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Kurzhagen JT, Titze S, Büschges-Seraphin B, Schiffer M, Schneider MP, Eckardt KU, Hilgers KF. Spot urinary sodium in CKD patients: correlation with 24h-excretion and evaluation of commonly used prediction equations. BMC Nephrol 2024; 25:210. [PMID: 38937680 PMCID: PMC11212440 DOI: 10.1186/s12882-024-03639-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Accepted: 06/12/2024] [Indexed: 06/29/2024] Open
Abstract
BACKGROUND Salt intake in CKD patients can affect cardiovascular risk and kidney disease progression. Twenty-four hour (24h) urine collections are often used to investigate salt metabolism but are cumbersome to perform. We assessed urinary sodium (U-Na) concentration in spot urine samples and investigated the correlation with 24h U-Na excretion and concentration in CKD patients under nephrological care. Further, we studied the role of CKD stage and diuretics and evaluated the performance of commonly used formulas for the prediction of 24h U-Na excretion from spot urine samples. METHODS One hundred eight patients of the German Chronic Kidney Disease (GCKD) study were included. Each participant collected a 24h urine and two spot urine samples within the same period. The first spot urine sample (AM) was part of the second morning urine. The second urine sample was collected before dinner (PM). Patients were advised to take their medication as usual without changing dietary habits. U-Na concentrations in the two spot urine samples and their average ((AM + PM)/2) were correlated with U-Na concentration and total Na excretion in the 24h urine collections. Correlations were subsequently studied after stratification by CKD stage and diuretic intake. The usefulness of three commonly applied equations to estimate 24h U-Na excretion from spot urine samples (Kawasaki, Tanaka and Intersalt) was determined using Bland-Altman plots, analyses of sensitivity, specificity, as well as positive (PPV) and negative predictive values (NPV). RESULTS Participants (42 women, 66 men) were on average (± SD) 62.2 (± 11.9) years old, with a mean serum creatinine of 1.6 (± 0.5) mg/dl. 95% had arterial hypertension, 37% diabetes mellitus and 55% were on diuretics. The best correlation with 24h U-Na total excretion was found for the PM spot U-Na sample. We also found strong correlations when comparing spot and 24h urine U-Na concentration. Correction of spot U-Na for U-creatinine did not improve strength of correlations. Neither CKD stage, nor intake of diuretics had significant impact on these correlations. All examined formulas revealed a significant mean bias. The lowest mean bias and the strongest correlation between estimated and measured U-Na excretion in 24h were obtained using the Tanaka-formula. Also, application of the Tanaka-formula with PM U-Na provided best sensitivity, specificity, PPV and NPV to estimate U-Na excretion > 4g/d corresponding to a salt consumption > 10g/d. CONCLUSION U-Na concentration of spot urine samples correlated with 24h U-Na excretion especially when PM spot U-Na was used. However, correlation coefficients were relatively low. Neither CKD stage nor intake of diuretics appeared to have an influence on these correlations. There was a significant bias for all tested formulas with the Tanaka-formula providing the strongest correlation with measured 24h U-Na excretion. In summary, using spot urine samples together with the Tanaka-formula in epidemiological studies appears feasible to determine associations between approximate salt intake and outcomes in CKD patients. However, the usefulness of spot-urine samples to guide and monitor salt consumption in individual patients remains limited.
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Affiliation(s)
- Johanna T Kurzhagen
- Department of Nephrology and Hypertension, University of Erlangen-Nuremberg, Medizinische Klinik 4, Universitätsklinikum Erlangen, Erlangen, Germany.
