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Yu W, Wanza P, Kwoba E, Mwangi T, Okotto-Okotto J, Trajano Gomes da Silva D, Wright JA. Modelling seasonal household variation in harvested rainwater availability: a case study in Siaya County, Kenya. NPJ CLEAN WATER 2023; 6:32. [PMID: 37073161 PMCID: PMC10099009 DOI: 10.1038/s41545-023-00247-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 03/23/2023] [Indexed: 05/03/2023]
Abstract
Rainwater harvesting reliability, the proportion of days annually when rainwater demand is fully met, is challenging to estimate from cross-sectional household surveys that underpin international monitoring. This study investigated the use of a modelling approach that integrates household surveys with gridded precipitation data to evaluate rainwater harvesting reliability, using two local-scale household surveys in rural Siaya County, Kenya as an illustrative case study. We interviewed 234 households, administering a standard questionnaire that also identified the source of household stored drinking water. Logistic mixed effects models estimated stored rainwater availability from household and climatological variables, with random effects accounting for unobserved heterogeneity. Household rainwater availability was significantly associated with seasonality, storage capacity, and access to alternative improved water sources. Most households (95.1%) that consumed rainwater faced insufficient supply of rainwater available for potable needs throughout the year, with intermittencies during the short rains for most households with alternative improved sources. Although not significant, stored rainwater lasts longer for households whose only improved water source was rainwater (301.8 ± 40.2 days) compared to those having multiple improved sources (144.4 ± 63.7 days). Such modelling analysis could enable rainwater harvesting reliability estimation, and thereby national/international monitoring and targeted follow-up fieldwork to support rainwater harvesting.
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Affiliation(s)
- Weiyu Yu
- School of Ecological Technology and Engineering, Shanghai Institute of Technology, Fengxian campus, Shanghai, 201418 China
- School of Geography and Environmental Science, University of Southampton, Building 44, Highfield campus, Southampton, SO17 1BJ UK
| | - Peggy Wanza
- Centre for Global Health Research, Kenya Medical Research Institute, P.O. BOX 1578-1400, Kisian campus, Kisumu-Busia Highway, Kisumu, Kenya
| | - Emmah Kwoba
- Centre for Global Health Research, Kenya Medical Research Institute, P.O. BOX 1578-1400, Kisian campus, Kisumu-Busia Highway, Kisumu, Kenya
| | - Thumbi Mwangi
- Centre for Global Health Research, Kenya Medical Research Institute, P.O. BOX 1578-1400, Kisian campus, Kisumu-Busia Highway, Kisumu, Kenya
- Paul G Allen School for Global Animal Health, Washington State University, Pullman, WA 99164-7090 USA
| | - Joseph Okotto-Okotto
- Victoria Institute for Research on Environment and Development (VIRED) International, P.O. BOX 6423-40103, off Nairobi Road, Rabuor, Kenya
| | - Diogo Trajano Gomes da Silva
- Environmental and Public Health Research and Enterprise Group, School of Applied Sciences, University of Brighton, Cockcroft Building, Lewes Road, Brighton, BN2 4GJ UK
| | - Jim A. Wright
- School of Geography and Environmental Science, University of Southampton, Building 44, Highfield campus, Southampton, SO17 1BJ UK
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Rahman MJ, Parvez SM, Rahman M, He FJ, Cunningham SA, Narayan KMV, Abedin J, Naser AM. Urinary Sodium Excretion and Obesity Markers among Bangladeshi Adult Population: Pooled Data from Three Cohort Studies. Nutrients 2022; 14:3000. [PMID: 35889957 PMCID: PMC9323227 DOI: 10.3390/nu14143000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 07/05/2022] [Accepted: 07/13/2022] [Indexed: 11/16/2022] Open
Abstract
We evaluated the relationship of urinary sodium excretion with a conditional mean, 10th and 90th percentiles of body mass index (BMI), and waist circumference among 10,034 person-visits of Bangladeshi population. We fitted linear mixed models with participant-level random intercept and restricted maximum likelihood estimation for conditional mean models; and quantile mixed-effect models with participant-level random intercept and Laplace estimation for 10th and 90th percentiles models. For each 100 mmol/24 h increase in urinary sodium excretion, participants had a 0.10 kg/m2 (95% CI: 0.00, 0.10) increase in the mean; a 0.39 kg/m2 (95% CI: 0.23, 0.54) increase in the 10th percentile; and a 0.59 kg/m2 (95% CI: 0.39, 0.78) increase in the 90th percentile of BMI. For each 100 mmol/24 h increase in urinary sodium excretion, participants had a 0.20 cm (95% CI: 0.10, 0.30) increase in mean; a 0.18 cm (95% CI: -0.03, 0.40) change in the 10th percentile; and a 0.23 cm (95% CI: 0.03, 0.43) increase in the 90th percentile of waist circumference. We found a modest association between urine sodium and conditional mean of BMI and waist circumference. The magnitude of associations between urine sodium and the 10th and 90th percentile BMI distributions were higher compared to the conditional mean models, suggesting high sodium intake could be more detrimental to underweight and obese participants.
