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Xiao S, Wang Z, Zuo R, Zhou Y, Wang Z, Chen T, Liu N. Association of serum five heavy metals level with all-cause and cause-specific mortality: a large population-based cohort study. JOURNAL OF ENVIRONMENTAL SCIENCE AND HEALTH. PART A, TOXIC/HAZARDOUS SUBSTANCES & ENVIRONMENTAL ENGINEERING 2024; 59:130-154. [PMID: 38613167 DOI: 10.1080/10934529.2024.2339776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Accepted: 04/02/2024] [Indexed: 04/14/2024]
Abstract
The study aimed to explore the association between five heavy metals exposure (Cadmium, Lead, Mercury, Manganese, and Selenium) and mortality [all-cause, cardiovascular disease (CVD), and cancer-related]. We integrated the data into the National Health and Nutrition Examination Survey from 2011 to 2018 years. A total of 16,092 participants were recruited. The link between heavy metals exposure and mortality was analyzed by constructing a restricted cubic spline (RCS) curve, Cox proportional hazard regression model, and subgroup analysis. The RCS curve was used to show a positive linear relationship between Cadmium, Lead, and all-cause mortality. In contrast, there was a negative linear correlation between Mercury and all-cause mortality. Additionally, Manganese and Selenium also had a J-shaped and L-shaped link with all-cause mortality. The positive linear, positive linear, negative liner, J-shaped, and L-shaped relationships were observed for Cadmium, Lead, Mercury, Manganese, and Selenium and CVD mortality, respectively. Cadmium, Lead, Mercury, and Selenium were observed to exhibit positive linear, U-shaped, negative linear, and L-shaped relationships with cancer-related mortality, respectively. There was an increase and then a decrease in the link between Manganese and cancer-related morality. This study revealed the correlation between the content of different elements and different types of mortality in the U.S. general population.
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Affiliation(s)
- Shengjue Xiao
- Department of Cardiology, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, Jiangsu, China
| | - Zhenwei Wang
- Department of Cardiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
- Key Laboratory of Cardiac Injury and Repair of Henan Province, Zhengzhou, Henan, China
| | - Ronghua Zuo
- Department of Anesthesiology, Peking University Third Hospital, Beijing, China
| | - Yufei Zhou
- Department of Cardiology, Shanghai Institute of Cardiovascular Diseases, Zhongshan Hospital and Institutes of Biomedical Sciences, Fudan University, Shanghai, China
| | - Zhongkai Wang
- Department of Radiology, Center of Interventional Radiology & Vascular Surgery, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, P.R. China
| | - Tian Chen
- Department of Cardiology, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, Jiangsu, China
| | - Naifeng Liu
- Department of Cardiology, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, Jiangsu, China
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Njiru L, Yegon J, Mwithiga G, Micheni A, Gitari N, Mairura F. Restoring soil nutrient stocks using local inputs, tillage and sorghum-green gram intercropping strategies for drylands in Eastern Kenya. Heliyon 2023; 9:e20926. [PMID: 37876491 PMCID: PMC10590955 DOI: 10.1016/j.heliyon.2023.e20926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2023] [Revised: 08/07/2023] [Accepted: 10/11/2023] [Indexed: 10/26/2023] Open
Abstract
Soil macronutrient and micronutrient availability is particularly critical in semi-arid agro-ecological zones that are characterized by poor soil fertility and low rainfall regimes. An experiment was initiated in Siakago, Embu County to investigate the effects of tied-ridges, conventional tillage and input applications on soil nutrient fertility using a randomized complete block design with a split-split plot arrangement for 4 seasons (2018-2021). The treatments comprised of two main plot tillage systems, three cropping systems allocated to the sub-plots and four soil input management treatments assigned to sub-sub plots. ANOVA was used to test the effects of different treatments including tillage, crop system and soil fertility management using Genstat software. The data was also subjected to Principal Component Analysis procedures using R ("FactoMineR" and "factoextra") to examine the inter-relationship patterns between different soil fertility parameters and to reduce the data into independent soil fertility components. There were significant main effects due to crop system (Soil Mn), tillage and crop system interaction (SOC and TSN) and soil fertility management (TOC, TSN, Ca, Zn). Soil inputs significantly influenced soil carbon concentrations (p = 0.002), with the lowest values observed in the control (0.2 %), followed by sole fertilizer (0.35 %), manure + fertilizer (0.41 %) and the fully decomposed manure treatment (0.61 %). The soil-extracted manganese values recorded significant effects due to crop system, while soil-extracted Zn values were significant due to soil fertility management. Multivariate analysis results revealed the structure of soil nutrient distribution. Tied ridging can improve soil micronutrient availability through reduced soil erosion, conservation of soil organic matter, which can improve soil micronutrient availability. Soil conservation practices such as tied-ridging integrated with organic input applications can enhance multiple nutrient availability for improved crop performance and human nutrition in dryland farming systems where farmers lack soil moisture, technologies and resources to enhance crop nutrient availability.
