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Valtuille R. Cardiovascular Risk Related to Glomerular Hyperfiltration in Nondiabetic Individuals: Increasing Visibility is Crucial. Curr Hypertens Rev 2023; 19:139-148. [PMID: 38018215 DOI: 10.2174/0115734021268893231116045914] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 10/30/2023] [Accepted: 11/01/2023] [Indexed: 11/30/2023]
Abstract
Glomerular hyperfiltration (GHF), defined by different estimation formulas, has been widely studied as a predictor of proteinuria and progression to chronic kidney disease (CKD) in diabetic patients. GHF is also an important cardiovascular (CV) risk factor and is related to allcause mortality in non-diabetic populations; however, the upper limit of glomerular filtration rate (GFR) above which it indicates the presence of GHF is weakly defined. This higher risk is as high as in the intermediate stages of CKD and is greater than the presence of diabetes or smoking and is still present in non-albuminuria patients. The original Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) estimation GFR formula showed lower error at higher glomerular filtration (GF) values, was the most used in population studies, and behaved as a better risk predictor. In our review (including approximately 3.6 million individuals), higher GFR values related to increased mortality risk varied from 106.6 to 113.7 ml/min, which are usually not considered risk values for standard guidelines in non-albuminuric patients. However, the lack of consensus on a GF cutoff value, as well as its variability due to sex and progressive reduction with age, affect the knowledge of this serious phenomenon in clinical practice. Although the elderly population is not exempted from the effects of GHF, the search for this phenomenon should be intensified in middle-aged populations because of their lower disease burden, where this situation may be more evident, and the possibility of reversing the consequences is greater. A population group often considered healthy includes obese people, essential hypertensives, smokers, and carriers of fatty liver, where the GHF phenomenon is frequent and is associated with CV disease, kidney disease, and higher mortality. Increasing its visibility by the medical community is essential to reduce the effects of GHF, emphasizing more frequent controls and implementing general measures that include strict control of hypertension, Na restriction, rich in vegetables diets and increased physical activity. Initiatives to confirm the beneficial effects of sodium-glucose cotransporter-2 inhibitors to treat isolated GHF would be an important breakthrough in reducing the severe consequences of this phenomenon.
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Affiliation(s)
- Rodolfo Valtuille
- Diplomatura Terapias Reemplazo Renal, Universidad de Ciencias Empresariales y Sociales, Caracas 4599 C1419 EJU, Argentina
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Valtuille R. Potential Novel Benefits of Sodium Restriction in Chronic Kidney Disease. Curr Hypertens Rev 2021; 17:59-66. [PMID: 32538730 DOI: 10.2174/1573402116666200615152139] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Revised: 03/20/2020] [Accepted: 04/30/2020] [Indexed: 11/22/2022]
Abstract
Chronic kidney disease is a global public health issue, and it has been considered as the epidemic of the 21st century. Therefore, all initiatives addressed to slow down the evolution and complications of this condition should be well received. While the effects of salt reduction on cardiovascular disease have some controversial issues, in chronic kidney disease, such a policy is beneficial in multiple aspects. In chronic kidney disease patients, dietary sodium restriction is regularly recommended to control extracellular fluid expansion, hypertension and cardiovascular risk. Instead, the effects of sodium reduction on chronic kidney disease progression are still controversial. In the last years, potentially beneficial effects of a low sodium diet on chronic kidney disease evolution have emerged. Firstly, recent magnetic resonance-based findings of increased Na depots in skin and muscle associated with renal function, ageing and sodium intake open a vast body of investigation as a potential tool for monitoring effects of sodium restriction. In this narrative review, we also discussed novel aspects of sodium restriction in chronic kidney disease to manage metabolic acidosis as well as renal effects on fibroblast growth factor 23 or gut microbiota. Beyond current evidence, these approaches showed that common findings of kidney failure environment such as sodium -sensitivity, micro-inflammation, arterial stiffness metabolic acidosis and sarcopenia could be delayed controlling dietary sodium. Additional studies are now needed in populations with chronic kidney disease to confirm these new findings, addressed to slow down the evolution and complications of this condition.
