AST-120 provided significantly lower levels of both serum indoxyl sulfate and p-cresyl sulfate. There were no significant reductions in serum indoxyl sulfate and p-cresyl sulfate levels in patients receiving probiotics. Preservation of RRF in dialysis patients resulted in lower levels of both of the protein-bound uremic toxins. When compared with conventional hemodialysis, hemodiafiltration significantly decreased serum p-cresyl sulfate alone, whereas a significant change in serum indoxyl sulfate levels was observed only in studies with long-term observation periods. Very low protein diet (VLPD) and other oral medications yielded insignificant differences in protein-bound uremic toxins. CONCLUSIONS The present meta-analysis demonstrated that prebiotics, synbiotics, and AST-120 can effectively reduce both serum indoxyl sulfate and p-cresyl sulfate in CKD patients when compared with placebo. Preservation of RRF was associated with lower serum indoxyl sulfate and p-cresyl sulfate levels. The effect of biotic supplements was detected only in dialysis patients. For non-dialysis CKD patients, the results were limited due to the small number of studies. Further studies are needed to determine the efficacy in these populations.
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Affiliation(s)
- Kullaya Takkavatakarn
- Division of Nephrology, Department of Medicine, Faculty of Medicine, King Chulalongkorn Memorial Hospital, Chulalongkorn University, Bangkok, Thailand
| | - Thunyatorn Wuttiputinun
- Division of Nephrology, Department of Medicine, Faculty of Medicine, King Chulalongkorn Memorial Hospital, Chulalongkorn University, Bangkok, Thailand
| | - Jeerath Phannajit
- Division of Nephrology, Department of Medicine, Faculty of Medicine, King Chulalongkorn Memorial Hospital, Chulalongkorn University, Bangkok, Thailand
| | - Kearkiat Praditpornsilpa
- Division of Nephrology, Department of Medicine, Faculty of Medicine, King Chulalongkorn Memorial Hospital, Chulalongkorn University, Bangkok, Thailand
| | - Somchai Eiam-Ong
- Division of Nephrology, Department of Medicine, Faculty of Medicine, King Chulalongkorn Memorial Hospital, Chulalongkorn University, Bangkok, Thailand
| | - Paweena Susantitaphong
- Division of Nephrology, Department of Medicine, Faculty of Medicine, King Chulalongkorn Memorial Hospital, Chulalongkorn University, Bangkok, Thailand. .,Research Unit for Metabolic Bone Disease in CKD Patients, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand.
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Inhibition of the renin-angiotensin system in the cardiorenal syndrome with anaemia: a double-edged sword. J Hypertens 2019; 37:2145-2153. [PMID: 31490340 DOI: 10.1097/hjh.0000000000002111] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
: The term 'cardiorenal syndrome' (CRS) was introduced to describe problems related to the simultaneous existence of heart and renal insufficiency. The prevalence of anaemia in CRS is high and increases the risk of hospitalizations and death. Renin-angiotensin system (RAS) inhibition is the cornerstone therapy in cardiovascular and renal medicine. As angiotensin II regulates both glomerular filtration rate (GFR) and erythropoiesis, RAS inhibition can further deteriorate renal function and lower hematocrit or cause anaemia in patients with heart failure. The aim of this review is to explore the relationship among CRS, anemia and administration of angiotensin-converting enzyme inhibitor (ACEi) or angiotensin receptor blocker (ARB) and summarize the evidence suggesting that RAS inhibition may be considered an iatrogenic cause of deterioration of CRS with anemia. It should be emphasized however, that RAS inhibition reduces mortality in both groups with and without worsening of renal function, and therefore, no patient with CRS should be denied an ACEi or ARB trial without careful evaluation.