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Affiliation(s)
- L.G. Njiru
- University of Embu, Department Water and Agricultural Resource Management, P.O. Box 6-, 601600, Embu, Kenya
| | - J.R. Yegon
- University of Embu, Department Water and Agricultural Resource Management, P.O. Box 6-, 601600, Embu, Kenya
| | - G. Mwithiga
- University of Embu, Department Water and Agricultural Resource Management, P.O. Box 6-, 601600, Embu, Kenya
| | - A. Micheni
- Kenya Agricultural and Livestock Research Organization, Food Crops Research Institute, P.O. Box 27 – , 60100, Embu, Kenya
| | - N.J. Gitari
- University of Embu, Department Water and Agricultural Resource Management, P.O. Box 6-, 601600, Embu, Kenya
| | - F.S. Mairura
- University of Embu, Department Water and Agricultural Resource Management, P.O. Box 6-, 601600, Embu, Kenya
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Morton CM, Pullabhotla H, Bevis L, Lobell DB. Soil micronutrients linked to human health in India. Sci Rep 2023; 13:13591. [PMID: 37604890 PMCID: PMC10442378 DOI: 10.1038/s41598-023-39084-8] [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: 05/12/2023] [Accepted: 07/20/2023] [Indexed: 08/23/2023] Open
Abstract
Trace soil minerals are a critical determinant of both crop productivity and the mineral concentration of crops, therefore potentially impacting the nutritional status of human populations relying on those crops. We link health data from nearly 0.3 million children and one million adult women across India with over 27 million soil tests drawn from a nationwide soil health program. We find that soil zinc availability is positively associated with children's linear height growth, and soil iron availability is positively associated with hemoglobin levels. The link between soil zinc and childhood stunting is particularly robust-a one standard deviation increase in satisfactory soil zinc tests is associated with approximately 11 fewer children stunted per 1000. We also find that this zinc-stunting relationship is strongest in wealthier households. Our results suggest that soil mineral availability impacts human nutritional status and health in at least some areas of India, and that agronomic fortification may be a beneficial intervention.
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Affiliation(s)
- Claire M Morton
- Mathematical and Computational Science Program, Stanford University, Stanford, USA.