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Affiliation(s)
- Rodolfo Valtuille
- Department of Clinical Research, Universidad Nacional Guillermo Brown, 2289 Espora Avenue, Burzaco, B1852FZD Buenos Aires, Argentina
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Bia D, Galli C, Zocalo Y, Valtuille R, Wray S, Pessana F, Cabrera-Fischer EI. Central-To-Peripheral Arterial Stiffness Gradient in Hemodialyzed Patients Depends on the Location of the Upper-limb Vascular Access. Curr Hypertens Rev 2019; 14:128-136. [PMID: 29651959 DOI: 10.2174/1573402114666180413122055] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2018] [Revised: 03/29/2018] [Accepted: 04/02/2018] [Indexed: 11/22/2022]
Abstract
BACKGROUND Pulse wave velocity ratio (PWV-ratio), a measure of central-to-peripheral arterial stiffness gradient, is calculated as a quotient between carotid-femoral and carotid-radial PWV (cf-PWV/cr-PWV). This new index has been reported to be significantly associated with increased mortality in hemodialyzed patients. Since several reports showed differences in arterial stiffness regarding the pathway where the vascular access (VA) is, the purpose of this research was: a) to compare arterial stiffness values obtained in the left and right sides of the body in hemodialyzed and non-hemodialyzed patients, and b) to analyze PWV-ratio values obtained on the side of the body where the VA was placed and compare them to its contralateral intact side. Since it is difficult to adequately measure cr-PWV in patients with a VA in the forearm, we measured the carotid- brachial PWV (cb-PWV) and used it to calculate PWV-ratio (cf-PWV/cb-PWV). METHODS A Pearson's correlation and Bland & Altman analysis were performed in hemodialyzed (n=135) and non-hemodialyzed (n=77) patients, to quantify the equivalence between arterial stiffness parameters (cf-PWV, cb-PWV, PWV-ratio) obtained on each side of the body with respect to its contralateral side. RESULTS We conclude that PWV-ratio values measured on the side where the VA is placed were significantly higher than those obtained in its contralateral side, in hemodialyzed patients included in this research. Moreover, cf-PWV, cb-PWV and PWV-ratio values obtained on one side of the body were always highly correlated with its contralateral side. CONCLUSION According to this research, any research involving PWV-ratio should always consider the observed territory.
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Affiliation(s)
- Daniel Bia
- Physiology Department, School of Medicine, Centro Universitario de Investigación, Innovación y Diagnóstico Arterial (CUiiDARTE), Republic University, Montevideo, Uruguay
| | - Cintia Galli
- Nephrology and Dialysis Unit, Santojanni Hospital, Buenos Aires, Argentina
| | - Yanina Zocalo
- Physiology Department, School of Medicine, Centro Universitario de Investigación, Innovación y Diagnóstico Arterial (CUiiDARTE), Republic University, Montevideo, Uruguay
| | | | - Sandra Wray
- Instituto de Medicina Traslacional, Trasplante y Bioingenieria (IMeTTyB), Universidad Favaloro-CONICET, Solis 453, C1078AAI Buenos Aires, Argentina
| | - Franco Pessana
- Instituto de Medicina Traslacional, Trasplante y Bioingenieria (IMeTTyB), Universidad Favaloro-CONICET, Solis 453, C1078AAI Buenos Aires, Argentina.,Technological National University, Buenos Aires, Argentina
| | - Edmundo I Cabrera-Fischer
- Instituto de Medicina Traslacional, Trasplante y Bioingenieria (IMeTTyB), Universidad Favaloro-CONICET, Solis 453, C1078AAI Buenos Aires, Argentina
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Valtuille R, Rossi G, Jimenez E. FP651PROTECTIVE EFFECT OF AUTOLOGOUS ARTERIOVENOUS FISTULAE AGAINST OXIDATIVE STRESS IN HEMODIALYZED PATIENTS. Nephrol Dial Transplant 2019. [DOI: 10.1093/ndt/gfz106.fp651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Fischer EIC, Bia D, Valtuille R, Graf S, Galli C, Armentano RL. Vascular access Localization Determines Regional Changes in Arterial Stiffness. J Vasc Access 2018; 10:192-8. [DOI: 10.1177/112972980901000310] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Background Vascular access (VA) dysfunction is a common cause of hospitalization in chronically hemodialyzed patients (CHP) limiting the improvement in health and has been largely studied in order to decrease the morbidity events that involves both the artery and the vein used in the construction of the fistula. In parallel, patients in end-stage renal failure show an increase in arterial stiffness. Aim The aims of this work were: (a) to evaluate arterial stiffness through pulse wave velocity (PWV) measurements in the carotid-brachial pathway where the arteriovenous fistulae (AVF) was constructed, and (b) to determine possible differences in arterial stiffness between the carotid-brachial pathway with and without VA. Methods PWV, clinical and biochemical parameters were measured in 38 CHP. PWV was obtained in the carotid-femoral, and in the left and right carotid-brachial pathway. Results Carotid-brachial PWV determination in upper limbs with AVF (10.07 ± 2.43 m/s) showed significantly lower values than those observed in the contra-lateral arm without VA (11.55 ± 2.27 m/s). Curiously, the PWV value observed in arms with an AVF was significantly lower in diabetic than in non-diabetic hemodialyzed patients (NDHP) (8.00 ± 2.86 m/s and 10.38 ± 2.33 m/s; respectively). Measurements of PWV in the carotid-femoral pathway in CHP showed a mean value of 14.09 ± 3.12 m/s. Carotid-femoral PWV in NDHP (14.06 ± 2.44 m/s) was significantly lower than that observed in the diabetic patients (16.87 ± 3.42 m/s). Conclusions Carotid-brachial PWV values obtained in the upper limbs, in which VAs were constructed, were significantly lower than that measured in intact arteries in the contra-lateral pathway in CHP.