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Kaminski TW, Pawlak K, Karbowska M, Znorko B, Mor AL, Mysliwiec M, Pawlak D. The impact of antihypertensive pharmacotherapy on interplay between protein-bound uremic toxin (indoxyl sulfate) and markers of inflammation in patients with chronic kidney disease. Int Urol Nephrol 2019; 51:491-502. [PMID: 30617956 PMCID: PMC6424951 DOI: 10.1007/s11255-018-02064-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2018] [Accepted: 12/24/2018] [Indexed: 12/12/2022]
Abstract
PURPOSE Indoxyl sulfate (IS) is one of the most potent uremic toxins involved in chronic kidney disease (CKD) progression, induction of inflammation, oxidative stress, and cardiovascular diseases occurrence. It is proved that hypertension is a common CVD complication and a major death risk factor as well as contributes for decline in a renal function. The aim of our study was to investigate how implementing of antihypertensive therapy impact IS concentrations and the associations between IS and markers of renal function, inflammation and oxidative stress. METHODS Study was conducted on 50 patients diagnosed with CKD and hypertension, divided into three groups: without hypotensive therapy (CKD-NONE), hypotensive monotherapy (CKD-MONO), and hypotensive polypharmacotherapy (CKD-POLI), and 18 healthy volunteers. The markers of inflammation [interleukin-6, tumor necrosis factor-alpha (TNF-α), high-sensitive C-reactive protein (hs-CRP), neopterin, ferritin], oxidative status [superoxide dismutase (Cu/Zn-SOD), antibodies against oxidized low-density lipoprotein (oxLDL-abs)], and selectins were determinate using immunoenzymatic methods. IS levels were assayed using high-performance liquid chromatography and other parameters were analysed using routine laboratory techniques. Then cross-sectional analysis was performed. RESULTS Elevated levels of IS, indicators of kidney function, markers of inflammation and blood pressure values were observed in each CKD subgroups. There was no effect of antihypertensive therapy on IS levels between studied groups, as well as there was no clear relationship between IS and blood pressure values in each studied group. The positive associations between IS and Cu/Zn SOD, neopterin, hs-CRP, creatinine and neutrophils/lymphocytes ratio were observed in CKD-NONE and CKD-POLI subgroups. Additionally, in CKD-POLI group IS positively correlated with TNF-α, ferritin and neutrophils. In CKD-MONO group, IS was positively related to oxLDL-abs, neopterin, E-selectin and creatinine, whereas it was inversely associated with hs-CRP. CONCLUSIONS Our study showed for the first time that the antihypertensive therapy has no impact on IS levels in CKD patients with hypertension. However, the introduction of the antihypertensive therapy modified the dependencies between IS and the studied markers of kidney function, inflammation, oxidative stress and hematological parameters that are crucial for mortality and morbidity amongst the CKD patients with hypertension.
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Affiliation(s)
- Tomasz W Kaminski
- Department of Pharmacodynamics, Medical University of Bialystok, Mickiewicza 2C, 15-222, Białystok, Poland.
| | - Krystyna Pawlak
- Department of Monitored Pharmacotherapy, Medical University of Bialystok, Mickiewicza 2C, 15-222, Białystok, Poland
| | - Malgorzata Karbowska
- Department of Pharmacodynamics, Medical University of Bialystok, Mickiewicza 2C, 15-222, Białystok, Poland
| | - Beata Znorko
- Department of Monitored Pharmacotherapy, Medical University of Bialystok, Mickiewicza 2C, 15-222, Białystok, Poland
| | - Adrian L Mor
- Department of Pharmacodynamics, Medical University of Bialystok, Mickiewicza 2C, 15-222, Białystok, Poland
| | - Michal Mysliwiec
- Department of Nephrology and Clinical Transplantation, Medical University of Bialystok, Zurawia 14, 15-540, Białystok, Poland
| | - Dariusz Pawlak
- Department of Pharmacodynamics, Medical University of Bialystok, Mickiewicza 2C, 15-222, Białystok, Poland
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Tsuruya K, Torisu K, Yoshida H, Yamada S, Tanaka S, Tsuchimoto A, Eriguchi M, Fujisaki K, Masutani K, Kitazono T. Positive association of residual kidney function with hemoglobin level in patients on peritoneal dialysis independent of endogenous erythropoietin concentration. RENAL REPLACEMENT THERAPY 2017. [DOI: 10.1186/s41100-017-0126-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
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Bataille S, Pelletier M, Sallée M, Berland Y, McKay N, Duval A, Gentile S, Mouelhi Y, Brunet P, Burtey S. Indole 3-acetic acid, indoxyl sulfate and paracresyl-sulfate do not influence anemia parameters in hemodialysis patients. BMC Nephrol 2017; 18:251. [PMID: 28747155 PMCID: PMC5530556 DOI: 10.1186/s12882-017-0668-5] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2017] [Accepted: 07/14/2017] [Indexed: 12/16/2022] Open
Abstract