| | | | - Leah Bevis
- Department of Agricultural, Environmental and Development Economics, Ohio State University, Columbus, USA
| | - David B Lobell
- Department of Earth System Science and Center on Food Security and the Environment, Stanford University, Stanford, USA
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Shafiq F, Ahmad A, Anwar S, Nisa MU, Iqbal M, Raza SH, Mahmood A, Ashraf M. Spinel nanocomposite (nMnZnFe 2O 4) synchronously promotes grain yield and Fe-Zn biofortification in non-aromatic rice. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2023; 201:107830. [PMID: 37352697 DOI: 10.1016/j.plaphy.2023.107830] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 05/15/2023] [Accepted: 06/08/2023] [Indexed: 06/25/2023]
Abstract
Soils deficient in essential micro-nutrients produce nutritionally starved crops that do not fulfill human nutritional requirements. This is getting serious since progressively increasing nutritional disorders are being diagnosed in residents of third-world countries like Pakistan. During this study, we synthesized a spinel nanocomposite (nMnZnFe2O4) and investigated its effectiveness in improving the micronutrient status and yield traits of rice. The nMnZnFe2O4 exhibited a cubic structure at the most prominent peak (311); a crystallite size of 44 nm, and an average grain size ranging from 7 to 9 μm. Foliar application of this nanocomposite was performed to 45 days old plants at concentrations 0, 10, 20, 30, 40, and 50 mg L-1, and data from rice plant parts (straw, husk, and grain) was recorded at maturity. Agronomic traits like the number of tillers, straw dry weight, root dry biomass, and grain yield per plant were improved by nMnZnFe2O4 application (+34.4% yield). Whereas some biochemical traits like amino acids, soluble sugars, flavonoids, and phenolics varied significantly in rice plant parts compared to the control. Above all, the maximum Zn and Fe concentrations in rice grain were recorded through foliar application of spinel nanocomposite (40 and 50 mg L-1). Therefore, results indicated that micronutrient supply in the form of a nanocomposite could positively regulate nutritional quality and rice grain yield.
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Affiliation(s)
- Fahad Shafiq
- Department of Botany, Government College University Lahore, Pakistan.
| | - Aqsa Ahmad
- Institute of Molecular Biology and Biotechnology, The University of Lahore, 54590, Lahore, Pakistan
| | - Sumera Anwar
- Department of Botany, Government College Women University Faisalabad, 38000, Faisalabad, Pakistan; Department of Biosciences, University of Durham, DH1 3LE, United Kingdom
| | - Mehr-Un Nisa
- Institute of Molecular Biology and Biotechnology, The University of Lahore, 54590, Lahore, Pakistan
| | - Muhammad Iqbal
- Department of Botany, Government College University Faisalabad, 38000, Faisalabad, Pakistan
| | - Syed Hammad Raza
- Department of Botany, Government College University Faisalabad, 38000, Faisalabad, Pakistan
| | - Arslan Mahmood
- Department of Physics, Government College University Faisalabad, 38000, Faisalabad, Pakistan
| | - Muhammad Ashraf
- Institute of Molecular Biology and Biotechnology, The University of Lahore, 54590, Lahore, Pakistan
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Dada OA, Mavengahama S, Kutu FR. Nutritional Quality and Popability of Popcorn ( Zea mays L. var. everta) in Response to Compost and NPK 20-7-3 Application under Dryland Condition of South Africa. INTERNATIONAL JOURNAL OF FOOD SCIENCE 2023; 2023:6115098. [PMID: 37360226 PMCID: PMC10287524 DOI: 10.1155/2023/6115098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/08/2022] [Revised: 04/21/2023] [Accepted: 05/20/2023] [Indexed: 06/28/2023]
Abstract
The dietary value of popcorn, an important snack, depends on its proximate and nutritional constituents, while the economic worth is based on popability and expansion traits of the kernels. There is paucity of information on how soil fertility influences or relates with popping potentials as well as quality of popcorn kernel in semi-arid region. Therefore, the proximate composition and popping parameters of popcorn in response to organic and inorganic fertilizers were investigated. The field trial was conducted in 2017-2019, and it comprised five amendment rates including 90 and 180 kg ha-1 NPK fertilizer and 4 and 8 t ha-1 compost and unamended treatment as the control. The trial was arranged in randomized complete block design in triplicate. Data on kernel yield, biomass, and harvest index were evaluated. Kernels were analysed for proximate composition and popping indices using standard procedures. Across the two seasons, mean protein (8.1%) and fibre (10.2%) contents were highest in kernels from plots fertilized with NPK at 180 kg ha-1, while grains from plots fertilized with 8 t ha-1 compost had the highest moisture (19.3%) and starch (50.1%) contents. The highest kernel expansion of 54.18 cm3 g-1 and 77.6% popped kernels were obtained in plots fertilized with 4 t ha-1 compost. Most of the kernels (61%) were small-sized caryopsis. Popability is significantly associated with volume expansion (r = 0.696). Proximate components and popability improved greatly in compost-augmented field relative to the unfertilized plots. Application of 4 or 8 t ha-1 sorted municipal solid waste compost to Luvisol enhanced growth and nutritional quality of popcorn. In view of promoting nutrient cycling towards improving soil fertility without compromising environmental health, compost is comparable and a good alternative to fossil-based mineral fertilizers.