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Affiliation(s)
- Edmundo I. Cabrera Fischer
- Favaloro University, Buenos Aires - Argentina
- National Council of Scientific and Technical Research (CONICET) - Argentina
| | - Daniel Bia
- Physiology Department, School of Medicine, Republic University, Montevideo - Uruguay
| | - Rodolfo Valtuille
- Technological National University, Buenos Aires - Argentina
- FME Burzaco, Buenos Aires - Argentina
| | - Sebastián Graf
- Favaloro University, Buenos Aires - Argentina
- National Council of Scientific and Technical Research (CONICET) - Argentina
| | - Cintia Galli
- Technological National University, Buenos Aires - Argentina
| | - Ricardo L. Armentano
- Favaloro University, Buenos Aires - Argentina
- Physiology Department, School of Medicine, Republic University, Montevideo - Uruguay
- Technological National University, Buenos Aires - Argentina
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Bia D, Galli C, Zócalo Y, Valtuille R, Wray S, Armentano R, Cabrera-Fischer E. Hemodialysis Decreases the Etiologically-Related Early Vascular Aging Observed in End-Stage Renal Disease: A 5-Year Follow-Up Study. Blood Purif 2016; 43:18-30. [PMID: 27875812 DOI: 10.1159/000448986] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2016] [Accepted: 08/09/2016] [Indexed: 11/19/2022]
Abstract
Aims: To analyze the early vascular aging (EVA) in end-stage renal disease (ESRD) patients, attempting to determine a potential association between EVA and the etiology of ESRD, and to investigate the association of hemodialysis and EVA in ESRD patients during a 5-year follow-up period. Methods: Carotid-femoral pulse wave velocity (cfPWV) was obtained in 151 chronically hemodialyzed patients (CHP) and 283 control subjects, and in 25 CHP, who were followed-up after a 5-year lapse. Results: cfPWV increased in ESRD patients compared to control subjects. The cfPWV-age relationship was found to have a steeper increase in ESRD patients. The highest cfPWV and EVA values were observed in patients with diabetic nephropathy. Regression analysis demonstrated a significant reduction of the EVA in HD patients on a 5-year follow-up. Conclusion: Patients in ESRD showed higher levels of EVA. cfPWV and EVA differed in ESRD patients depending on their renal failure etiology. CHP showed an EVA reduction after a 5-year follow-up period.
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Affiliation(s)
- Daniel Bia
- Physiology Department, School of Medicine, Centro Universitario de Investigación, Innovación y Diagnóstico Arterial (CUiiDARTE), Republic University, Montevideo, Uruguay
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Valtuille R, Casos ME, Gimenez M, Egolf A, Moretto H. FP811HEIGHT PREDICTION FROM ANTHROPOMETRIC LENGTH PARAMETERS IN HEMODIALYZED PATIENTS. Nephrol Dial Transplant 2015. [DOI: 10.1093/ndt/gfv184.48] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Cabrera Fischer EI, Bia D, Galli C, Valtuille R, Zócalo Y, Wray S, Armentano RL. Hemodialysis decreases carotid-brachial and carotid-femoral pulse wave velocities: A 5-year follow-up study. Hemodial Int 2015; 19:419-28. [PMID: 25645625 DOI: 10.1111/hdi.12269] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Aortic stiffness is a prognostic parameter associated with patient mortality. Vascular access creation has been shown to have effects on arterial stiffness both in the aorta and in the upper limb arteries in chronically hemodialyzed patients (CHPs). However, no longitudinal studies have been conducted in order to characterize the evolution of arterial stiffness in CHPs. The aims of this work were (a) to measure baseline pulse wave velocity (PWV) in the carotid-femoral and in right and left carotid-brachial pathways in a cohort of CHP and (b) to conduct a 5-year prospective study on the same cohort to determine possible time-related differences. Pulse wave velocity was measured both in the carotid-femoral and in the carotid-brachial pathways, and clinical and biochemical parameters were collected in 25 CHPs, which were followed up after a 5-year lapse. Right and left carotid-brachial pathway PWV values showed significant decreases after the 5-year follow-up, independently of the presence of the vascular access (P < 0.001). Additionally, baseline carotid-brachial PWV was significantly higher (P < 0.001) than values measured 5 years later for upper limbs with vascular access (11.97 ± 2.97 m/sec vs. 6.76 ± 1.48 m/sec, respectively) and without vascular access (12.25 ± 2.38 m/sec vs. 7.18 ± 1.88 m/sec, respectively). Similarly, PWV values in the carotid-femoral pathway decreased significantly (P < 0.001) over the same period (13.27 ± 2.96 m/sec vs. 9.75 ± 2.99 m/sec, respectively). The 5-year follow-up of PWV showed significant decreases in both carotid-brachial and carotid-femoral pathways. The general changes in arterial stiffness could be related to the vascular access creation, hemodialysis therapy, and to the improvement of arterial pressure management.