| | - Stephanie Titze
- Department of Nephrology and Hypertension, University of Erlangen-Nuremberg, Medizinische Klinik 4, Universitätsklinikum Erlangen, Erlangen, Germany
- Kassenärztliche Bundesvereinigung, Berlin, Germany
| | | | - Mario Schiffer
- Department of Nephrology and Hypertension, University of Erlangen-Nuremberg, Medizinische Klinik 4, Universitätsklinikum Erlangen, Erlangen, Germany
| | - Markus P Schneider
- Department of Nephrology and Hypertension, University of Erlangen-Nuremberg, Medizinische Klinik 4, Universitätsklinikum Erlangen, Erlangen, Germany
| | - Kai-Uwe Eckardt
- Department of Nephrology and Hypertension, University of Erlangen-Nuremberg, Medizinische Klinik 4, Universitätsklinikum Erlangen, Erlangen, Germany
- Department of Nephrology and Medical Intensive Care, Charité - University Medicine Berlin, Berlin, Germany
| | - Karl F Hilgers
- Department of Nephrology and Hypertension, University of Erlangen-Nuremberg, Medizinische Klinik 4, Universitätsklinikum Erlangen, Erlangen, Germany
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Hariri M, Ramezani AM, Shamshirgaran SM, Gholami A. Is a spot urine sample a good substitution to estimate 24-h urinary sodium excretion in a population ≥ 50 years old? A validation study. Eur J Nutr 2023; 62:3277-3286. [PMID: 37580619 DOI: 10.1007/s00394-023-03217-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2022] [Accepted: 07/18/2023] [Indexed: 08/16/2023]
Abstract
PURPOSE A variety of prediction equations have been able to estimate 24-h urinary sodium excretion from spot urine samples; however, Iranians over the age of 50 have not been compared and verified. Using spot urine samples as a substitute for 24-h urine samples to estimate 24-h urine sodium excretion among the population age 50 and older are the purpose of this study. METHODS A 24-h urinary sodium excretion was studied by well-known Kawasaki, INTERSALT, Tanaka, and World Health Organization/Pan American Health Organization (WHO/PAHO) formulas. On 360 individuals, the mean bias, agreements between estimated and measured values, correlation, absolute and relative differences, and misclassification rates were evaluated for four equations. RESULTS As a result, the mean urinary sodium excretion for a 24-h period was 136.3 ± 52.21 mmol/24-h, which corresponds to a calculated intake of 9.1 ± 3.8 g of salt per day. According to the WHO/PAHO formula, the mean bias between measured values and estimated 24-h urinary sodium excretion is - 21.6 mg/day (95% confidence interval (CI) - 144.8, 101.6 mg/day), which is the smallest difference compared with the other three formulas. The lowest rate of individual misclassification of salt intake was 40% for WHO/PAHO, especially for those who consumed less than 9 g/day, while Kawasaki had the lowest misclassification rate at higher levels of salt intake. CONCLUSION As a result of our research, the WHO/PAHO equations accurately predict 24-h urinary sodium excretion among Iranians aged ≥ 50 more than other equations, both at the population level and at the individual level. However, further study is needed in regard to different ages in Iran.
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Affiliation(s)
- Mitra Hariri
- Noncommunicable Diseases Research Center, Neyshabur University of Medical Sciences, Neyshabur, Iran
| | - Amir M Ramezani
- Healthy Ageing Research Centre, Neyshabur University of Medical Sciences, Neyshabur, Iran
| | - Seyed Morteza Shamshirgaran
- Healthy Ageing Research Centre, Neyshabur University of Medical Sciences, Neyshabur, Iran
- Department of Epidemiology and Biostatistics, School of Public Health, Neyshabur University of Medical Sciences, Neyshabur, Iran
| | - Ali Gholami
- Noncommunicable Diseases Research Center, Neyshabur University of Medical Sciences, Neyshabur, Iran.
- Department of Epidemiology and Biostatistics, School of Public Health, Neyshabur University of Medical Sciences, Neyshabur, Iran.
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Serum Aldosterone and Urine Electrolytes Dynamics in Response to DASH Diet Intervention – an Inpatient Mechanistic Study. J Clin Transl Sci 2022; 6:e84. [PMID: 35949658 PMCID: PMC9305085 DOI: 10.1017/cts.2022.394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 04/17/2022] [Accepted: 04/18/2022] [Indexed: 11/07/2022] Open
Abstract
Background: Methods: Results: Conclusion:
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Mann SJ, Gerber LM. Addressing the problem of inaccuracy of measured 24-hour urine collections due to incomplete collection. J Clin Hypertens (Greenwich) 2019; 21:1626-1634. [PMID: 31631523 DOI: 10.1111/jch.13696] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2019] [Revised: 07/11/2019] [Accepted: 07/22/2019] [Indexed: 11/27/2022]
Abstract
The 24-hour urine collection is widely considered the gold standard for assessing 24-hour excretion of various analytes. Yet, studies show that >30% of collections are incomplete and hence understate the true 24-hour excretion. We previously validated an equation for estimating an individual's 24-hour creatinine excretion, based on weight, sex, race, and age. The present study examines whether routinely correcting measured 24-hour excretion of an analyte using the ratio of estimated to measured 24-hour urine creatinine mitigates the misleadingly low values that result from undercollection. Ninety-nine participants, recruited from an outpatient hypertension clinic, submitted a 24-hour urine collection for measurement of creatinine and sodium excretion. The urine collections were dichotomized into complete (n = 63) and incomplete (n = 36) collections based on previously described criteria for expected 24-hour creatinine excretion. To adjust for possible incompleteness of collections, the measured 24-hour values were then corrected by multiplying them by the ratio of estimated to measured 24-hour urine creatinine. The mean 24-hour creatinine excretion was 1682 mg/d among complete collectors. Among incomplete collectors, the mean was 1211 mg/d before and 1695 mg/d after, adjustment. Similarly, mean 24-hour sodium excretion was 156 mEq/d among complete collectors, whereas among incomplete collectors it was 121 mEq/d before and 171 mEq/d after, adjustment. Undercollection of 24-hour urines is a common problem and results in misleadingly low values for excretion of analytes being measured. Routine adjustment of 24-hour urine values using estimated values for 24-hour creatinine excretion can greatly mitigate artifactually low 24-hour excretion results.
