In this study, we utilized the latest representative data from NHANES (2011–2018) to evaluate the associations between NHHR and BMD. Our multivariate linear regression analyses revealed a negative correlation between NHHR and lumbar BMD. Curve fitting and threshold effect analyses indicated a nonlinear relationship between the variables, with an inflection point at 4.29. Specifically, in the other race group and participants aged 30–39 years, we identified a nonlinear relationship between NHHR and lumbar BMD, with inflection points at 5.26 and 2.91, respectively.
Emerging research underscores the intricate relationship between lipid profiles and BMD, elucidating the differential effects of various lipid components on bone health through distinct cellular and molecular mechanisms [14, 22, 23]. In a cross-sectional study, elevated levels of LDL-C were positively associated with osteoporosis and low bone mass in elderly females [24]. This finding is corroborated by other studies, which demonstrate that LDL-C exerts a negative impact on lumbar spine BMD in postmenopausal women, particularly when LDL-C levels are below 3.52 mmol/L [22]. Mechanistically, LDL-C and its oxidized form, ox-LDL, impair osteoblast function and promote osteoclast activity, resulting in increased bone resorption and decreased bone mass [25, 26]. This deleterious process is mediated through oxidative stress and inflammation, as LDL-C induces the production of reactive oxygen species (ROS) and pro-inflammatory cytokines such as TNF-α, IL-6, and IL-1β, which in turn damage bone cells and the extracellular matrix [27, 28]. Similarly, elevated cholesterol levels have been associated with lower BMD or osteoporosis in multiple studies [29, 30]. For instance, Fang et al. reported a negative correlation between serum TC and lumbar spine BMD after adjusting for confounders [31]. High TC levels contribute to systemic inflammation and oxidative stress, which disrupt bone metabolism by favoring resorption over formation [32]. Additionally, a nationwide cross-sectional study found that elevated TG levels were inversely associated with whole-body BMD in both men and women, with a relationship potentially modulated by vitamin D status among older adults [33].
HDL-C, traditionally recognized for its cardiovascular benefits, also appears to support bone health [34, 35]. A study by Zolfaroli et al. found that HDL-C positively impacts BMD of the lumbar spine and femoral neck in postmenopausal women [15]. HDL-C exhibits antioxidant properties that mitigate oxidative stress, thereby reducing ROS levels and protecting osteoblasts from oxidative damage [36]. Furthermore, HDL-C inhibits the expression of RANKL, decreasing osteoclastogenesis and promoting bone formation [37]. However, some studies report negative correlations or no association between HDL-C and BMD, indicating that the mechanisms through which HDL-C influences bone density may be complex. For example, a large sample survey found a negative correlation between HDL-C levels and total BMD in male adolescents aged 12 to 19 [38]. Similarly, two studies from China identified an inverse relationship between HDL-C levels and BMD, suggesting a potential adverse impact on bone density [39, 40]. Conversely, other studies have found no association between HDL-C levels and osteoporosis across various locations [16]. These discrepancies likely arise from differences in study design, population characteristics, and confounding factors such as age, sex, and comorbidities. The heterogeneity in study outcomes highlights the need for comprehensive research to clarify the pathways through which cholesterol influences bone density. Personalized approaches to osteoporosis prevention and treatment, tailored to individual lipid profiles and demographic characteristics, may offer the most effective strategies for mitigating bone loss and fracture risk. Integrating insights from lipid metabolism, endocrinology, and bone biology can enhance our understanding of the complex interplay between cholesterol and bone health, ultimately improving outcomes for individuals at risk of osteoporosis.
Our research, after adjusting for covariates, demonstrates that a higher NHHR is significantly associated with lower BMD in adults aged 20–59 years, according to weighted multiple linear regression models. In accordance with the STROBE statement, we conducted a subgroup analysis to identify specific groups exhibiting varied trends [41]. Among the total cohort, other race individuals, and participants aged 30–39 years, we discovered a nonlinear relationship with inflection points at 4.29, 5.26, and 2.91, respectively. Based on this relationship, regulating NHHR by lowering LDL-C and TG levels while maintaining or increasing HDL-C levels could offer a more comprehensive approach to preventing and treating osteoporosis.
Strengths and limitations
This study presents several noteworthy strengths. Foremost, it conducts a comprehensive examination of the association between NHHR and lumbar BMD in American adults, utilizing extensive and representative data from the NHANES 2011–2018 cycles. The findings position NHHR as a potential novel biomarker for bone health, highlighting the crucial role of lipid metabolism disorders in bone loss mechanisms. The employment of advanced statistical methodologies, including multivariate linear regression, stratified analyses, and threshold effect analysis, enhances the robustness of the results. Nonetheless, certain limitations must be acknowledged. The cross-sectional design of the study inherently limits the ability to draw definitive causal inferences between NHHR and BMD. Additionally, the generalizability of the findings to other populations or ethnic groups remains uncertain due to genetic and environmental heterogeneity. The reliance on self-reported data for certain covariates may introduce recall bias, and residual confounding factors may persist despite adjustments. Therefore, further prospective clinical and basic research is essential to elucidate the underlying causal pathways and validate the observed associations.