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Affiliation(s)
- Edmundo I Cabrera Fischer
- Favaloro University, Buenos Aires, Argentina.,National Council of Technical and Scientific Research (CONICET), Buenos Aires, Argentina
| | - Daniel Bia
- Physiology Department, School of Medicine, CUiiDARTE, Republic University, Montevideo, Uruguay
| | - Cintia Galli
- National Council of Technical and Scientific Research (CONICET), Buenos Aires, Argentina.,Technological National University, Buenos Aires, Argentina
| | | | - Yanina Zócalo
- Physiology Department, School of Medicine, CUiiDARTE, Republic University, Montevideo, Uruguay
| | - Sandra Wray
- Favaloro University, Buenos Aires, Argentina
| | - Ricardo L Armentano
- Favaloro University, Buenos Aires, Argentina.,Technological National University, Buenos Aires, Argentina
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Usvyat LA, Raimann J, Thijssen S, van der Sande FM, Kooman J, Levin NW, Kotanko P, Von Gersdorff G, Schaller M, Bayh I, Etter M, Grassmann A, Guinsburg A, Kooman J, Lam M, Marcelli D, Marelli C, Scatizzi L, Tashman A, Thijssen S, Toffelmire T, Usvyat L, Van der Sande F, Wang Y, Levin NW, Barth C, Kotanko P, Moffitt T, Moffitt T, Hariton F, Devlin M, Garrett P, Hannon-Fletcher M, Ekramzadeh M, Sohrabi Z, Salehi M, Fallahzadeh MK, Ayatollahi M, Geramizadeh B, Hassanzadeh J, Sagheb MM, Beberashvili I, Beberashvili I, Sinuani I, Azar A, Kadoshi H, Shapiro G, Feldman L, Averbukh Z, Weissgarten J, Abe Y, Watanabe M, Ito K, Sasatomi Y, Ogahara S, Nakashima H, Saito T, Witt S, Kunze R, Guth HJ, Skarabis H, Kunze R, Vienken J, Nowak P, Wilk R, Mamelka B, Prymont-Przyminska A, Zwolinska A, Sarniak A, Wlodarczyk A, Rysz J, Nowak D, Trajceska L, Dzekova-Vidimliski P, Gelev S, Arsov S, Sikole A, Sonikian M, Dona A, Skarakis I, Metaxaki P, Chiotis C, Papoutsis I, Karaitianou A, Spiliopoulou C, Marcelli D, Tashman A, Guinsburg A, Grassmann A, Barth C, Marelli C, Van der Sande FM, Von Gersdorff G, Bayh I, Kooman J, Scatizzi L, Lam M, Schaller M, Etter M, Thijssen S, Toffelmire T, Wang Y, Usvyat LA, Kotanko P, Levin NW, Teta D, Teta D, Tappy L, Theumann N, Halabi G, Gauthier T, Mathieu C, Tremblay S, Coti P, Burnier M, Zanchi A, Martinez Vea A, Cabre C, Villa D, Munoz M, Vives JP, Arruche M, Soler J, Compte MT, Aguilera J, Romeu M, Giralt M, Barril G, Anaya S, Vozmediano C, Celayeta A, Novillo R, Bernal V, Beiret I, Huarte E, Martin J, Santana H, Torres G, Sousa F, Sanchez R, Lopez-Montes A, Tornero F, Uson J, Pousa M, Giorgi M, Rdez Cubillo B, Malhotra R, Malhotra R, Usvyat L, Abbas SR, Thjissen S, Carter M, Etter M, Tashman A, Guinsburg A, Grassmann A, Barth C, Marelli C, Van der Sande F, von Gersdorff G, Bayh I, Kooman J, Scatizzi L, Lam M, Schaller M, Toffelmire T, Wang Y, Marcelli D, Levin N, Kotanko P, Jens R, Tepel M, Katharina E, Andrea H, Simone F, Florian S, Slusanschi O, Garneata L, Moraru R, Preoteasa E, Barbulescu C, Santimbrean C, Klein C, Dragomir D, Mircescu G, Idorn T, Knop F, Holst JJ, Hornum M, Feldt-Rasmussen B, Son YK, An WS, Kim SE, Kim KH, Garneata L, Slusanschi O, Preoteasa E, Barbulescu C, Santimbrean C, Klein C, Mircescu G, Borrelli S, Minutolo R, De Nicola L, Conte G, De Simone W, Zito B, Guastaferro P, Nigro F, Bassi A, Leone L, Credendino O, Genualdo R, Capuano M, Iulianiello G, Auricchio MR, Sezer S, Bal Z, Tutal E, Erkmen Uyar M, Ozdemir Acar FN, Ribeiro S, Faria MS, Melo F, Sereno J, Freitas I, Mendonca M, Nascimento H, Fernandes J, Rocha-Pereira P, Miranda V, Mendonca D, Quintanilha A, Belo L, Costa E, Reis F, Santos-Silva A, Valtuille R, Casos ME, Fernandez EA. Nutrition, inflammation and oxidative stress - CKD 5D. Nephrol Dial Transplant 2012. [DOI: 10.1093/ndt/gfs228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Zócalo Y, Bia D, Armentano RL, Galli C, Pérez H, Saldías M, Alvarez I, Valtuille R, Cabrera-Fischer E. Vascular cryografts offer better biomechanical properties in chronically hemodialyzed patients: role of cryograft type, arterial pathway, and diabetic nephropathy as matching determinants. Artif Organs 2010; 34:677-84. [PMID: 20545665 DOI: 10.1111/j.1525-1594.2009.00962.x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
This study aimed to characterize the following: (i) in chronically hemodialyzed subjects (CHDSs), with and without diabetic nephropathy (DN), and in healthy subjects (non-CHDSs) different arterial pathways stiffness to determine potential pathology-dependent, etiology- and/or pathway-dependent differences; and (ii) the biomechanical mismatch (BM) between arteries from non-CHDSs or CHDSs (with and without DN) and arterial cryografts, venous cryografts, and synthetic prosthesis to determine arterial pathway, pathology, and/or etiology-related differences in the substitute of election in terms of BM. Carotid-femoral and carotid-brachial pulse wave velocity (PWV) were measured in 30 non-CHDSs and 71 CHDSs (11 with DN). In addition, PWV was measured in arterial (elastic and muscular) and venous cryografts and in expanded polytetrafluorethylene prosthesis. The arterial pathways regional differences and the subjects' arterial pathways-substitutes BM were calculated. Arterial stiffness levels and regional differences were higher in CHDS than in non-CHDS. Among CHDS, those with DN showed higher stiffness in the aorto-femoral pathway and larger regional differences. Cryografts showed always the least BM. Non-CHDS and CHDS differed in the cryograft of election. In CHDS, the BM was related with the cryograft type, arterial pathway, and renal disease etiology. The BM could be minimized, selecting the most adequate cryograft type, taking into account the recipient specific characteristic (i.e., arterial pathway and renal disease etiology).