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Affiliation(s)
- Samuel J Mann
- Division of Nephrology and Hypertension, Department of Medicine, Hypertension Center, Weill Cornell Medicine, New York, NY, USA
| | - Linda M Gerber
- Division of Nephrology and Hypertension, Department of Medicine, Hypertension Center, Weill Cornell Medicine, New York, NY, USA.,Division of Biostatistics and Epidemiology, Department of Healthcare Policy and Research, Weill Cornell Medicine, New York, NY, USA
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Estimating sodium intake from spot urine samples at population level: a validation and application study in French adults. Br J Nutr 2019; 122:186-194. [PMID: 31006386 DOI: 10.1017/s0007114519000886] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The aim of this study was to assess the validity of the predictive INTERSALT equation using spot urine samples to estimate 24-h urinary Na (24-hUNa) excretion and daily Na intake among the French adult population. Among 193 French adults ('validation sample'), we assessed the validity by comparing predicted 24-hUNa excretion from spot urine and measured 24-hUNa excretion from 24-h urine collections. Spearman correlation coefficients and Bland-Altman plots were used and we calculated calibration coefficients. In a nationally representative sample of 1720 French adults ('application sample'), the calibrated predictive equation was then applied to the spot urine Na values to estimate 24-hUNa excretion and daily Na intake. In that sample, predicted Na intake was compared with that estimated from 24-h dietary recalls. Results were adjusted and corrected using calibration coefficients. In the validation sample, the measured 24-hUNa excretion was on average 14 % higher than the predicted 24-hUNa (+13 % for men and +16 % for women). Correlation between measured and predicted 24-hUNa excretion was moderate (Spearman r 0·42), and the Bland-Altman plots showed underestimation at lower excretion level and overestimation at higher level. In the application study, estimated daily salt intake was 8·0 g/d using dietary recalls, 8·1 g/d using predicted INTERSALT equation and 9·3 g/d after applying calibration coefficients calculated in the validation study. Despite overall underestimation of 24-hUNa excretion by spot urinary Na, the use of predictive INTERSALT equation remains an acceptable alternative in monitoring global Na intake/excreted in the French population but its use is not advised at the individual level.