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Affiliation(s)
- Oyeyemi A. Dada
- Food Security and Safety Niche Area Research Group, North-West University, Mafikeng Campus, Mmabatho 2735, South Africa
- Department of Crop Protection and Environmental Biology, University of Ibadan, Nigeria
| | - Sydney Mavengahama
- Food Security and Safety Niche Area Research Group, North-West University, Mafikeng Campus, Mmabatho 2735, South Africa
| | - Funso R. Kutu
- School of Agricultural Sciences, University of Mpumalanga, Mbombela 1200, South Africa
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Abdu AO, De Groote H, Joy EJM, Kumssa DB, Broadley MR, Gashu D. Zinc agronomic biofortification of staple crops may be a cost-effective strategy to alleviate zinc deficiency in Ethiopia. Front Nutr 2022; 9:1037161. [PMID: 36438724 PMCID: PMC9686331 DOI: 10.3389/fnut.2022.1037161] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Accepted: 10/25/2022] [Indexed: 11/02/2023] Open
Abstract
BACKGROUND Inadequate dietary zinc (Zn) supplies and Zn deficiency (ZnD) are prevalent in Ethiopia, where cereals are major dietary sources, yet low in bioavailable Zn. Zinc agronomic biofortification (ZAB) of staple crops through application of Zn fertilizers may contribute to alleviating ZnD. However, large-scale promotion and adoption of ZAB requires evidence of the feasibility and public health benefits. This paper aimed to quantify the potential cost-effectiveness of ZAB of staple crops for alleviating ZnD in Ethiopia. METHODS Current burden of ZnD among children in Ethiopia was quantified using a disability-adjusted life years (DALYs) framework. Evidence on baseline dietary Zn intake, cereal consumption, and fertilizer response ratio was compiled from existing literature and secondary data sources. Reduction in the burden of ZnD attributable to ZAB of three staple cereals (maize, teff, and wheat) via granular and foliar Zn fertilizer applications was calculated under optimistic and pessimistic scenarios. The associated costs for fertilizer, labor, and equipment were estimated in proportion to the cropping area and compared against DALYs saved and the national Gross Domestic Product capita-1. RESULTS An estimated 0.55 million DALYs are lost annually due to ZnD, mainly due to ZnD-related mortality (91%). The ZAB of staple cereals via granular Zn fertilizer could reduce the burden of ZnD by 29 and 38% under pessimistic and optimistic scenarios, respectively; the respective values for ZAB via foliar application were 32 and 40%. The ZAB of staple cereals via granular fertilizer costs US$502 and US$505 to avert each DALY lost under optimistic and pessimistic scenarios, respectively; the respective values for ZAB via foliar application were US$226 and US$ 496. Foliar Zn application in combination with existing pesticide use could reduce costs to US$260-353 for each DALY saved. Overall, ZAB of teff and wheat were found to be more cost-effective in addressing ZnD compared to maize, which is less responsive to Zn fertilizer. CONCLUSION ZAB of staple crops via granular or foliar applications could be a cost-effective strategy to address ZnD, which can be integrated with the existing fertilizer scheme and pesticide use to minimize the associated costs.