Background The main reason for anemia in renal failure patients is the insufficient erythropoietin production by the kidneys. Beside erythropoietin deficiency, in vitro studies have incriminated uremic toxins in the pathophysiology of anemia but clinical data are sparse. In order to assess if indole 3-acetic acid (IAA), indoxyl sulfate (IS), and paracresyl sulfate (PCS) -three protein bound uremic toxins- are clinically implicated in end-stage renal disease anemia we studied the correlation between IAA, IS and PCS plasmatic concentrations with hemoglobin and Erythropoietin Stimulating Agents (ESA) use in hemodialysis patients. Methods Between June and July 2014, we conducted an observational cross sectional study in two hemodialysis center. Three statistical approaches were conducted. First, we compared patients treated with ESA and those not treated. Second, we performed linear regression models between IAA, IS, and PCS plasma concentrations and hemoglobin, the ESA dose over hemoglobin ratio (ESA/Hemoglobin) or the ESA resistance index (ERI). Third, we used a polytomous logistic regression model to compare groups of patients with no/low/high ESA dose and low/high hemoglobin statuses. Results Overall, 240 patients were included in the study. Mean age ± SD was 67.6 ± 16.0 years, 55.4% were men and 42.5% had diabetes mellitus. When compared with ESA treated patients, patients with no ESA had higher hemoglobin (mean 11.4 ± 1.1 versus 10.6 ± 1.2 g/dL; p <0.001), higher transferrin saturation (TSAT, 31.1 ± 16.3% versus 23.1 ± 11.5%; p < 0.001), less frequently an IV iron prescription (52.1 versus 65.7%, p = 0.04) and were more frequently treated with hemodiafiltration (53.5 versus 36.7%). In univariate analysis, IAA, IS or PCS plasma concentrations did not differ between the two groups. In the linear model, IAA plasma concentration was not associated with hemoglobin, but was negatively associated with ESA/Hb (p = 0.02; R = 0.18) and with the ERI (p = 0.03; R = 0.17). IS was associated with none of the three anemia parameters. PCS was positively associated with hemoglobin (p = 0.03; R = 0.14), but negatively with ESA/Hb (p = 0.03; R = 0.17) and the ERI (p = 0.02; R = 0.19). In multivariate analysis, the association of IAA concentration with ESA/Hb or ERI was not statistically significant, neither was the association of PCS with ESA/Hb or ERI. Identically, in the subgroup of 76 patients with no inflammation (CRP <5 mg/L) and no iron deficiency (TSAT >20%) linear regression between IAA, IS or PCS and any anemia parameter did not reach significance. In the third model, univariate analysis showed no intergroup significant differences for IAA and IS. Regarding PCS, the Low Hb/High ESA group had lower concentrations. However, when we compared PCS with the other significant characteristics of the five groups to the Low Hb/high ESA (our reference group), the polytomous logistic regression model didn’t show any significant difference for PCS. Conclusions In our study, using three different statistical models, we were unable to show any correlation between IAA, IS and PCS plasmatic concentrations and any anemia parameter in hemodialysis patients. Indolic uremic toxins and PCS have no or a very low effect on anemia parameters.
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Affiliation(s)
- Stanislas Bataille
- Centre de néphrologie et transplantation rénale, Assistance Publique des Hôpitaux de Marseille, Aix-Marseille University, Marseille, France. .,Phocean Nephrology Institute, Clinique Bouchard, 77 rue du Docteur Escat, 13006, Marseille, France. .,ELSAN, Clinique Bouchard, Marseille, France.
| | - Marion Pelletier
- Centre de néphrologie et transplantation rénale, Assistance Publique des Hôpitaux de Marseille, Aix-Marseille University, Marseille, France
| | - Marion Sallée
- Centre de néphrologie et transplantation rénale, Assistance Publique des Hôpitaux de Marseille, Aix-Marseille University, Marseille, France.,UMR_S 1076, Vascular Research Center of Marseille, INSERM, Aix Marseille University, Marseille, France
| | - Yvon Berland
- Centre de néphrologie et transplantation rénale, Assistance Publique des Hôpitaux de Marseille, Aix-Marseille University, Marseille, France
| | - Nathalie McKay
- UMR_S 1076, Vascular Research Center of Marseille, INSERM, Aix Marseille University, Marseille, France
| | - Ariane Duval
- Centre de néphrologie et transplantation rénale, Assistance Publique des Hôpitaux de Marseille, Aix-Marseille University, Marseille, France.,Association des Dialysés Provence et Corse, Marseille, France
| | - Stéphanie Gentile
- EA3279, unité de recherche santé publique et maladies chroniques, Aix-Marseille University, Marseille, France
| | - Yosra Mouelhi
- EA3279, unité de recherche santé publique et maladies chroniques, Aix-Marseille University, Marseille, France
| | - Philippe Brunet
- Centre de néphrologie et transplantation rénale, Assistance Publique des Hôpitaux de Marseille, Aix-Marseille University, Marseille, France.,UMR_S 1076, Vascular Research Center of Marseille, INSERM, Aix Marseille University, Marseille, France
| | - Stéphane Burtey
- Centre de néphrologie et transplantation rénale, Assistance Publique des Hôpitaux de Marseille, Aix-Marseille University, Marseille, France.,UMR_S 1076, Vascular Research Center of Marseille, INSERM, Aix Marseille University, Marseille, France
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