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Jędrusik P, Symonides B, Gaciong Z. Comparison of three formulas to estimate 24-hour urinary sodium and potassium excretion in patients hospitalized in a hypertension unit. ACTA ACUST UNITED AC 2018; 12:457-469. [DOI: 10.1016/j.jash.2018.03.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2017] [Revised: 02/02/2018] [Accepted: 03/20/2018] [Indexed: 10/17/2022]
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Jędrusik P, Symonides B, Wojciechowska E, Gryglas A, Gaciong Z. Diagnostic value of potassium level in a spot urine sample as an index of 24-hour urinary potassium excretion in unselected patients hospitalized in a hypertension unit. PLoS One 2017; 12:e0180117. [PMID: 28662194 PMCID: PMC5491125 DOI: 10.1371/journal.pone.0180117] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2017] [Accepted: 06/11/2017] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Primary hyperaldosteronism may be associated with elevated 24-hour urinary potassium excretion. We evaluated the diagnostic value of spot urine (SU) potassium as an index of 24-hour urinary potassium excretion. METHODS We measured SU and 24-hour urinary collection potassium and creatinine in 382 patients. Correlations between SU and 24-hour collections were assessed for potassium levels and potassium/creatinine ratios. We used the PAHO formula to estimate 24-hour urinary potassium excretion based on SU potassium level. The agreement between estimated and measured 24-hour urinary potassium excretion was evaluated using the Bland-Altman method. To evaluate diagnostic performance of SU potassium, we calculated areas under the curve (AUC) for SU potassium/creatinine ratio and 24-hour urinary potassium excretion estimated using the PAHO formula. RESULTS Strongest correlation between SU and 24-hour collection was found for potassium/creatinine ratio (r = 0.69, P<0.001). The PAHO formula underestimated 24-hour urinary potassium excretion by mean 8.3±18 mmol/d (95% limits of agreement -28 to +44 mmol/d). Diagnostic performance of SU potassium/creatinine ratio was borderline good only if 24-hour urinary potassium excretion was largely elevated (AUC 0.802 for 120 mmol K+/24 h) but poor with lower values (AUC 0.696 for 100 mmol K+/24 h, 0.636 for 80 mmol K+/24 h, 0.675 for 40 mmol K+/24 h). Diagnostic performance of 24-hour urinary potassium excretion estimated by the PAHO formula was excellent with values above 120 mmol/d and good with lower values (AUC 0.941 for 120 mmol K+/24 h, 0.819 for 100 mmol K+/24 h, 0.823 for 80 mmol K+/24 h, 0.836 for 40 mmol K+/24 h). CONCLUSIONS Spot urine potassium/creatinine ratio might be a marker of increased 24-hour urinary potassium excretion and a potentially useful screening test when reliable 24-hour urine collection is not available. The PAHO formula allowed estimation of the 24-hour urinary potassium excretion based on SU measurements with reasonable clinical accuracy.
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Affiliation(s)
- Piotr Jędrusik
- Department of Internal Medicine, Hypertension and Vascular Diseases, Medical University of Warsaw, Warsaw, Poland
- * E-mail:
| | - Bartosz Symonides
- Department of Internal Medicine, Hypertension and Vascular Diseases, Medical University of Warsaw, Warsaw, Poland
| | - Ewa Wojciechowska
- Student Society at the Department of Internal Medicine, Hypertension and Vascular Diseases, Medical University of Warsaw, Warsaw, Poland
| | - Adam Gryglas
- Student Society at the Department of Internal Medicine, Hypertension and Vascular Diseases, Medical University of Warsaw, Warsaw, Poland
| | - Zbigniew Gaciong
- Department of Internal Medicine, Hypertension and Vascular Diseases, Medical University of Warsaw, Warsaw, Poland
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Yasutake K, Moriguchi R, Kajiyama T, Miyazaki H, Abe S, Masuda T, Imai K, Iwamoto M, Tsuda H, Obe M, Kawate H, Ueno H, Ono M, Goromaru R, Ohe K, Enjoji M, Tsuchihashi T, Nakano S. Interannual study of spot urine-evaluated sodium excretion in young Japanese women. J Clin Hypertens (Greenwich) 2017; 19:653-660. [DOI: 10.1111/jch.13025] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2016] [Revised: 02/06/2017] [Accepted: 02/13/2017] [Indexed: 11/28/2022]
Affiliation(s)
| | - Ririko Moriguchi
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Tomomi Kajiyama
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Hitomi Miyazaki
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Shimako Abe
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Takashi Masuda
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Katsumi Imai
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Masako Iwamoto
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Hiroko Tsuda
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Masayo Obe
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Hisaya Kawate
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Hiromi Ueno
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Misaki Ono
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Ryoko Goromaru