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Affiliation(s)
- Abdu Oumer Abdu
- Center for Food Science and Nutrition, Addis Ababa University, Addis Ababa, Ethiopia
| | - Hugo De Groote
- Sustainable Agrifood Systems Program, International Maize and Wheat Improvement Center (CIMMYT), Nairobi, Kenya
| | - Edward J M Joy
- Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, London, United Kingdom
- Rothamsted Research, West Common, Harpenden, United Kingdom
| | - Diriba B Kumssa
- School of Biosciences, University of Nottingham, Loughborough, United Kingdom
| | - Martin R Broadley
- Rothamsted Research, West Common, Harpenden, United Kingdom
- School of Biosciences, University of Nottingham, Loughborough, United Kingdom
| | - Dawd Gashu
- Center for Food Science and Nutrition, Addis Ababa University, Addis Ababa, Ethiopia
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Dobermann A, Bruulsema T, Cakmak I, Gerard B, Majumdar K, McLaughlin M, Reidsma P, Vanlauwe B, Wollenberg L, Zhang F, Zhang X. Responsible plant nutrition: A new paradigm to support food system transformation. GLOBAL FOOD SECURITY 2022. [DOI: 10.1016/j.gfs.2022.100636] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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Silver WL, Perez T, Mayer A, Jones AR. The role of soil in the contribution of food and feed. Philos Trans R Soc Lond B Biol Sci 2021; 376:20200181. [PMID: 34365816 PMCID: PMC8349637 DOI: 10.1098/rstb.2020.0181] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/20/2021] [Indexed: 12/23/2022] Open
Abstract
Soils play a critical role in the production of food and feed for a growing global population. Here, we review global patterns in soil characteristics, agricultural production and the fate of embedded soil nutrients. Nitrogen- and organic-rich soils supported the highest crop yields, yet the efficiency of nutrient utilization was concentrated in regions with lower crop productivity and lower rates of chemical fertilizer inputs. Globally, soil resources were concentrated in animal feed, resulting in large inefficiencies in nutrient utilization and losses from the food system. Intercontinental transport of soil-derived nutrients displaced millions of tonnes of nitrogen and phosphorus annually, much of which was ultimately concentrated in urban waste streams. Approximately 40% of the global agricultural land area was in small farms providing over 50% of the world's food and feed needs but yield gaps and economic constraints limit the ability to intensify production on these lands. To better use and protect soil resources in the global food system, policies and actions should encourage shifts to more nutrient-efficient diets, strategic intensification and technological improvement, restoration and maintenance of soil fertility and stability, and enhanced resilience in the face of global change. This article is part of the theme issue 'The role of soils in delivering Nature's Contributions to People'.
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Affiliation(s)
- W. L. Silver
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, CA 94720, USA
| | - T. Perez
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, CA 94720, USA
- Centro de Ciencias Atmosféricas y Biogeoquímica, IVIC, Caracas, Venezuela
| | - A. Mayer
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, CA 94720, USA
| | - A. R. Jones
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, CA 94720, USA
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Soil zinc, serum zinc, and the potential for agronomic biofortification to reduce human zinc deficiency in Ethiopia. Sci Rep 2021; 11:8770. [PMID: 33888842 PMCID: PMC8062485 DOI: 10.1038/s41598-021-88304-6] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Accepted: 04/07/2021] [Indexed: 11/08/2022] Open
Abstract
Human zinc deficiency is a global public health problem. Many African soils are zinc deficient (ZnD), indicating fertilizers could increase crop yields and grain Zn levels, thereby increasing Zn in the food supply and alleviating human Zn deficiency. To analyze associations among soil Zn, human Zn deficiency, and child nutritional status, we combined the Ethiopian soil Zn map and the Ethiopian National Micronutrient Survey (ENMS). ENMS provides representative, georeferenced data on child nutritional status using anthropometry of children under five years old (CU5) and on human Zn deficiency among CU5 and women of reproductive age (WRA) using the recommended biomarker, serum Zn. ZnD soils mostly occur in lower altitudes, which are less populated and outside the main crop-producing areas. Serum Zn deficiencies were high, and correlated to soil Zn for children, but not for WRA. About 4 million Ethiopian CU5 are ZnD, and, of these, about 1.5 million live on low-Zn soils (< 2.5 mg/kg), while 0.3 million live on ZnD soils (< 1.5 mg/kg). Therefore, if Zn fertilizers are only applied on ZnD soils, their impact on child Zn deficiency may be limited. Greater impact is possible if Zn fertilizers are applied to soils with sufficient Zn for plant growth and if this results in increased grain Zn. Optimal soil Zn levels for plant and human nutrition may be different, and context-specific optimal levels for the latter must be determined to develop nutrition-sensitive fertilizer policies and recommendations.
