Association between brominated flame retardants exposure and markers of oxidative stress in US adults: An analysis based on the National Health and Nutrition Examination Survey 2007-2016

Association between brominated flame retardants and heart failure in U.S. adults: A cross-sectional analysis of national health and nutrition examination survey 2005-2016

BACKGROUND

Brominated flame retardants (BFRs) are environmental pollutants widely used in consumer products, which accumulate in human tissues. Despite their prevalence, the potential impact of BFRs on cardiovascular health, particularly heart failure (HF), remains insufficiently explored.

OBJECTIVES

This study aims to investigate the association between BFR exposure and the prevalence of HF in U.S. adults.

METHODS

Data were obtained from the National Health and Nutrition Examination Survey (NHANES) 2005-2016. To assess the relationship between BFR exposure and HF prevalence, weighted generalized linear regressions (GLMs) were applied. Restricted cubic splines (RCS) were used to examine potential nonlinear associations. Additionally, quantile-weighted quantile sum (WQS) regression and quantile g-computation (QGC) analysis were performed to evaluate the overall effect of BFR mixtures on HF.

RESULTS

A total of 6,931 individuals participated, with 219 diagnosed with HF. In the adjusted Model 3, BFRs including PBDE28, PBDE47, PBDE85, PBDE99, PBDE100, PBDE154, and PBB153 were significantly associated with increased odds of HF (all p < 0.05). RCS analysis revealed a significant nonlinear relationship between serum BFRs and HF. The WQS analysis showed a positive association between combined BFR exposure and HF (OR: 1.694; 95 % CI: 1.264, 2.270; p < 0.001), and QGC analysis similarly showed a significant positive association (OR: 1.365; 95 % CI: 1.094, 1.705; p = 0.006).

CONCLUSION

This study suggests a link between BFR exposure and an increased risk of HF. Further research is needed to explore the causal relationship and underlying mechanisms.

Association of joint exposure to multiple brominated flame retardants with kidney impairment risk among adult population: Evidence from non-pooled samples of NHANES

Although previous studies showed toxicity of brominated flame retardants (BFRs) in human kidney cells in vitro, less is known about actual effects of BFRs exposure on kidney impairment. This study aims to examine associations of joint exposure to multiple BFRs with kidney impairment risk among adults, and with all-cause mortality risk among kidney impairment adults. Information on study participants and their serum concentrations of eleven BFRs (ten PBDEs and one PBB) were obtained from NHANES 2003-2004 and National Death Index. Factor analysis was applied to identify BFR exposure patterns. Data were analyzed using weighted multivariate logistic and Cox proportional regressions to examine the associations of BFR exposure patterns with kidney impairment risk and with all-cause mortality risk, respectively. Results showed concentrations of PBDE-28, PBDE-47, PBDE-85, PBDE-100, PBDE-154 and PBDE-66 among participants with kidney impairment were significantly higher than those without kidney impairment (all p < 0.050). Three exposure patterns were identified under an eigenvalue of ≥ 1.0 (p of Bartlett's test: <0.001; KMO value: 0.787), and one pattern of them, which was characterized by high exposure to PBDE-28, PBDE-47, PBDE-85, PBDE-99, PBDE-154 and PBDE-66, was positively associated with kidney impairment risk (weighted covariates-adjusted OR: 1.317; 95 % CI: 1.031-1.683). The median of follow-up period was 190.0 months. All patterns were not significantly associated with all-cause mortality risk during the follow-up period (all p > 0.050). In conclusion, this study found for the first time that high exposure to some PBDEs may increase kidney impairment risk, but not directly affect prognosis of kidney impairment among adult population.

Oxidative stress and inflammation mediate the adverse effects of cadmium exposure on all-cause and cause-specific mortality in patients with diabetes and prediabetes

BACKGROUND

The effect of cadmium exposure on mortality risk among individuals with diabetes and prediabetes remains unclear, particularly regarding potential mediation by oxidative stress and inflammation. This study aimed to investigate the associations of blood cadmium levels with all-cause, cardiovascular disease (CVD), and cancer mortality and the mediating effects of oxidative stress and inflammation biomarkers in patients with diabetes and prediabetes.