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Affiliation(s)
- Yanina Zócalo
- Departamento de Fisiología, Facultad de Medicina, Universidad de la República, Montevideo, Uruguay.
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Fernández EA, Valtuille R, Willshaw P, Balzarini M. Partial least squares regression: a valuable method for modeling molecular behavior in hemodialysis. Ann Biomed Eng 2008; 36:1305-13. [PMID: 18398678 DOI: 10.1007/s10439-008-9492-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2007] [Accepted: 03/27/2008] [Indexed: 11/29/2022]
Abstract
The aim of this work was to use the Partial Least Squares Regression (PLS) technique to fit simple models for the interpretation of an underlying complex process. In this study, the technique was used to build a statistical model for molecular kinetic data obtained from hemodialyzed patients. By using PLS we derived statistical linear models for the prediction of the equilibrated urea concentration which would be reached 30-60 min after the end of the dialysis session. Models with an average relative prediction error (RPE) of less than 0.05% were achieved. The model predictive accuracy was evaluated in a cross-center study yielding an RPE < 3%. The chosen model was robust to variations such as sampling extraction time demonstrating a high capacity for modeling kinetics. It also was found to be useful for bedside monitoring. Finally, the PLS technique allowed identification of the most important co-variables in the model and of those patients with outlier patterns in their molecular dynamics.
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Affiliation(s)
- E A Fernández
- Faculty of Engineering, Catholic University of Córdoba, Camino Alta Gracia Km 10, Cordoba, 5000, Argentina.
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Fernández EA, Perazzo CA, Valtuille R, Willshaw P, Balzarini M. Molecular kinetics modeling in hemodialysis: on-line molecular monitoring and spectral analysis. ASAIO J 2007; 53:582-6. [PMID: 17885331 DOI: 10.1097/mat.0b013e318145bb31] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
The knowledge of the underlying molecular kinetics is a key point for the development of a dialysis treatment as well as for patient monitoring. In this work, we propose a kinetic inference method that is general enough to be used on different molecular types measured in the spent dialysate. It estimates the number and significance of the compartments involved in the overall process of dialysis by means of a spectral deconvolution technique, characterizing therefore the kinetic behavior of the patient. The method was applied to 52 patients to reveal the underlying kinetics from dialysate time-concentration profiles of urea, which has a well-known molecular kinetic. Three types of behaviors were found: one-compartmental (exponential decay Tau = 180 +/- 61.64 minutes), bicompartmental (Tau1 = 24.96 +/- 19.33 minutes, Tau2 = 222.32 +/- 76.59 minutes), and tricompartmental (Tau1 = 23.03 +/- 14.21 minutes; Tau2 = 85.75 +/- 27.48 minutes; and Tau3 = 337 +/- 85.52 minutes). In patients with bicompartmental kinetics, the Tau2 was related to the level of dialysis dose. The study concluded that spectral deconvolution technique can be considered a powerful tool for molecular kinetics inference that could be integrated in on-line molecular analysis devices. Furthermore, the method could be used in the analysis of poorly understood molecules as well as in new hemodialysis target biomarkers.