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Hengl T, Miller MAE, Križan J, Shepherd KD, Sila A, Kilibarda M, Antonijević O, Glušica L, Dobermann A, Haefele SM, McGrath SP, Acquah GE, Collinson J, Parente L, Sheykhmousa M, Saito K, Johnson JM, Chamberlin J, Silatsa FBT, Yemefack M, Wendt J, MacMillan RA, Wheeler I, Crouch J. African soil properties and nutrients mapped at 30 m spatial resolution using two-scale ensemble machine learning. Sci Rep 2021; 11:6130. [PMID: 33731749 PMCID: PMC7969779 DOI: 10.1038/s41598-021-85639-y] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Accepted: 03/03/2021] [Indexed: 01/31/2023] Open
Abstract
Soil property and class maps for the continent of Africa were so far only available at very generalised scales, with many countries not mapped at all. Thanks to an increasing quantity and availability of soil samples collected at field point locations by various government and/or NGO funded projects, it is now possible to produce detailed pan-African maps of soil nutrients, including micro-nutrients at fine spatial resolutions. In this paper we describe production of a 30 m resolution Soil Information System of the African continent using, to date, the most comprehensive compilation of soil samples ([Formula: see text]) and Earth Observation data. We produced predictions for soil pH, organic carbon (C) and total nitrogen (N), total carbon, effective Cation Exchange Capacity (eCEC), extractable-phosphorus (P), potassium (K), calcium (Ca), magnesium (Mg), sulfur (S), sodium (Na), iron (Fe), zinc (Zn)-silt, clay and sand, stone content, bulk density and depth to bedrock, at three depths (0, 20 and 50 cm) and using 2-scale 3D Ensemble Machine Learning framework implemented in the mlr (Machine Learning in R) package. As covariate layers we used 250 m resolution (MODIS, PROBA-V and SM2RAIN products), and 30 m resolution (Sentinel-2, Landsat and DTM derivatives) images. Our fivefold spatial Cross-Validation results showed varying accuracy levels ranging from the best performing soil pH (CCC = 0.900) to more poorly predictable extractable phosphorus (CCC = 0.654) and sulphur (CCC = 0.708) and depth to bedrock. Sentinel-2 bands SWIR (B11, B12), NIR (B09, B8A), Landsat SWIR bands, and vertical depth derived from 30 m resolution DTM, were the overall most important 30 m resolution covariates. Climatic data images-SM2RAIN, bioclimatic variables and MODIS Land Surface Temperature-however, remained as the overall most important variables for predicting soil chemical variables at continental scale. This publicly available 30-m Soil Information System of Africa aims at supporting numerous applications, including soil and fertilizer policies and investments, agronomic advice to close yield gaps, environmental programs, or targeting of nutrition interventions.