METHODS

In this prospective cohort study, we analyzed 17,687 adults with diabetes and prediabetes from the National Health and Nutrition Examination Survey (NHANES, 1999-2018). Nine biomarkers related to oxidative stress (gamma-glutamyl transferase [GGT], uric acid [UA], high-density lipoprotein [HDL], UA to HDL ratio [UHR]) and inflammation (neutrophil-lymphocyte ratio [NLR], monocyte-lymphocyte ratio [MLR], neutrophil-monocyte-lymphocyte ratio [NMLR], systemic inflammation response index [SIRI], systemic immune-inflammation index [SII]) were systematically assessed. Kaplan-Meier survival analysis, Cox proportional hazards models, and restricted cubic splines (RCS) were applied to evaluate the association of cadmium with mortality risk. Generalized linear models were used to assess the association of cadmium with oxidative stress and inflammation biomarkers, while Cox regression and RCS evaluated their effects on mortality. Causal mediation analysis identified biological pathways mediated by oxidative stress and inflammation. Stratified and sensitivity analyses were further employed to confirm the robustness of the results.

RESULTS

During 161,047.75 person-years of follow-up, 3562 deaths occurred, including 1214 from CVD and 680 from cancer. Higher blood cadmium levels were associated with increased risks of all-cause mortality (fully adjusted hazard ratio [HR]: 2.17; 95% confidence interval [CI] 1.69-2.79, comparing highest vs. lowest quartile), CVD mortality (HR 2.06; 95% CI 1.41-3.02), and cancer mortality (HR 2.38; 95% CI 1.47-3.85), without evidence of nonlinear relationship. Mediation analyses indicated that UA, NLR, MLR, NMLR, and SIRI partially mediated the associations of cadmium with all-cause and CVD mortality, although the mediated proportions were relatively modest (ranging from 1.4 to 4.8%). Additionally, GGT mediated a small fraction of the associations with all-cause and cancer mortality.

CONCLUSION

Cadmium exposure increases the risk of all-cause, CVD, and cancer mortality in patients with diabetes and prediabetes. Oxidative stress and inflammation appear to partially mediate this adverse effect. These findings emphasize the urgent need for targeted interventions to reduce cadmium-related mortality risks.

RESEARCH INSIGHTS

What is currently known about this topic? Cadmium exposure is linked to increased mortality. Oxidative stress and inflammation are critical in diabetes development and complications. What is the key research question? Does cadmium exposure increase mortality risk in patients with diabetes and prediabetes? Are oxidative stress and inflammation involved in mediating these effects? What is new? Cadmium exposure increases all-cause and cause-specific mortality in diabetes and prediabetes. Oxidative stress and inflammation mediate these associations. How might this study influence clinical practice? Monitor cadmium, oxidative stress, and inflammation to reduce mortality in diabetes and prediabetes.

Associations between exposure to brominated flame retardants and hyperlipidemia risk in U.S. Adults

BACKGROUND

Environmental exposure to toxic brominated flame retardants (BFRs) has been confirmed to have detrimental effects on human health. The impact of serum BFRs on hyperlipidemia risk has not been sufficiently examined. Our objective is to identify both the individual and combined effects of serum BFRs on hyperlipidemia and to further investigate the most influential chemicals.

METHODS

We included 7,009 individuals with complete details on 9 types of serum BFRs, hyperlipidemia, and other covariates from the NHANES in 2007-2016. Multivariate logistic regression was conducted to evaluate the individual impact of BFRs exposure on hyperlipidemia risk. We assessed the cumulative effect of BFRs on hyperlipidemia risk through weighted quantile sum (WQS) regression, quantile g-computation (QGC), and Bayesian kernel machine regression models.

RESULTS

PBDE 28, PBDE 47, PBDE 85, PBDE 99, PBDE 100, PBDE 154, PBDE 209, and PBB153 were found to be positively associated with hyperlipidemia risk. The results of WQS and QGC revealed consistent positive correlation. PBDE209 emerged as the most significant chemicals exerting influence. The restricted cubic splines regression further identified significant dose-response relationship.

CONCLUSION

Exposure to individual and combined serum BFRs has been associated with an increased risk of hyperlipidemia. The causal relationship still requires confirmation through large-scale cohort studies.