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Affiliation(s)
- Musarrat J. Rahman
- International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, USA;
| | - Sarker M. Parvez
- Environmental Interventions Unit, Infectious Disease Division, International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b), Mohakhali, Dhaka 1212, Bangladesh; (S.M.P.); (M.R.)
| | - Mahbubur Rahman
- Environmental Interventions Unit, Infectious Disease Division, International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b), Mohakhali, Dhaka 1212, Bangladesh; (S.M.P.); (M.R.)
| | - Feng J. He
- Centre for Public Health and Policy, Wolfson Institute of Population Health, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK;
| | - Solveig A. Cunningham
- Emory Global Diabetes Research Center, Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA 30322, USA; (S.A.C.); (K.M.V.N.)
| | - K. M. Venkat Narayan
- Emory Global Diabetes Research Center, Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA 30322, USA; (S.A.C.); (K.M.V.N.)
| | - Jaynal Abedin
- Data Science Institute, National University of Ireland Galway, H91 TK33 Galway, Ireland;
| | - Abu Mohd Naser
- Division of Epidemiology, Biostatistics and Environmental Health, School of Public Health, University of Memphis, Memphis, TN 38152, USA
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Rosinger AY, Bethancourt H, Swanson ZS, Nzunza R, Saunders J, Dhanasekar S, Kenney WL, Hu K, Douglass MJ, Ndiema E, Braun DR, Pontzer H. Drinking water salinity is associated with hypertension and hyperdilute urine among Daasanach pastoralists in Northern Kenya. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 770:144667. [PMID: 33515884 PMCID: PMC7969420 DOI: 10.1016/j.scitotenv.2020.144667] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Revised: 11/20/2020] [Accepted: 12/15/2020] [Indexed: 05/30/2023]
Abstract
Water salinity is a growing global environmental health concern. However, little is known about the relation between water salinity and chronic health outcomes in non-coastal, lean populations. Daasanach pastoralists living in northern Kenya traditionally rely on milk, yet are experiencing socioecological changes and have expressed concerns about the saltiness of their drinking water. Therefore, this cross-sectional study conducted water quality analyses to examine how water salinity, along with lifestyle factors like milk intake, was associated with hypertension (blood pressure BP ≥140 mm Hg systolic or ≥90 mm Hg diastolic) and hyperdilute urine (urine specific gravity <1.003 g/mL, indicative of altered kidney function). We collected health biomarkers and survey data from 226 non-pregnant adults (46.9% male) aged 18+ from 134 households in 2019 along with participant observations in 2020. The salinity (total concentration of all dissolved salts) of reported drinking water from hand-dug wells in dry river beds, boreholes, and a pond ranged from 120 to 520 mg/L. Water from Lake Turkana and standpipes, which was only periodically used for consumption when no other drinking sources are available, ranged from 1100 to 2300 mg/L. Multiple logistic regression models with standard errors clustered on households indicate that each additional 100 mg/L of drinking water salinity was associated with 45% (95% CI: 1.09-1.93, P = 0.010) increased odds of hypertension and 33% (95% CI: 0.97-1.83, P = 0.075) increased odds of hyperdilute urine adjusted for confounders. Results were robust to multiple specifications of the models and sensitivity analyses. Daily milk consumption was associated with 61-63% (P < 0.01) lower odds of both outcomes. This considerable protective effect of milk intake may be due to the high potassium, magnesium, and calcium contents or the protective lifestyle considerations of moving with livestock. Our study results demonstrate that drinking water salinity may have critical health implications for blood pressure and kidney function even among lean, active pastoralists.