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Affiliation(s)
- Tomislav Hengl
- EnvirometriX Ltd, Wageningen, The Netherlands ,OpenGeoHub Foundation, Wageningen, The Netherlands
| | - Matthew A. E. Miller
- Innovative Solutions for Decision Agriculture Ltd (iSDA), Harpenden, United Kingdom
| | | | - Keith D. Shepherd
- grid.435643.30000 0000 9972 1350World Agroforestry (ICRAF), Nairobi, Kenya
| | - Andrew Sila
- grid.435643.30000 0000 9972 1350World Agroforestry (ICRAF), Nairobi, Kenya
| | - Milan Kilibarda
- grid.7149.b0000 0001 2166 9385Department of Geodesy and Geoinformatics, Faculty of Civil Engineering, University of Belgrade, Belgrade, Serbia
| | - Ognjen Antonijević
- grid.7149.b0000 0001 2166 9385Department of Geodesy and Geoinformatics, Faculty of Civil Engineering, University of Belgrade, Belgrade, Serbia
| | | | | | - Stephan M. Haefele
- grid.418374.d0000 0001 2227 9389Rothamsted Research, Harpenden, United Kingdom
| | - Steve P. McGrath
- grid.418374.d0000 0001 2227 9389Rothamsted Research, Harpenden, United Kingdom
| | - Gifty E. Acquah
- grid.418374.d0000 0001 2227 9389Rothamsted Research, Harpenden, United Kingdom
| | - Jamie Collinson
- Innovative Solutions for Decision Agriculture Ltd (iSDA), Harpenden, United Kingdom
| | | | | | - Kazuki Saito
- Africa Rice Center (AfricaRice), Bouaké, Côte d’Ivoire
| | | | - Jordan Chamberlin
- International Maize and Wheat Improvement Centre (CIMMYT), Nairobi, Kenya
| | | | - Martin Yemefack
- Sustainable Tropical Solutions (STS) Sarl, Yaoundéc, Cameroon
| | - John Wendt
- grid.507822.a0000 0001 1957 6702International Fertilizer Development Center (IFDC), Muscle Shoals, AL USA
| | | | - Ichsani Wheeler
- EnvirometriX Ltd, Wageningen, The Netherlands ,OpenGeoHub Foundation, Wageningen, The Netherlands
| | - Jonathan Crouch
- Innovative Solutions for Decision Agriculture Ltd (iSDA), Harpenden, United Kingdom
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Kihara J, Bolo P, Kinyua M, Rurinda J, Piikki K. Micronutrient deficiencies in African soils and the human nutritional nexus: opportunities with staple crops. ENVIRONMENTAL GEOCHEMISTRY AND HEALTH 2020; 42:3015-3033. [PMID: 31902042 PMCID: PMC7429550 DOI: 10.1007/s10653-019-00499-w] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Accepted: 12/18/2019] [Indexed: 05/23/2023]
Abstract
A synthesis of available agronomic datasets and peer-reviewed scientific literature was conducted to: (1) assess the status of micronutrients in sub-Saharan Africa (SSA) arable soils, (2) improve the understanding of the relations between soil quality/management and crop nutritional quality and (3) evaluate the potential profitability of application of secondary and micronutrients to key food crops in SSA, namely maize (Zea mays L.), beans (Phaseolus spp. and Vicia faba L.), wheat (Triticum aestivum L.) and rice (Oryza sativa L.). We found that there is evidence of widespread but varying micronutrient deficiencies in SSA arable soils and that simultaneous deficiencies of multiple elements (co-occurrence) are prevalent. Zinc (Zn) predominates the list of micronutrients that are deficient in SSA arable soils. Boron (B), iron (Fe), molybdenum (Mo) and copper (Cu) deficiencies are also common. Micronutrient fertilization/agronomic biofortification increases micronutrient concentrations in edible plant organs, and it was profitable to apply fertilizers containing micronutrient elements in 60-80% of the cases. However, both the plant nutritional quality and profit had large variations. Possible causes of this variation may be differences in crop species and cultivars, fertilizer type and application methods, climate and initial soil conditions, and soil chemistry effects on nutrient availability for crop uptake. Therefore, micronutrient use efficiency can be improved by adapting the rates and types of fertilizers to site-specific soil and management conditions. To make region-wide nutritional changes using agronomic biofortification, major policy interventions are needed.
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Affiliation(s)
- J Kihara
- International Center for Tropical Agriculture (CIAT), Nairobi, Kenya.
| | - P Bolo
- International Center for Tropical Agriculture (CIAT), Nairobi, Kenya
| | - M Kinyua
- International Center for Tropical Agriculture (CIAT), Nairobi, Kenya
| | - J Rurinda
- International Plant Nutrition Institute (IPNI), Nairobi, Kenya
| | - K Piikki
- International Center for Tropical Agriculture (CIAT), Nairobi, Kenya
- Swedish University of Agricultural Sciences (SLU), Skara, Uppsala, Sweden
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