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Fernández EA, Valtuille R, Presedo JMR, Willshaw P. Comparison of different methods for hemodialysis evaluation by means of ROC curves: from artificial intelligence to current methods. Clin Nephrol 2005; 64:205-13. [PMID: 16175945 DOI: 10.5414/cnp64205] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND The National Kidney Foundation Guidelines (DOQI) and the European Renal Association (ERA) have set standards for adequacy of hemodialysis treatment. They recommended minimum single pool doses of 1.2 (Kt/Vsp DOQI), and 1.4 (Kt/Vsp ERA) and a "standard" urea removal ratio (URR) of 65%. Here, we compare an Artificial Intelligence Method (AIM) based on an Artificial Neural Network (ANN) and the usual methods for hemodialysis treatment follow-up such as Smye, Daugirdas, standard urea reduction ratio (URR using post-dialysis urea concentration) and modified URR [Cheng et al. 2001] against equilibrated Kt/V and URR calculated using a 60 min post-dialysis urea concentration. METHODS We used ROC analysis to evaluate and compare these methodologies. We also propose a method to find a minimum target dose that maximizes the sensitivity, specificity and positive predictive values of the diagnostic tool. RESULTS From a URR point of view, the ANN, stdURR and mURR perform almost equally well with an area under the curve (AUC) of 0.90, 0.93 and 0.92, respectively, but the ANN achieved the lowest false positive rate (FPR = 7.94%) and error rate (ER = 12.7%). When Kt/V is used as a dose index, the logarithmic single-and double-pool equations perform almost equally (AUC 0.957 and 0.962), and the ANN method achieves an AUC of 0.934. The lowest FPR was for ANN and Kt/Vsp (4.76%), which also achieved the lowest ER of 6.39%. CONCLUSIONS For both cases (URR and Kt/V), the minimum doses required to achieve the lowest FPR and ER for the standard methods (stdURR and Kt/Vsp) were higher than those reported by the DOQI guidelines, being 70% for stdURR and 1.35 for Kt/Vsp, whereas for those methods using the double-pool Kt/V or equilibrated URR, the dose targets were close to those recommended by DOQI and ERA. Our proposed method for target dose selection is easy to understand, and it takes into account both accuracy and confidence of the adequacy tool. We found the ANN method to be superior to the Smye method for estimation of equilibrated urea, and the results presented here suggest that ANN methods could be useful tools in the analysis of nephrology data.
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Affiliation(s)
- E A Fernández
- Catholic University of Córdoba and Conicet, Córdoba, Argentina.
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Abstract
The National Kidney Foundation and the European Renal Association recommend routine measurement of hemodialysis (HD) dose and have set standards for adequacy of treatment. We compare the results of five methods for HD dose estimation, classifying each result as adequate or inadequate on the basis of equilibrated (eq) Urea Reduction Ratio (URR(eq)) > or = 65% or Kt/V(eq) > or = 1.2, to assess the accuracy of each method as a diagnostic tool. Data from 113 patients from two different dialysis units were analyzed. Equilibrated postdialysis blood urea was measured 60 min after each hemodialysis session to calculate URR(eq) and Kt/V(eq), considered as gold standard indexes (GSI). URR and Kt/V were estimated by using the Smye formula, an artificial neural network (ANN), modified URR, the second generation Kt/V Daugirdas formula, and standard indexes based on postdialysis urea, then compared to the GSI. For URR, best estimator was ANN (error rate: ER% = 12.70), followed by modified URR (ER% = 17.46%), the Smye (ER% = 22.22), and standard URR (ER% = 23.81). For Kt/V, the Daugirdas equation and the ANN were similar (ER% = 9.52 and 11.11). The single-pool Kt/V (Kt/V(sp)) > or = 1.4 (ERA recommended) produced an ER% = 7.94 and a false positive rate (FPR%) equal to that shown by the ANN (FPR% = 3.17). According to the current threshold limits for HD dose adequacy, the ANN was a reliable and accurate tool for URR monitoring, better than the Smye and the modified URR methods. The use of the ANN urea estimation yields accurate results when used to calculate Kt/V. The Kt/V(sp) with an adequacy threshold of 1.4 is a superior approach for HD adequacy monitoring, suggesting that the current adequacy limits should be reviewed for both URR and Kt/V.
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Fernández JL, Valtuille R, Butera H, Fay F, Lef L, Rendo P. Influence of hemodialysis procedure on HCV RNA detection in serum and peripheral blood mononuclear cells. Ren Fail 2004; 26:369-73. [PMID: 15462103 DOI: 10.1081/jdi-120039819] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
AIM To assess whether hemodialysis procedure induces qualitative or quantitative changes in hepatitis C virus (HCV) RNA. METHODS We obtained blood samples in the 10 HCV RNA-positive patients of our hemodialysis unit before (sample I) and 5 min after a dialysis session (sample II), and before the next dialysis session (sample III). HCV RNA was tested by PCR in serum and peripheral blood mononuclear cells (PBMC). Serum viral load was measured by branched-DNA assay. RESULTS Serum HCV RNA was positive in samples I, II and III of the 10 patients. PBMC HCV RNA was detected in samples I, II and III of seven patients. Mean viral load was 1.43+/-0.99 Meq genome/mL in sample I, 0.86+/-0.40 Meq genome/mL in sample II and 1.27+/-0.56 Meq genome/mL in sample III. CONCLUSIONS HCV load was low in most HCV RNA-positive patients. It had a downward trend during dialysis procedure but HCV RNA remained detectable in all serum samples and in most PBMC samples. Therefore, qualitative HCV RNA seems to be better than viral load to assess HCV infection in hemodialysis patients.