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
| | - Kenji Ohe
- Health Care Center; Fukuoka University; Fukuoka Japan
| | | | | | - Shuji Nakano
- Health Promotion Center; Nakamura Gakuen University; Fukuoka Japan
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Yasutake K, Nagafuchi M, Izu R, Kajiyama T, Imai K, Murata Y, Ohe K, Enjoji M, Tsuchihashi T. Sodium and potassium urinary excretion levels of preschool children: Individual, daily, and seasonal differences. J Clin Hypertens (Greenwich) 2017; 19:577-583. [DOI: 10.1111/jch.12966] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2016] [Revised: 11/22/2016] [Accepted: 12/03/2016] [Indexed: 11/29/2022]
Affiliation(s)
- Kenichiro Yasutake
- Department of Nutritional Sciences; Faculty of Nutritional Sciences; Nakamura Gakuen University; Fukuoka Japan
| | - Mikako Nagafuchi
- Division of Early Childhood Care and Education; Nakamura Gakuen Junior College; Fukuoka Japan
| | | | - Tomomi Kajiyama
- Department of Nutritional Sciences; Faculty of Nutritional Sciences; Nakamura Gakuen University; Fukuoka Japan
| | - Katsumi Imai
- Department of Nutritional Sciences; Faculty of Nutritional Sciences; Nakamura Gakuen University; Fukuoka Japan
| | - Yusuke Murata
- Health Care Center; Fukuoka University; Fukuoka Japan
| | - Kenji Ohe
- Health Care Center; Fukuoka University; Fukuoka Japan
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Smartphone technology facilitates dietary change in healthy adults. Nutrition 2017; 33:343-347. [DOI: 10.1016/j.nut.2016.08.003] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2016] [Revised: 07/22/2016] [Accepted: 08/06/2016] [Indexed: 11/18/2022]
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Abstract
It is widely accepted that sodium is an essential nutritional electrolyte and its deficiency is associated with neurological sequelae and poor growth. The provision of an adequate sodium intake to preterm neonates is hampered by the technical difficulty in clinically assessing total body sodium content. As addressed in this review, there is a lack of consensus on the definition of hyponatremia early in life, but there is no evidence that it should deviate from the widely accepted normative data for adult subjects. A low urinary sodium content is accepted by many as reflecting total body sodium deficiency, yet spot urinary sodium measurements are of questionable clinical value. The hormonal regulation of sodium homeostasis is here reviewed and the mechanism accounting for sodium deficiency-induced growth impairment in preterm infants addressed. Lastly, we provide evidence-based gestational and postnatal age-dependent recommendations for the provision of adequate sodium intake to preterm neonates.
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Mizéhoun-Adissoda C, Houehanou C, Chianéa T, Dalmay F, Bigot A, Preux PM, Bovet P, Houinato D, Desport JC. Estimation of Daily Sodium and Potassium Excretion Using Spot Urine and 24-Hour Urine Samples in a Black Population (Benin). J Clin Hypertens (Greenwich) 2015; 18:634-40. [DOI: 10.1111/jch.12722] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2015] [Revised: 09/04/2015] [Accepted: 09/07/2015] [Indexed: 01/11/2023]
Affiliation(s)
- Carmelle Mizéhoun-Adissoda
- INSERM, UMR_S 1094; Tropical Neuroepidemiology; Institute of Neuroepidemiology and Tropical Neurology; CNRS FR 3503 GEIST; Limoges France
- Laboratory of Chronic and Neurological Diseases Epidemiology (LEMACEN); Faculty of Health Science; University of Abomey-Calavi; Cotonou Benin
- Unit of Nutrition; CHU Limoges; Limoges France
| | - Corine Houehanou
- INSERM, UMR_S 1094; Tropical Neuroepidemiology; Institute of Neuroepidemiology and Tropical Neurology; CNRS FR 3503 GEIST; Limoges France
- Laboratory of Chronic and Neurological Diseases Epidemiology (LEMACEN); Faculty of Health Science; University of Abomey-Calavi; Cotonou Benin
| | - Thierry Chianéa
- Department of Biochemistry and Molecular Genetics; CHU Limoges; Limoges France
| | - François Dalmay
- INSERM, UMR_S 1094; Tropical Neuroepidemiology; Institute of Neuroepidemiology and Tropical Neurology; CNRS FR 3503 GEIST; Limoges France
| | - André Bigot
- Department of Pharmacy; Faculty of Health Science; University of Abomey-Calavi; Cotonou Benin
| | - Pierre-Marie Preux
- INSERM, UMR_S 1094; Tropical Neuroepidemiology; Institute of Neuroepidemiology and Tropical Neurology; CNRS FR 3503 GEIST; Limoges France
| | - Pascal Bovet
- University Institute of Social and Preventive Medicine; Lausanne Switzerland
| | - Dismand Houinato
- INSERM, UMR_S 1094; Tropical Neuroepidemiology; Institute of Neuroepidemiology and Tropical Neurology; CNRS FR 3503 GEIST; Limoges France
- Laboratory of Chronic and Neurological Diseases Epidemiology (LEMACEN); Faculty of Health Science; University of Abomey-Calavi; Cotonou Benin
| | - Jean-Claude Desport
- INSERM, UMR_S 1094; Tropical Neuroepidemiology; Institute of Neuroepidemiology and Tropical Neurology; CNRS FR 3503 GEIST; Limoges France
- Unit of Nutrition; CHU Limoges; Limoges France
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