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Affiliation(s)
- Asher Y Rosinger
- Department of Biobehavioral Health, Pennsylvania State University, University Park, PA, United States of America; Department of Anthropology, Pennsylvania State University, State College, PA, United States of America.
| | - Hilary Bethancourt
- Department of Biobehavioral Health, Pennsylvania State University, University Park, PA, United States of America
| | - Zane S Swanson
- Department of Evolutionary Anthropology, Duke University, Durham, NC, United States of America
| | | | - Jessica Saunders
- Department of Evolutionary Anthropology, Duke University, Durham, NC, United States of America
| | - Shiva Dhanasekar
- Department of Anthropology, Emory University, Atlanta, GA, United States of America
| | - W Larry Kenney
- Department of Kinesiology, Pennsylvania State University, University Park, PA, United States of America
| | - Kebin Hu
- Department of Medicine, Pennsylvania State University, Hershey, PA, United States of America
| | - Matthew J Douglass
- College of Agricultural Sciences and Natural Resources and Agricultural Research Division, University of Nebraska-Lincoln, Lincoln, NE, United States of America
| | - Emmanuel Ndiema
- Department of Earth Sciences, National Museums of Kenya, Nairobi, Kenya
| | - David R Braun
- Center for the Advanced Study of Human Paleobiology, Department of Anthropology, The George Washington University, Washington, DC, United States of America; Department of Human Evolution, Max Planck Institute of Evolutionary Anthropology, 04103 Leipzig, Germany
| | - Herman Pontzer
- Department of Evolutionary Anthropology, Duke University, Durham, NC, United States of America; Global Health Institute, Duke University, Durham, NC, United States of America
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Naser AM, He FJ, Rahman M, Narayan KMV, Campbell NRC. Urinary Sodium Excretion and Blood Pressure Relationship across Methods of Evaluating the Completeness of 24-h Urine Collections. Nutrients 2020; 12:E2772. [PMID: 32932868 PMCID: PMC7551660 DOI: 10.3390/nu12092772] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Revised: 09/07/2020] [Accepted: 09/08/2020] [Indexed: 01/06/2023] Open
Abstract
We compared the sodium intake and systolic blood pressure (SBP) relationship from complete 24-h urine samples determined by several methods: self-reported no-missed urine, creatinine index ≥0.7, measured 24-h urine creatinine (mCER) within 25% and 15% of Kawasaki predicted urine creatinine, and sex-specific mCER ranges (mCER 15-25 mg/kg/24-h for men; 10-20 mg/kg/24-h for women). We pooled 10,031 BP and 24-h urine sodium data from 2143 participants. We implemented multilevel linear models to illustrate the shape of the sodium-BP relationship using the restricted cubic spline (RCS) plots, and to assess the difference in mean SBP for a 100 mmol increase in 24-h urine sodium. The RCS plot illustrated an initial steep positive sodium-SBP relationship for all methods, followed by a less steep positive relationship for self-reported no-missed urine, creatinine index ≥0.7, and sex-specific mCER ranges; and a plateaued relationship for the two Kawasaki methods. Each 100 mmol/24-h increase in urinary sodium was associated with 0.64 (95% CI: 0.34, 0.94) mmHg higher SBP for self-reported no-missed urine, 0.68 (95% CI: 0.27, 1.08) mmHg higher SBP for creatinine index ≥0.7, 0.87 (95% CI: 0.07, 1.67) mmHg higher SBP for mCER within 25% Kawasaki predicted urine creatinine, 0.98 (95% CI: -0.07, 2.02) mmHg change in SBP for mCER within 15% Kawasaki predicted urine creatinine, and 1.96 (95% CI: 0.93, 2.99) mmHg higher SBP for sex-specific mCER ranges. Studies examining 24-h urine sodium in relation to health outcomes will have different results based on how urine collections are deemed as complete.
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Affiliation(s)
- Abu Mohd Naser
- Emory Global Diabetes Research Center, Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA 30322, USA;
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA 30322, USA
| | - Feng J. He
- Centre for Environmental and Preventive Medicine, Wolfson Institute of Preventive Medicine, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London E1 2AD, UK;
| | - Mahbubur Rahman
- International Centre for Diarrhoeal Disease Research, Dhaka 1212, Bangladesh;
| | - K. M. Venkat Narayan
- Emory Global Diabetes Research Center, Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, GA 30322, USA;
| | - Norm R. C. Campbell
- Department of Medicine, O’Brien Institute of Public Health, Libin Cardiovascular Institute of Alberta at the University of Calgary, Calgary, AB T2N 4Z6, Canada;
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