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Fernández EA, Valtuille R, Willshaw P, Perazzo CA. Dialysate-side urea kinetics. Neural network predicts dialysis dose during dialysis. Med Biol Eng Comput 2003; 41:392-6. [PMID: 12892360 DOI: 10.1007/bf02348080] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Determination of the adequacy of dialysis is a routine but crucial procedure in patient evaluation. The total dialysis dose, expressed as Kt/V, has been widely recognised to be a major determinant of morbidity and mortality in haemodialysed patients. Many different factors influence the correct determination of Kt/V, such as urea sequestration in different body compartments, access and cardiopulmonary recirculation. These factors are responsible for urea rebound after the end of the haemodialysis session, causing poor Kt/V estimation. There are many techniques that try to overcome this problem. Some of them use analysis of blood-side urea samples, and, in recent years, on-line urea monitors have become available to calculate haemodialysis dose from dialysate-side urea kinetics. All these methods require waiting until the end of the session to calculate the Kt/V dose. In this work, a neural network (NN) method is presented for early prediction of the Kt/V dose. Two different portions of the dialysate urea concentration-time profile (provided by an on-line urea monitor) were analysed: the entire curve A and the first half B, using an NN to predict the Kt/V and compare this with that provided by the monitor. The NN was able to predict Kt/V is the middle of the 4h session (B data) without a significant increase in the percentage error (B data: 6.69% +/- 2.46%; A data: 5.58% +/- 8.77%, mean +/- SD) compared with the monitor Kt/V.
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Affiliation(s)
- E A Fernández
- Bioengineering Department, Favaloro University, Buenos Aires, Argentina.
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Valtuille R, Moretto H, Lef L, Rendo P, Fernández JL. Decline of high hepatitis C virus prevalence in a hemodialysis unit with no isolation measures during a 6-year follow-up. Clin Nephrol 2002; 57:371-5. [PMID: 12036197 DOI: 10.5414/cnp57371] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
AIMS It has been recently suggested that isolation measures may be necessary to avoid hepatitis C virus (HCV) spread in hemodialysis units with a high HCV prevalence. To assess the variation in prevalence and long-term incidence of HCV infection, we studied our hemodialysis patients during a 6-year follow-up period. MATERIAL AND METHODS We compared anti-HCV prevalence in 1994, 1996, 1998 and 2000 according to the anti-HCV status, and we analyzed the seroconversion of anti-HCV. Strict adherence to universal precautions has been fulfilled since 1993 and systematic anti-HCV testing in blood donors has been performed since 1994. No isolation measures were adopted. RESULTS In 1994,22 of 53 (41.5%) patients tested positive for anti-HCV; in 1996, 18 of 67 (26.9%); in 1998,9 of 75 (12.0%); and in 2000, 7 of 82 (8.5%) (p < 0.001). In 2000, 7 of 14 (50.0%) patients who had been attending the unit since 1994 and 0 of 68 (0%) who had entered after 1994 were anti-HCV-positive (p = 0.000). Eight of 1 71 (4.7%) patients who entered the unit and 24 of 142 (16.9%) who left it were anti-HCV-positive (p < 0.001). Two patients became anti-HCV-negative. Seroconversion of anti-HCV was observed in 3 patients. The yearly seroconversion rate was 0.5% during the period 1994-1996 (1 of 98 patients at risk), 0.5% during the period 1996-1998 (1 of 91 patients at risk), and 0.4% during the period 1998-2000 (1 of 120 patients at risk). CONCLUSIONS It was possible to reduce a high HCV prevalence in a hemodialysis unit when a low incidence was achieved without taking isolation measures. All anti-HCV-positive patients in 2000 had been undergoing hemodialysis since 1994.
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Abstract
GOALS To study transfusion-transmitted virus (TTV) infection in 75 patients on hemodialysis and examine its relationship with age, sex, duration of dialysis, history of transfusion, and chronic elevation of alanine aminotransferase (ALT) levels. STUDY Serum TTV was analyzed by polymerase chain reaction (PCR), TTV genotypes by restriction fragment length polymorphism, and hepatitis C virus (HCV) RNA by PCR. RESULTS Transfusion-transmitted virus was detected in 32 patients (42.7%). Transfusion-transmitted virus genotypes were as follows: G1 in 16 patients; G2, 3; G3, 1; G4, 2; G2-G5, 6; and unclassified, 4. Mean duration of dialysis was 37 +/- 32 months for TTV-positive patients and 43 +/- 37 months for TTV-negative patients (not significant). Twenty-seven (84%) TTV-positive patients and 27 (63%) TTV-negative patients had a history of transfusions ( p = 0.04). Chronic ALT elevation was observed in 9 patients; 5 of them were TTV-positive (16%) and 4 were TTV-negative (9%) (not significant). Four (40%) HCV RNA-positive patients and 5 (8%) HCV RNA-negative patients had chronic ALT elevation ( p = 0.003). Three TTV-positive patients with chronic ALT elevation were also infected with HCV. The two patients with isolated TTV infection did not have another clinical feature to explain their ALT elevation. CONCLUSIONS Transfusion-transmitted virus had a high prevalence in the patients on hemodialysis; genotype G1 accounts for half of the cases. Transfusion-transmitted virus infection depends on the transfusional antecedent but not on the duration of dialysis. Chronic ALT elevation is significantly associated with HCV infection but not TTV infection. However, TTV could be a causative agent of chronic ALT elevation in some patients.