Association between the exposure to brominated flame retardants and psoriasis risk among U.S. adults: A population-based study

Psoriasis risk can be affected by exposure to mixtures of environmental chemicals; however, the effect of brominated flame retardants (BFRs) exposure on self-reported psoriasis has not been assessed. Herein, we evaluated the association between the exposure to BFRs compounds of 6 chemicals with risk of psoriasis. Based on data from the National Health and Nutrition Examination Survey (NHANES) 2003-2006 and 2009-2014, this analysis was conducted among 6340 adults. Multivariable logistic regression, restricted cubic splines (RCS), weighted quantile sum (WQS) regression, quantile-based g computation (Qgcomp) regression, and Bayesian kernel machine regression (BKMR) models were performed to estimate the associations. Our results indicated that co-exposure to BFRs was associated with increased risk of psoriasis. Notably, PBB153 emerged as a significant factor contributing to the risk of psoriasis, and showed a non-linear relationship between the concentration of serum PBB153 and the prevalence of psoriasis. Moreover, the association between PBB153 and psoriasis risk remained stable across all subgroup analyses, including those stratified by gender. Our study presents robust evidence connecting BFRs exposure to the prevalence of psoriasis, emphasizing the necessity for continued research and policy interventions to address this environmental health issue. Because BFRs are extensively used and detected in various environmental sources and living organisms, future investigations should further elucidate the mechanisms underlying the observed associations between BFRs exposure and psoriasis risk.

Associations between brominated flame retardants exposure and non-alcoholic fatty liver disease: Mediation analysis in the NHANES

BACKGROUND

Exposure to brominated flame retardants (BFRs) may negatively impact human health. The association of BFRs with nonalcoholic fatty liver disease (NAFLD) in the general population is unclear. Meanwhile, limited studies have investigated the potential role of oxidative stress and inflammation in this link.

METHODS

We included 4110 adults from the 2009-2014 National Health and Nutrition Examination Survey (NHANES). NAFLD was diagnosed by serum alanine aminotransferase (ALT), hepatic steatosis index (HSI), and United States fatty liver index (USFLI). The link between a single BFR exposure and NAFLD was estimated using weighted logistic regression and restricted cubic splines (RCS). The quantile-based g-computation (QGC), weighted quantile sum (WQS) regression, and Bayesian kernel machine regression (BKMR) were applied to evaluate the overall correlation of BFRs mixtures with NAFLD and identify significant compounds. Furthermore, we investigated the potential mediation function of oxidative stress and inflammation.

RESULTS

Our study demonstrated that specific concentrations of BFRs are related to an increased risk of NAFLD, both individually and when combined. PBB153, PBDE28, PBDE209, and PBDE153 exhibited the highest importance for NAFLD and were potential risk factors worthy of concern. Additionally, mediation analysis showed that absolute neutrophil cell count (ANC) and lymphocyte count (LC) (inflammation markers) have significantly mediated influences on the correlations of PBB153, PBDE85, and PBDE28 with N AFLD risk. Albumin (ALB) (oxidative stress marker) has notably mediated influences on the correlations of PBDE99, PBDE154, and PBDE85 with NAFLD risk. Men had higher serum BFRs concentrations than women, and the association between BFRs and NAFLD was also more prominent in men, which may be related to physiological differences between the sexes.

CONCLUSIONS

Our findings offer evidence for single and mixed associations of BFRs and NAFLD in ordinary US adults. Furthermore, oxidative stress and chronic inflammation may mediate the effects of BFR exposure on NAFLD development.

A prospective cohort study of persistent endocrine-disrupting chemicals and perceived stress

Persistent endocrine-disrupting chemicals (EDCs) can dysregulate the stress response. We evaluated associations between persistent EDCs and perceived stress among participants in the Study of Environment, Lifestyle, and Fibroids (n = 1394), a prospective cohort study of Black women. Participants completed the Perceived Stress Scale 4 (PSS-4) at baseline and every 20 months through 60 months (score range: 0-16); higher scores indicate higher stress. Endocrine-disrupting chemicals, including per- and polyfluoroalkyl substances, polychlorinated biphenyls (PCBs), polybrominated diphenyl ethers (PBDEs), and organochlorine pesticides, were quantified in plasma samples at baseline. We fit bayesian kernel machine regression and linear mixed-effects models to estimate associations of EDCs (as a mixture and individually) with PSS-4 scores at baseline and at each follow-up visit, respectively. Increasing percentiles of the mixture were not strongly associated with PSS-4 scores at baseline, and no interactions were observed among EDCs. Several individual EDCs (eg, perfluorodecanoic acid, PCB 118, PBDE 99) were associated with higher PSS-4 scores at baseline or follow-up, and other EDCs (eg PCB 138/158) were associated with lower PSS-4 scores at baseline or follow-up. The directionality of associations for individual EDCs was inconsistent across follow-up visits. In conclusion, specific EDCs may be associated with perceived stress in Black women. This article is part of a Special Collection on Environmental Epidemiology.

