Heavy Metal Pollution and Assessment of the Bioaccumulation Potential of Earthworms from the Soil of Punjab, Pakistan
Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Sample Collection and Chemical Analysis
2.2.1. Sample Collection
2.2.2. Sample Preparation and Analytical Method
2.2.3. Quality Control and Analytical Method
2.3. Calculation of Pollution Level
Soil Geoaccumulation Index (Igeo) Method
2.4. Bioaccumulation Factor
2.5. Relationship Between Bioaccumulation Factor and Abiotic Factors Through Regression Analysis and Cluster Analysis
2.5.1. Regression Analysis
2.5.2. Cluster Analysis
3. Results
3.1. Pollution Level of Heavy Metals

3.2. Cluster Analysis
3.2.1. Cluster Analysis of Bioaccumulation Factor Across Central Punjab, Pakistan
3.2.2. Cluster Analysis of Heavy Metal Concentrations in Soil of Central Punjab, Pakistan
3.3. Bioaccumulation of Heavy Metals in Earthworms and Total Soil Content
3.4. Impacts of Abiotic Factors on the Bioaccumulation of Heavy Metals
3.5. Relationship Between Metal Concentration in Soil and Bioaccumulation of Heavy Metals in Earthworms
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Class | Sr | Zn | Ca | Cu | Fe | Mn | Co | Cr | Pb | Cd | Ni | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Oligochaeta | Mean | 1.24 | 0.75 | 2.01 | 1.24 | 0.22 | 1.28 | 0.39 | 0.34 | 0.23 | 0.28 | 1.71 |
| Range | (0.0048–6.82) | (0.18–3.83) | (0.15–8.18) | (0.41–2.72) | (0.00–1.13) | (0.0098–6.29) | (0.11–1.31) | (0.05–2.45) | (−0.45–1.06) | (0.07–1.31) | (−2.58–6.88) |
| Heavy Metal | Regression Equation | R2 |
|---|---|---|
| Strontium | Y = −0.1581x + 4199.8 | 0.0168 |
| Zinc | y = 0.007x + 0.6368 | 0.0001 |
| Calcium | y = 0.1092x + 0.038 | 0.02 |
| Copper | y = 0.0289x + 32.486 | 0.001 |
| Iron | y = −0.0421x + 1200.6 | 0.015 |
| Manganese | y = −0.1252x − 547.2 | 0.05 |
| Cobalt | y = 0.0105x + 1.7156 | 0.01 |
| Chromium | y = 0.0134x + 1.0694 | 0.01 |
| Lead | y = 0.1009x + 0.1196 | 0.03 |
| Cadmium | y = 23.614x + 267.12 | 0.001 |
| Nickle | y = 0.4763x + 0.5259 | 0.02 |
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Shen, T.; Altaf, J.; Abbas, G.; Naeem, M.; Riasat, M.; Sarwar, A.; Hussain, R.; Faisal, A.; Fatima, A.; Bashir, N.H.; et al. Heavy Metal Pollution and Assessment of the Bioaccumulation Potential of Earthworms from the Soil of Punjab, Pakistan. Biology 2026, 15, 306. https://doi.org/10.3390/biology15040306
Shen T, Altaf J, Abbas G, Naeem M, Riasat M, Sarwar A, Hussain R, Faisal A, Fatima A, Bashir NH, et al. Heavy Metal Pollution and Assessment of the Bioaccumulation Potential of Earthworms from the Soil of Punjab, Pakistan. Biology. 2026; 15(4):306. https://doi.org/10.3390/biology15040306
Chicago/Turabian StyleShen, Ting, Javaria Altaf, Ghulam Abbas, Muhammad Naeem, Maryam Riasat, Aqsa Sarwar, Rabiya Hussain, Aqsa Faisal, Areej Fatima, Nawaz Haider Bashir, and et al. 2026. "Heavy Metal Pollution and Assessment of the Bioaccumulation Potential of Earthworms from the Soil of Punjab, Pakistan" Biology 15, no. 4: 306. https://doi.org/10.3390/biology15040306
APA StyleShen, T., Altaf, J., Abbas, G., Naeem, M., Riasat, M., Sarwar, A., Hussain, R., Faisal, A., Fatima, A., Bashir, N. H., & Chen, H. (2026). Heavy Metal Pollution and Assessment of the Bioaccumulation Potential of Earthworms from the Soil of Punjab, Pakistan. Biology, 15(4), 306. https://doi.org/10.3390/biology15040306

