Peter Mafimisebi, Yusuf Usmana, Akinbobola Ogundiran
{"title":"Spatio-Seasonal Distribution, Source Apportionment, and Human Health Risk Assessment of Heavy Metals in Apodu Reservoir, Kwara State, Nigeria","authors":"Peter Mafimisebi, Yusuf Usmana, Akinbobola Ogundiran","doi":"10.1007/s12061-026-10023-0","DOIUrl":null,"url":null,"abstract":"<div><p>Tropical freshwater reservoirs are vulnerable to heavy metal contamination from geogenic weathering and diffuse anthropogenic inputs, yet integrated assessments combining seasonal, spatial, source, and health-risk dimensions remain scarce in Nigeria. This study quantified six heavy metals (As, Cd, Cr, Fe, Mn, Pb) in surface water from Apodu Reservoir, Kwara State, Nigeria. Sixty-one samples were collected across wet (May 2024) and dry (February 2025) seasons from inflow, transitional, and lacustrine zones. Concentrations were determined by atomic absorption spectrometry and analysed using paired t-tests, Moran’s I, Getis-Ord General G, principal component analysis (PCA), and USEPA health risk indices. All concentrations fell below WHO and NSDWQ drinking-water guideline limits. Wet-season Fe and Mn were significantly higher (<i>p</i> < 0.001 after Bonferroni correction), consistent with reductive dissolution of Fe/Mn oxyhydroxides and catchment flushing. No significant spatial autocorrelation was detected (<i>p</i> > 0.05), indicating broadly uniform, non-clustered distributions. PCA tentatively indicated mixed geogenic and diffuse anthropogenic controls, with no single dominant source resolvable. Non-carcinogenic risk was minimal (HI < 1) for both age groups. Arsenic alone exceeded the 1 × 10⁻⁴ carcinogenic threshold (ILCR = 1.155 × 10⁻⁴, children; 1.135 × 10⁻⁴, adults), while Cr, Cd, and Pb remained within the acceptable 10⁻⁶–10⁻⁴ range. Combined ΣILCR reached 1.996 × 10⁻⁴ (children) and 1.891 × 10⁻⁴ (adults) under conservative upper-bound assumptions, exceeding the threshold cumulatively. These findings establish a quantitative baseline for Apodu Reservoir and a transferable framework for tropical reservoirs across sub-Saharan Africa facing similar diffuse inputs and censored trace-metal data.</p></div>","PeriodicalId":46392,"journal":{"name":"Applied Spatial Analysis and Policy","volume":"19 4","pages":""},"PeriodicalIF":3.1000,"publicationDate":"2026-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Applied Spatial Analysis and Policy","FirstCategoryId":"90","ListUrlMain":"https://link.springer.com/article/10.1007/s12061-026-10023-0","RegionNum":4,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENVIRONMENTAL STUDIES","Score":null,"Total":0}
引用次数: 0
Abstract
Tropical freshwater reservoirs are vulnerable to heavy metal contamination from geogenic weathering and diffuse anthropogenic inputs, yet integrated assessments combining seasonal, spatial, source, and health-risk dimensions remain scarce in Nigeria. This study quantified six heavy metals (As, Cd, Cr, Fe, Mn, Pb) in surface water from Apodu Reservoir, Kwara State, Nigeria. Sixty-one samples were collected across wet (May 2024) and dry (February 2025) seasons from inflow, transitional, and lacustrine zones. Concentrations were determined by atomic absorption spectrometry and analysed using paired t-tests, Moran’s I, Getis-Ord General G, principal component analysis (PCA), and USEPA health risk indices. All concentrations fell below WHO and NSDWQ drinking-water guideline limits. Wet-season Fe and Mn were significantly higher (p < 0.001 after Bonferroni correction), consistent with reductive dissolution of Fe/Mn oxyhydroxides and catchment flushing. No significant spatial autocorrelation was detected (p > 0.05), indicating broadly uniform, non-clustered distributions. PCA tentatively indicated mixed geogenic and diffuse anthropogenic controls, with no single dominant source resolvable. Non-carcinogenic risk was minimal (HI < 1) for both age groups. Arsenic alone exceeded the 1 × 10⁻⁴ carcinogenic threshold (ILCR = 1.155 × 10⁻⁴, children; 1.135 × 10⁻⁴, adults), while Cr, Cd, and Pb remained within the acceptable 10⁻⁶–10⁻⁴ range. Combined ΣILCR reached 1.996 × 10⁻⁴ (children) and 1.891 × 10⁻⁴ (adults) under conservative upper-bound assumptions, exceeding the threshold cumulatively. These findings establish a quantitative baseline for Apodu Reservoir and a transferable framework for tropical reservoirs across sub-Saharan Africa facing similar diffuse inputs and censored trace-metal data.
期刊介绍:
Description
The journal has an applied focus: it actively promotes the importance of geographical research in real world settings
It is policy-relevant: it seeks both a readership and contributions from practitioners as well as academics
The substantive foundation is spatial analysis: the use of quantitative techniques to identify patterns and processes within geographic environments
The combination of these points, which are fully reflected in the naming of the journal, establishes a unique position in the marketplace.
RationaleA geographical perspective has always been crucial to the understanding of the social and physical organisation of the world around us. The techniques of spatial analysis provide a powerful means for the assembly and interpretation of evidence, and thus to address critical questions about issues such as crime and deprivation, immigration and demographic restructuring, retailing activity and employment change, resource management and environmental improvement. Many of these issues are equally important to academic research as they are to policy makers and Applied Spatial Analysis and Policy aims to close the gap between these two perspectives by providing a forum for discussion of applied research in a range of different contexts
Topical and interdisciplinaryIncreasingly government organisations, administrative agencies and private businesses are requiring research to support their ‘evidence-based’ strategies or policies. Geographical location is critical in much of this work which extends across a wide range of disciplines including demography, actuarial sciences, statistics, public sector planning, business planning, economics, epidemiology, sociology, social policy, health research, environmental management.
FocusApplied Spatial Analysis and Policy will draw on applied research from diverse problem domains, such as transport, policing, education, health, environment and leisure, in different international contexts. The journal will therefore provide insights into the variations in phenomena that exist across space, it will provide evidence for comparative policy analysis between domains and between locations, and stimulate ideas about the translation of spatial analysis methods and techniques across varied policy contexts. It is essential to know how to measure, monitor and understand spatial distributions, many of which have implications for those with responsibility to plan and enhance the society and the environment in which we all exist.
Readership and Editorial BoardAs a journal focused on applications of methods of spatial analysis, Applied Spatial Analysis and Policy will be of interest to scholars and students in a wide range of academic fields, to practitioners in government and administrative agencies and to consultants in private sector organisations. The Editorial Board reflects the international and multidisciplinary nature of the journal.