Response of platelet count in the US population following exposure to BDEs and BB: A cross-sectional analysis of database of NHANES (2007-2016)

Brominated flame retardants (BFRs) are environmental pollutants linked to health risks, including increased platelet (PLT) levels that may elevate the risk of thrombosis and cardiovascular diseases. This study examined the association between BFR exposure and PLT levels among 5831 adult participants from the National Health and Nutrition Examination Survey (NHANES) (2007-2016). Of the 12 BFRs analyzed, BB153, BDE17, BDE85, BDE154, BDE183, and BDE209 showed significant positive correlations with PLT levels (p < 0.05), with BDE17 demonstrating the strongest correlation (Spearman's coefficient = 0.122). After adjusting for confounders, all BFRs except BDE153 remained significantly associated with elevated PLT levels. Restricted cubic spline analysis indicated varying associations, with BDE99, BDE183, and BDE209 showing an "S"-shaped relationship, while BB153, BDE17, and BDE66 presented an inverted "J"-shaped relationship. BDE153 exhibited a "U"-shaped relationship with PLT level. Both weighted quantile sum regression and quantile-based g-computation confirmed that BFR mixtures positively correlated with PLT levels, with BDE17 as the most significant contributor. Our findings suggest that BFR exposure is associated with increased PLT levels, indicating a potential risk for thrombosis and related cardiovascular conditions.

The Association Between Brominated Flame Retardants Exposure and Liver-Related Biomarkers in US Adults

Background: Emerging studies demonstrate that exposure to brominated flame retardants (BFRs) can have harmful effects on human health. Our study focused on the relationship between exposure to various BFRs and markers of liver function. Methods: To further explore the association between BFR exposure and liver function impairment, we used data from the National Health and Nutrition Examination Surveys (NHANES) for three cycles from 2009 to 2014, leaving 4206 participants (≥20 years of age) after screening. Nine BFRs and eight liver function tests (LFTs) were measured in the participants' serum to represent BFRs and liver function impairment in vivo. To investigate whether there is a relationship between BFRs and health outcome, statistical research methods such as the weighted linear regression model, restricted cubic spline (RCS), weighted quantile sum (WQS), quantile-based g computing (QGC), and the Bayesian Kernel Machine Regression (BKMR) were used to evaluate the correlation between serum BFRs and LFTs. Results: The studies reveals that exposure to BFRs is associated with liver function biomarkers. In a weighted linear regression model, we found that PBB153, PBDE99, PBDE154, PBDE209, PBDE85 exposure was positively correlated with AST, ALT, GGT, ALP, TP, and SL risk. In RCS model, the nonlinear relationships between PBB153 and AST, ALT, and GGT and PBDE209 and ALT and TP are the most significant. The exposure to combined BFRs was positively correlated with AST, ALT, and GGT in WQS and QGC models. BKMR analysis showed that BFR exposure was positively correlated with AST, ALT, ALP, and GGT. Conclusions: Exposure to BFRs is associated with liver function impairment, suggesting that BFR exposure is potentially toxic to the human liver, but more in-depth studies are needed to explore this correlation.

Analysis of brominated flame retardants exposure-associated chronic kidney disease risk in the US population from the NHANES

BACKGROUND

Exposure to brominated flame retardants (BFRs) may contribute the advancement of chronic kidney disease (CKD). The objective is to evaluate the renal effects of BFRs in patients with CKD.

METHODS

Totally 7235 US participants of whom 1187 (16.41 %) were diagnosed with CKD were screened for this investigation from the National Health and Nutrition Examination Survey (NHANES) database spanning from 2005 to 2016. The isotope dilution gas chromatography high-resolution mass spectrometry (GC/IDHRMS) was employed for identification of 11 polybrominated diphenyl ethers (PBDEs) and PBB153 serving as the exposure factor. A set of covariates concerning basic characteristics, renal function indicators and suffering from diseases of these participants was considered as potential confounding factors. Subgroup analyses to examine the impact of age and gender on the relationship between serum BFRs and CKD, estimated glomerular filtration rate (eGFR), urinary albumin-to-creatinine ratio (UACR), serum creatinine (Scr), and blood urea nitrogen (BUN). Weighted Quantile Sum (WQS) regression and Quantile G-computation (QGC) analyses were applied to identify relationship of individual BFRs and other anthropometric indicators in CKD.

