Evidence map›Paper›PMID 41326899›Full record

ArticleBiological trace element research2026

Monte Carlo-Based Assessment of Toxic Metal Contaminations in Urban Agricultural Systems: A Case Study of Lead, Cadmium, and Copper in Vegetables and Fish from Nigeria.

Eudora Nwanaforo, Cecilia N Obasi, Ismail Olawale Akande, John Kanayochukwu Nduka, Chideraa Courage Offor, Prosper Manu Abdulai, Godswill J Udom, Orish Ebere Orisakwe

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Article in Biological trace element research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Eudora NwanaforoDepartment of Experimental Pharmacology & Toxicology, Faculty of Pharmacy, University of Port Harcourt, Port Harcourt, Choba, PMB, 5323, Nigeria.
Cecilia N ObasiDepartment of Experimental Pharmacology & Toxicology, Faculty of Pharmacy, University of Port Harcourt, Port Harcourt, Choba, PMB, 5323, Nigeria.
Ismail Olawale AkandeBasic Sciences (Physics Unit), Faculty of Science, Adeleke University, Ede, Osun State, PMB 250, Nigeria.
John Kanayochukwu NdukaEnvironmental Chemistry and Toxicology Research Unit, Pure and Industrial Chemistry Department, Nnamdi Azikiwe University, Awka, Anambra State, P.M.B 5025, Nigeria.
Chideraa Courage OfforEnvironmental Chemistry and Toxicology Research Unit, Pure and Industrial Chemistry Department, Nnamdi Azikiwe University, Awka, Anambra State, P.M.B 5025, Nigeria.
Prosper Manu AbdulaiAfrican Centre of Excellence for Public Health and Toxicological Research (ACE-PUTOR), University of Port Harcourt, Port Harcourt, Choba, PMB, 5323, Nigeria.
Godswill J UdomDepartment of Pharmacology & Toxicology, Federal University of Oye-Ekiti, Oye-Ekiti, Ekiti State, Nigeria.
Orish Ebere OrisakweAdvanced Research Centre, European University of Lefke, Lefke, Northern Cyprus, TR-10 Mersin, Turkey. orishebere@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Urban agricultural systems in industrial areas face escalating threats from heavy metal contamination, endangering ecosystem stability and public health. This study investigates the spatial distribution, bioaccumulation, and health risks associated with heavy metals across the environmental media and food items in three Nigerian cities: Owerri, Aba, and Port Harcourt, using deterministic and stochastic (Monte Carlo simulation) approaches. Atomic absorption spectrophotometry (AAS) analysis revealed that toxic metal levels in soils followed the same order Pb > Cu > Cd in Owerri and Port Harcourt, but exhibits different order Pb > Cd > Cu in Aba site. Similarly, the trends of increase of toxic metal concentration recorded for water in Aba were Cd > Cu > Pb, whereas Owerri and Port Harcourt share the same trend of Pb > Cd > Cu. However, all three locations had the same order of Pb > Cd > Cu for toxic metals in fish and vegetables. Whereas the deterministic risk assessment approach revealed that the cadmium had the highest ILCR, exceeding the international acceptable threshold of 1 × 10⁻⁶ (USEPA’s) in all the sites for the entire sample examined, suggesting cadmium as the most hazardous contaminant in the media and food items. Meanwhile, the Monte Carlo simulated results for Pb and Cd in the most realistic assessment suggested that an average of five (5) individuals in a million populations have a probability of developing cancer effects over long-term exposure to contaminants. Also, the correlation analysis conducted showed that soil and vegetables had strong statistical positive relationships (Pb-Cd: r = 0.79; Cd-Cu: r = 0.91; p < 0.01), suggesting industrial emissions and poor waste management as key drivers of exposure. These findings mandate urgent policy reforms, including phyto-remediation initiatives, industrial effluent controls, and community awareness programs to mitigate the exposure rate.

Indexed as

CadmiumCopperFishesFood ContaminationLeadSoil PollutantsVegetablesAgricultureAnimalsCitiesEnvironmental MonitoringMetals, HeavyMonte Carlo MethodNigeriaCadmiumCopperLeadMetals, HeavySoil PollutantsContaminationEnvironmental pollutionHeavy metalsNigeriaPublic healthUrban agriculture

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.