# Potentially toxic metals in small ruminant tissues: multivariate analysis and health risk assessment via Monte Carlo simulation

**Authors:** Alireza Fathi-Beyranvand, Azadeh Rashidimehr, Elaheh Askari, Fatemeh Esfarjani, Fatemeh Mohammadi-Nasrabadi

PMC · DOI: 10.1038/s41598-025-33838-2 · 2025-12-27

## TL;DR

This study analyzed metal levels in small ruminant tissues in Iran to assess food safety and health risks, finding some metals exceeded safe limits.

## Contribution

The study combines multivariate analysis and Monte Carlo simulation to evaluate health risks from metal contamination in small ruminants.

## Key findings

- Zinc, nickel, and lead levels in some samples exceeded FAO/WHO limits.
- Nickel in meat posed a moderate carcinogenic risk.
- Multivariate analysis linked certain metals to natural or anthropogenic sources.

## Abstract

Potentially toxic metal contamination in edible animal tissues is a major concern for food safety and public health. This study investigated the concentrations of essential and potentially toxic metals in the meat and liver of eighty small ruminants in Lorestan, Iran and assessed the risks associated with their consumption. Essential (Co, Se, Cu, Fe, Mg, Mn, and Zn) and potentially toxic (Ni, Cd, and Pb) metal concentrations were measured using ICP-OES. The sources and distribution patterns of essential and toxic trace metals were examined using multivariate statistical analyses including the Pearson correlation coefficient (PCC), principal component analysis (PCA) and hierarchical cluster analysis (HCA). Human health risk was evaluated using the lifetime cancer risk, the hazard ratio and the hazard index, and uncertainty in these parameters was quantified through Monte Carlo simulation. Most metals were present at concentrations consistent with international standards, whereas Zn with values from 75.33 to 132.5 mg/kg, Ni with values from 0.76 to 1.2 mg /kg and Pb with values from 0.12 to 0.65 mg/kg exceeded the limits recommended by FAO/WHO. The hazard index was less than one, indicating a low probability of non-carcinogenic effects. However, the lifetime cancer risk suggested a moderate carcinogenic risk associated with nickel in meat. Multivariate analysis showed that manganese, iron, copper and cadmium were primarily associated with natural terrestrial sources, while Ni, Pb and Zn were linked to anthropogenic inputs. These findings highlight the need to assess grazing environments and water sources, improve hygienic practices during slaughter and establish maximum permissible levels for trace elements to reinforce food safety monitoring.

The online version contains supplementary material available at 10.1038/s41598-025-33838-2.

## Linked entities

- **Chemicals:** Co (PubChem CID 281), Se (PubChem CID 5460640), Cu (PubChem CID 23978), Fe (PubChem CID 23925), Mg (PubChem CID 888), Mn (PubChem CID 23930), Zn (PubChem CID 23994), Ni (PubChem CID 934), Cd (PubChem CID 23973), Pb (PubChem CID 5352425)

## Full-text entities

- **Genes:** PC1 [NCBI Gene 443029]
- **Diseases:** oral cancer (MESH:D009062), alterations (MESH:D004408), skin allergies (MESH:D012871), decreased thyroid function (MESH:D013966), carcinogenesis (MESH:D063646), deficiency (MESH:D007153), respiratory tumors (MESH:D012142), vision (MESH:D014786), rashes (MESH:D005076), Carcinogenic (MESH:D011230), respiratory dysfunction (MESH:D012131), CSF (MESH:D009369), toxicity (MESH:D064420), peripheral nerve damage (MESH:D010523), loss of hearing (MESH:D034381), poisoning (MESH:D011041)
- **Chemicals:** Copper (MESH:D003300), Hg (MESH:D008628), Heavy metals (MESH:D019216), Se (MESH:D012643), aluminum (MESH:D000535), Manganese (MESH:D008345), Lead (MESH:D007854), H2O2 (MESH:D006861), water (MESH:D014867), Co (MESH:D003035), gold (MESH:D006046), vitamin B12 (MESH:D014805), calcium (MESH:D002118), Magnesium (MESH:D008274), As (MESH:D001151), HM (MESH:C100283), HCl (MESH:D006851), perchloric acid (MESH:C576518), Cadmium (MESH:D002104), PET (MESH:D011093), HNO3 (MESH:D017942), CBD (MESH:D002185), cannabinoids (MESH:D002186), HQ (-), Metal (MESH:D008670), Zinc (MESH:D015032), Ni (MESH:D009532), mineral (MESH:D008903), Fe (MESH:D007501), Cr (MESH:D002857)
- **Species:** Ovis aries (domestic sheep, species) [taxon 9940], Bos taurus (bovine, species) [taxon 9913], Saccharomyces cerevisiae (baker's yeast, species) [taxon 4932], Homo sapiens (human, species) [taxon 9606], Cannabis sativa (species) [taxon 3483], Capra hircus (domestic goat, species) [taxon 9925], Gallus gallus (bantam, species) [taxon 9031], Vicia sativa subsp. nigra (black-pod vetch, subspecies) [taxon 3909]

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12852769/full.md

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Source: https://tomesphere.com/paper/PMC12852769