Submitted:
13 July 2026
Posted:
14 July 2026
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Review Question
2.2. Inclusion/exclusion Criteria
2.3. Types of Participants
2.4. Exposure of Interest
2.5. Concept, Context, and Outcomes
2.6. Search Methods
2.7. Study Selection
2.8. Data Extraction and Synthesis of the Literature
3. Results
4. Discussion
5. Conclusions
Supplementary Materials
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| NAFLD | Non-Alcoholic Fatty Liver Disease |
| MAFLD | Metabolic Associated Fatty-Liver Disease |
References
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| Author/y | Objective | Study type | Data source | Country | Follow-up period |
Blood lead level determination? | NAFLD definition | Association between lead and NAFLD |
Summary of the relationship between lead and NAFLD |
Model adjustment (confounders) |
|---|---|---|---|---|---|---|---|---|---|---|
| Betanzos-Robledo 2021 | This study aims to estimate the association between cumulative lead exposure during early life from 1 to 4 years of age with biomarkers of hepatic steatosis in young adulthood in a Mexico City bith cohort. |
Population cohort study | Young adults from the Early Life Exposure in Mexico to Environmental Toxicants (ELEMENT) project |
Mexico | From 1994 to 2016 |
Childhood blood samples were collected annually from ages 1-4 years. |
Liver fat content on MRI ≥5% | Positive association | Individuals in the higher quartile of childhood blood lead level had higher hepatic fat content (beta=5,67 95% CI: 1,89-9,44) |
Sex, birth weight, breatfeeding and mother’s education, smoking habits, energy intake, sitting hours per day and BMI |
| Chung 2020 | We explored the sex-specific relationships of blood lead, mercury and cadmium levels with hepatic steatosis and hepatic fibrosis, using the hepatic steatosis index and fibrosis 4 index |
Population cross sectional |
Korea National Health and Nutrition Examination Survey (KNHANES) in 2016 and 2017. |
South Korea | No follow-up |
Blood lead levels were measured in venous whole- blood samples. |
Hepatic steatosis was defined by a Hepatic Steatosis Index ≥36. Hepatic fibrosis was defined by a FIB-4 score >2.67 |
Positive corelation | Blood lead levels were positively correlated with higher HSI values (MEN: r=0,085; p<0,001 - WOMEN: r=0,073; p<0.001) and higher FIB-4 values (MEN: 0,184; p<0.001 - WOMEN: r=0,2; p<0.001). |
N/A |
| Moon 2022 | “We employed a nationally representative adult population who participated in the Korean National Environmental Health Survey 2015-2017 and explored the associations of heavy metal exposure with obesity and obesity- related traits such as |
Population cross sectional |
Korean National Environmental Health Survey 2015-2017 |
South Korea | No follow- up |
Blood lead was measure in blood using a graphite furnance atomic absorption spectrometry |
Hepatic steatosis index (HSI) was employed to determine NAFLD cases. HSI≥36 was considered to indicate NAFLD. |
Positive Association | AST and GGT were positively associated with higher levels of blood lead. There were no significant risk-adjusted odds of NAFLD with blood lead levels |
Age, sex, cigarette smoking, alcohol drinking, exercise and education levels. |
| Author/y | Outcome definition | BLL Quartile 1 | BLL Quartile 2 | BLL Quartile 3 | BLL Quartile 4 | ||||
|---|---|---|---|---|---|---|---|---|---|
| Values | Association | Values | Association | Values | Association | Values | Association | ||
| Wan 2022 | NAFLD= liver steatosis in US | ≤ 3.1 ug/dL | Ref | > 3.1, ≤ 4.7 ug/dL | OR=1,05, 95% CI: 0,84-1,3 | >4.7, ≤ 6.6 ug/dL | OR=1,4, 95% CI:1,13-1,74* | > 6.6 ug/dL | OR=1,32, 95% CI:1,18-1,49* |
| MAFLD$ | ≤ 3.1 ug/dL | Ref | > 3.1, ≤ 4.7 ug/dL | OR=1,08, 95% CI:0,86-1,8 | >4.7, ≤ 6.6 ug/dL | OR=1,39, 95% CI: 1,12-1,73* | > 6.6 ug/dL | OR=1,3, 95% CI:1,16-1,46* | |
| Moon 2022 | HSI≥36 indicated NAFLD. | <1,26 ug/dL | Ref | 1.26-<1.71 μg/dL | OR=1,14, 95% CI:0,84-1,54 | 1.71-<2.32 μg/dL | OR=1,37, 95% CI:0,96-1,96 | ≥2.32 μg/dL | OR=1,32, 95% CI:0,93-1,88 |
| Betanzos-Robledo 2021 | Liver fat content on MRI | 10,16-18,71 ug/dL | Ref | 18,75-23,17 ug/dL | β=-0,08, 95% CI:-4,16 to 4,01 | 23,43-27,55 ug/dL | β=0,86, 95% CI:-3,23 to 4,94 | 28,27-47,32 ug/dL | β=5,32, 95% CI:1,24 to 9,40* |
| Reja 2020 | Advanced fibrosis= NFS> 0.676 | <0,635 ug/dL | Ref | 0.635–1.01 ug/dL | OR=2,79, 95% CI:1,39-5,63* | 1.01–1.62 ug/dL | OR=3,74, 95% CI: 2,01-6,96* | >1.62 ug/dL | OR=5,93, 95% CI: 2,88-12,24* |
| Zhai 2017 | Liver steatosis in US (males) | ≤ 3,60 ug/dL | Ref | 3,61-5,29 ug/dL | OR=1,69, 95% CI:0,84-3,41 | 5,30-7,28 ug/dL | OR=1,83, 95% CI: 0,87-3,85 | ≥7,29 ug/dL | OR=2,16, 95% CI:0,98-4,7 |
| Liver steatosis in US (Women) | ≤ 3,60 ug/dL | Ref | 3,61-5,29 ug/dL | OR=1,38, 95% CI:0,95-2 | 5,30-7,28 ug/dL | OR=1,49, 95% CI:1,02-2,18* | ≥7,29 ug/dL | OR=1,61, 95% CI:1,08-2,4* | |
| Liver steatosis in US (Prevalence in males) | ≤ 3,60 ug/dL | 35,3% | 3,61-5,29 ug/dL | 37,7% | 5,30-7,28 ug/dL | 42,7% | ≥7,29 ug/dL | 47,3% | |
| Liver steatosis in US (Prevalence in Women) | ≤ 3,60 ug/dL | 34,1% | 3,61-5,29 ug/dL | 39,1% | 5,30-7,28 ug/dL | 42,5% | ≥7,29 ug/dL | 48,5% | |
| Cave 2010 | NAFLD=ALT elevation in the absence of other identifiable causes of liver disease. | 0,8-1,3 ug/dL | Ref | 1,3-1,90 ug/dL | OR= 1.2, 95% CI:0.9-1.7 | 1,90-3,3 ug/dL | OR=1.5, 95% CI: 1,0-2,1 | >3,3 ug/dL | OR=1,6, 95%CI:1,1-2,3* |
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