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Affiliation(s)
- Rodolfo Valtuille
- RTC, Monte Grande, CDM, Bio Sidus, Department of Clinical Research, Buenos Aires, Argentina
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Fernández EA, Valtuille R, Willshaw P, Perazzo CA. Using artificial intelligence to predict the equilibrated postdialysis blood urea concentration. Blood Purif 2001; 19:271-85. [PMID: 11244187 DOI: 10.1159/000046955] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Total dialysis dose (Kt/V) is considered to be a major determinant of morbidity and mortality in hemodialyzed patients. The continuous growth of the blood urea concentration over the 30- to 60-min period following dialysis, a phenomenon known as urea rebound, is a critical factor in determining the true dose of hemodialysis. The misestimation of the equilibrated (true) postdialysis blood urea or equilibrated Kt/V results in an inadequate hemodialysis prescription, with predictably poor clinical outcomes for the patients. The estimation of the equilibrated postdialysis blood urea (eqU) is therefore crucial in order to estimate the equilibrated (true) Kt/V. In this work we propose a supervised neural network to predict the eqU at 60 min after the end of hemodialysis. The use of this model is new in this field and is shown to be better than the currently accepted methods (Smye for eqU and Daugirdas for eqKt/V). With this approach we achieve a mean difference error of 0.22 +/- 7.71 mg/ml (mean % error: 1.88 +/- 13.46) on the eqU prediction and a mean difference error for eqKt/V of -0.01 +/- 0.15 (mean % error: -0.95 +/- 14.73). The equilibrated Kt/V estimated with the eqU calculated using the Smye formula is not appropriate because it showed a great dispersion. The Daugirdas double-pool Kt/V estimation formula appeared to be accurate and in agreement with the results of the HEMO study.
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Fernandez JL, Valtuille R, Hidalgo A, del Pino N, Lef L, Rendo P. Hepatitis G virus infection in hemodialysis patients and its relationship with hepatitis C virus infection. Am J Nephrol 2000; 20:380-4. [PMID: 11092995 DOI: 10.1159/000013620] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Our aim was to study the characteristics of hepatitis G virus (HGV) infection in hemodialysis (HD) patients. We evaluated 108 patients from two different units (A: 67 patients; B: 41 patients). HGV RNA and HCV RNA were detected by PCR. Nineteen patients (17.6%) were HGV RNA positive (20.9% in unit A and 12.2% in unit B (NS)). HCV RNA was positive in 19 patients (17.6%) (28.4% in unit A and 0 in unit B (p < 0.01)). Eight patients were HGV RNA and HCV RNA positive (group I), 11 HGV RNA positive (group II), 11 HCV RNA positive (group III), and 78 negative for both viruses (group IV). Time on HD was 51.3 +/- 37.0 months for group I, 36.0 +/- 27.9 months for group II, 63.5 +/- 40.2 months for group III, and 26.4 +/- 27.1 months for group IV (p < 0.01 for I and III). Seven patients (87.5%) from group I, 9 (81.8%) from group II, 10 (90.9%) from group III, and 44 (56.4%) from group IV had a history of transfusion (p < 0.03 for I, II and III). Two patients (25%) from group I, none from group II, 5 (45.4%) from group III, and 6 (7.7%) from group IV had chronic ALAT elevation (p < 0.01 for I and III). We conclude that HGV infection was frequent in our HD patients, related to transfusions and independent of HCV prevalence, and that HGV infection itself was not a cause of ALAT elevation suggesting chronic hepatitis.
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MESH Headings
- Aged
- Alanine Transaminase/blood
- Argentina/epidemiology
- Female
- Flaviviridae/genetics
- Hepacivirus/genetics
- Hepatitis C/blood
- Hepatitis C/epidemiology
- Hepatitis, Viral, Human/blood
- Hepatitis, Viral, Human/epidemiology
- Hepatitis, Viral, Human/transmission
- Hepatitis, Viral, Human/virology
- Humans
- Infant, Newborn
- Male
- Middle Aged
- Prevalence
- RNA, Viral/analysis
- Renal Dialysis
- Transfusion Reaction
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Affiliation(s)
- J L Fernandez
- Department of Clinical Research, Bio Sidus, Buenos Aires, Argentina.
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Valtuille R, Fernández JL, Berridi J, Moretto H, del Pino N, Rendo P, Lef L. Evidence of hepatitis C virus passage across dialysis membrane. Nephron Clin Pract 1998; 80:194-6. [PMID: 9736819 DOI: 10.1159/000045166] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
The passage of hepatitis C virus (HCV) across the dialysis membrane is a controversial issue. We performed a study applying extreme conditions of permeability to the dialysis membrane and avoiding the use of heparin and dialysis bath that might interfere with polymerase chain reaction (PCR) results. We obtained samples from the ultrafiltrate at the beginning of 18 hemodialysis sessions carried out in 6 HCV RNA-positive patients. HCV RNA was detected by PCR in 3 (16.7%) ultrafiltrate samples belonging to 1 of the patients. HCV genotype was the same as that found in positive ultrafiltrate samples and in the serum corresponding to this patient. The viral load of this patient was under the levels detectable by the assay employed. Therefore, contamination of the ultrafiltrate may constitute a potential risk for HCV transmission in hemodialysis units.
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Affiliation(s)
- R Valtuille
- Terapia Sustitutiva Renal, Monte Grande, Buenos Aires, and Bio Sidus, Buenos Aires, Argentina
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