RESULTS

After adjusting for available confounding factors, PBDE100, PBDE28, PBDE85, PBDE47, PBDE99, and PBDE154 were positively correlated with CKD. PBDE28, PBDE66, PBDE47, PBDE183, PBDE100, PBDE99, PBDE85, PBDE154, and PBB153 were significantly negatively correlated with eGFR. PBDE66 and PBDE183 were positively correlated with UACR. PBDE28, PBDE17, PBDE66, PBDE100, PBDE47, PBDE85, PBDE154, PBDE99, PBDE183 and PBB153 were positively correlated with Scr. PBDE17, PBDE28, PBDE154, PBDE66, PBDE47, PBDE99, and PBDE209 were negatively associated with BUN. PBB153 was positively correlated with BUN. The subgroup results gender and age are key factors affecting the relationship of PBDEs and renal function indicators. Both WQS and QGS analyses revealed that exposure to mixed BFR was negatively correlated with eGFR and BUN, of which PBB153 and PBDE66 contributed the most, respectively, as well as positively correlated with Scr, in which PBDE66 contributed the most.

CONCLUSION

Specific BFRs exposure was significantly correlated with renal function indicators, enhancing the potential risk of CKD. This pioneer investigation shed light on an overlooked impact of BFR exposure on CKD in US.

The association between brominated flame retardants exposure with bone mineral density in US adults: A cross-sectional study of the national health and nutrition examination survey (NHANES) 2005-2014

BACKGROUND AND AIMS

Exposure to brominated flame retardants (BFRs) has been widely confirmed to impair the normal functioning of the human body system. However, there is a paucity of study on the effects of serum BFRs on bone mineral density (BMD). This study aims to investigate the relationship between exposure to BFRs and BMD in a nationally representative sample of U.S. adults.

METHODS

3079 participants aged between 20 and 80 years with complete data were included in the study. Serum levels of BFRs were measured using automated liquid-liquid extraction and subsequent sample clean-up. The BMD of all participants were assessed by DXA examinations. Generalize linear model, Restricted cubic spline (RCS), subgroup, weighted quantile sum (WQS) and bayesian kernel machine regression (BKMR) were used to estimate the association between serum BFRs and BMD.

RESULTS

Multivariate linear regression analyses revealed that, after adjusting for covariates, PBB153 was significantly associated with TF-BMD (β = 0.0177, 95%CI: 0.0103-0.0252), FN-BMD (β = 0.009, 95%CI: 0.0036-0.0145), TS-BMD (β = 0.0081, 95%CI: 0.0013-0.015) and L1-BMD (β = 0.0144, 95%CI: 0.0075-0.0213). However, the associations lose their statistical significance after further adjustment for sex. BFRs exhibited S-shaped or line-plateau dose-response curves with BMD. In subgroup analyses, BFRs were significantly associated with BMD in participants who were younger than 55 years, female, overweight (BMI >25 kg/m2), and less alcohol consumption. In WQS and BKMR analyses, the effects of BFRs mixtures on BMD differed by sex, and PBDE153, PBDE209 and PBB153 had the highest weights in the WQS regression model.

CONCLUSION

This study showed that serum BFRs negatively predicted BMD in men, but not in women or the general population. PBDE153, PBDE209, and PBB153 were significant BMD factors, especially in younger, overweight, and less alcohol consumption individuals.

Synergistic Effects of Nutrients on Musculoskeletal Health in Gerontology: Understanding the Combined Impact of Macronutrients and Micronutrients

With the global aging population, addressing prevalent age-related conditions such as osteoporosis and sarcopenia is crucial. Traditional nutritional strategies focusing on single nutrients like calcium, vitamin D, or protein have limitations, prompting a nuanced exploration of the relationship between aging, nutrition, and musculoskeletal health. This cross-sectional study examines the complex interplay between dietary intake of macronutrients, common micronutrients, and water, as well as their association with musculoskeletal health in adults aged 50 to 80 years, using U.S. National Health and Nutrition Examination Survey data (NHANES). Employing multiple linear regression, restricted cubic splines, weighted quantile sum (WQS), and quantile-based g-computation (QGC) regression models, our initial analysis using the WQS model revealed that a one-quartile increase in mixed macronutrient intake was associated with a significant 0.009 unit increase in bone mineral density (BMD) and a 0.670 unit increase in grip strength, while a similar increase in mixed micronutrient intake showed a 0.007 unit increase in BMD and a 0.442 unit increase in grip strength. Our findings highlight the importance of a balanced dietary approach in promoting musculoskeletal health in the elderly, offering holistic strategies for overall well-being.

Single and combined association between brominated flame retardants and cardiovascular disease: a large-scale cross-sectional study

Introduction

The single and combined association between brominated flame retardants (BFRs) and cardiovascular diseases (CVD) has remained unelucidated. This research aimed at exploring the associations between mixture of BFRs and CVD.

Methods

This research encompassed adult participants from the National Health and Nutrition Examination Survey in 2005-2016. The weighted quantile sum (WQS) model and quantile g-computation (QGC) model were applied to examine the combined effects of BFRs mixture on CVD.

Results

In this research, overall 7,032 individuals were included. In comparison with the lowest quartile, the highest quartile of PBB153 showed a positive association with CVD, with odds ratio (OR) values and 95% confidence intervals (CI) of 19.2 (10.9, 34.0). Furthermore, the acquired data indicated that PBB153 (OR: 1.23; 95% CI: 1.02, 1.49), PBB99 (OR: 1.29; 95% CI: 1.06, 1.58), and PBB154 (OR: 1.29; 95% CI: 1.02, 1.63) were linked to congestive heart failure. PBB153 was also related to coronary heart disease (OR: 1.29; 95% CI: 1.06, 1.56). Additionally, a positive correlation between the BFRs mixture and CVD (positive model: OR: 1.23; 95% CI: 1.03, 1.47) was observed in the weighted quantile sum (WQS) model and the quantile g-computation (QGC) model.

Discussion

Therefore, exposure to BFRs has been observed to heighten the risk of cardiovascular disease in US adults, particularly in the case of PBB153. Further investigation is warranted through a large-scale cohort study to validate and strengthen these findings.

Effect of brominated flame retardants exposure on liver function and the risk of non-alcoholic fatty liver disease in the US population

BACKGROUND

The relationship between brominated flame retardants (BFRs) exposure and the human liver was still not well understood.

METHODS

A total of 3108 participants (age > 12) from the National Health and Nutrition Examination Survey (NHANES) database spanning from 2005 to 2016 were included as the study population, with nine BFRs exhibiting a detection rate of over 70% serving as the exposure factor. The singular effects and combined effects of BFRs exposure on liver injury, non-alcoholic fatty liver disease (NAFLD), and advanced hepatic fibrosis (AHF) were evaluated separately. Finally, COX regression was employed to explore the hazard ratios associated with individual BFRs.

RESULTS

In our analysis of individual exposures, we found significant positive association of PBB153 with alanine aminotransferase (ALT), PBB153 with aspartate aminotransferase (AST), PBDE47, PBDE85, PBDE99, PBDE100, and PBDE154 with alkaline phosphatase (ALP), PBDE28 and PBB153 with gamma-glutamyl transaminase (GGT), PBB153 with the risk of NAFLD and AHF; and significant negative association of PBB153 with ALP, PBDE28, PBDE47, PBDE99, PBDE100, PBDE85, PBDE209, and PBDE154 with albumin (ALB), PBB153 with AST/ALT. The nonlinear analysis results from Restricted Cubic Spline (RCS) further validated these associations (all P<0.05). In the mixed analysis combining Weighted Quantile Sum (WQS) regression and Quantile G-computation (QGC) analysis, BFRs were positively associated with ALT (β>0, P<0.001), GGT (β>0, P<0.001), and the risk of NAFLD (OR>1, P=0.007). Conversely, BFRs exhibited significant negative correlations with ALP (β<0, P<0.001), ALB (β<0, P<0.001), and AST/ALT (β<0, P<0.001). Furthermore, the COX regression analysis revealed that PBB153 had the highest hazard ratio among the BFRs.

CONCLUSIONS

BFR exposure may increase the risk of liver injury and NAFLD, with no significant association with AHF risk. The impact of BFR exposure on liver health should not be overlooked, especially in individuals residing in impoverished areas.