1.Increased risk of osteoporotic pathological fractures associated with sterol esters:evidence from IEU-GWAS and FinnGen databases
Zengjie GAO ; Xiang PU ; Lailai LI ; Yihui CHAI ; Hua HUANG ; Yu QIN
Chinese Journal of Tissue Engineering Research 2026;30(5):1302-1310
BACKGROUND:Although previous studies have reported associations between lipids and the risk of osteoporotic pathological fractures,the specific causal relationships between lipid level and osteoporotic pathological fractures remain unclear.OBJECTIVE:To elucidate the causal relationship between lipids and osteoporotic pathological fractures using a two-sample bidirectional Mendelian randomization analysis.METHODS:The data for 178 lipid metabolites were obtained from the IEU-GWAS database(developed by the MRC Integrative Epidemiology Unit at the University of Bristol,UK,which provides extensive summary data from genome-wide association studies),while osteoporotic pathological fracture data(from 173 619 European participants)were acquired from the FinnGen database(constructed by the Finnish national gene research program,focusing on investigating relationships between genomics and health/disease in the Finnish population).Osteoporotic pathological fracture data were used as the outcome variable,with lipids serving as exposures,for the bidirectional Mendelian randomization study to evaluate the causal effects of different lipids on osteoporotic pathological fractures.The UK Biobank database was employed as a validation set by switching the outcome variable to verify the findings horizontally.RESULTS AND CONCLUSION:(1)The inverse variance weighted analysis indicated that each unit increase in sterol ester(27∶1/20∶2)levels was associated with a 25.55%increase in the risk of osteoporotic pathological fractures(odds ratio=1.256,95%confidence interval:1.001-1.575,P=0.049),suggesting a significant positive correlation between elevated sterol ester levels and increased fracture risk.Reverse Mendelian randomization analysis revealed a significant negative association between osteoporotic pathological fractures and three types of phosphatidylcholine.Horizontal validation yielded consistent results,confirming sterol ester as a risk factor for osteoporotic pathological fractures.(2)The results indicate that sterol ester is a risk factor for osteoporotic pathological fractures,while phosphatidylcholine serves as a protective factor.These findings strengthen the evidence supporting the effect of lipids on the risk of osteoporotic pathological fractures.Although the GWAS data used in this study were derived from European populations,given the broad commonality of human genetics,the results provide valuable reference significance for improving osteoporosis in Chinese populations through lipid regulation.
2.Increased risk of osteoporotic pathological fractures associated with sterol esters:evidence from IEU-GWAS and FinnGen databases
Zengjie GAO ; Xiang PU ; Lailai LI ; Yihui CHAI ; Hua HUANG ; Yu QIN
Chinese Journal of Tissue Engineering Research 2026;30(5):1302-1310
BACKGROUND:Although previous studies have reported associations between lipids and the risk of osteoporotic pathological fractures,the specific causal relationships between lipid level and osteoporotic pathological fractures remain unclear.OBJECTIVE:To elucidate the causal relationship between lipids and osteoporotic pathological fractures using a two-sample bidirectional Mendelian randomization analysis.METHODS:The data for 178 lipid metabolites were obtained from the IEU-GWAS database(developed by the MRC Integrative Epidemiology Unit at the University of Bristol,UK,which provides extensive summary data from genome-wide association studies),while osteoporotic pathological fracture data(from 173 619 European participants)were acquired from the FinnGen database(constructed by the Finnish national gene research program,focusing on investigating relationships between genomics and health/disease in the Finnish population).Osteoporotic pathological fracture data were used as the outcome variable,with lipids serving as exposures,for the bidirectional Mendelian randomization study to evaluate the causal effects of different lipids on osteoporotic pathological fractures.The UK Biobank database was employed as a validation set by switching the outcome variable to verify the findings horizontally.RESULTS AND CONCLUSION:(1)The inverse variance weighted analysis indicated that each unit increase in sterol ester(27∶1/20∶2)levels was associated with a 25.55%increase in the risk of osteoporotic pathological fractures(odds ratio=1.256,95%confidence interval:1.001-1.575,P=0.049),suggesting a significant positive correlation between elevated sterol ester levels and increased fracture risk.Reverse Mendelian randomization analysis revealed a significant negative association between osteoporotic pathological fractures and three types of phosphatidylcholine.Horizontal validation yielded consistent results,confirming sterol ester as a risk factor for osteoporotic pathological fractures.(2)The results indicate that sterol ester is a risk factor for osteoporotic pathological fractures,while phosphatidylcholine serves as a protective factor.These findings strengthen the evidence supporting the effect of lipids on the risk of osteoporotic pathological fractures.Although the GWAS data used in this study were derived from European populations,given the broad commonality of human genetics,the results provide valuable reference significance for improving osteoporosis in Chinese populations through lipid regulation.
3.Association between inflammatory cytokines and premature ovarian insufficiency: a bidirectional Mendelian randomization study
GAO Zengjie ; KONG Xiangyan ; LI Lailai ; CHAI Yihui
Journal of Preventive Medicine 2025;37(5):512-516,520
Objective:
To examine the causal relationship between inflammatory cytokines and premature ovarian insufficiency (POI) using bidirectional Mendelian randomization (MR) approach, so as to provide the basis for the prevention and treatment of POI.
Methods:
The data for 91 inflammatory cytokines were sourced from the IEU OpenGWAS database, comprising 14 824 participants. GWAS data for POI were sourced from the FinnGen database, including 118 484 individuals (among which 254 were POI cases). MR analysis was performed using the inverse variance weighted (IVW) method with inflammatory cytokines as exposure and POI as the outcome for forward MR analysis and POI as the exposure and inflammatory cytokines as outcome for reverse MR analysis. Sensitivity analysis were conducted using Cochran's Q test, MR-Egger regression, and the MR-PRESSO test.
Results:
Forward MR analysis demonstrated statistically significant associations between POI and interleukin-10 (OR=0.410, 95%CI: 0.233-0.721), interleukin-33 (OR=2.826, 95%CI: 1.228-6.504), C-C motif chemokine ligand 19 (OR=0.583, 95%CI: 0.364-0.932), monocyte chemoattractant protein-3 (OR=0.559, 95%CI: 0.335-0.936), interleukin-18 receptor 1 (OR=1.370, 95%CI: 1.030-1.821), and interleukin-13 (OR=1.990, 95%CI: 1.034-3.832). Reverse MR analysis revealed significant negative associations between POI and 15 inflammatory cytokines, including C-C motif chemokine ligand 23 (OR=0.981, 95%CI: 0.968-0.994) and axin-1 (OR=0.978, 95%CI: 0.963-0.994). Sensitivity analysis showed no evidence of heterogeneity or horizontal pleiotropy (all P>0.05).
Conclusion
Elevated levels of interleukin-33, interleukin-18 receptor 1 and interleukin-13 were associated with an increased risk of POI, while POI may be associated with decreased levels of 15 inflammatory cytokines including C-C motif chemokine ligand 23 and axin-1.
4.Effect of sex hormones on male osteoporosis: a review
GAO Zengjie ; ZHANG Wangming ; FAN Zhiliang ; LI Lailai ; CHAI Yihui
Journal of Preventive Medicine 2025;37(12):1239-1241
Abstract
The incidence of fragility fractures and related mortality caused by male osteoporosis (OP) are both higher than in females. Male bone health was regulated by a sophisticated network involving both androgens and estrogens. Androgens can directly promote bone formation and inhibit bone resorption through androgen receptors on osteoblasts and osteocytes. They can also be converted into estrogens via the action of aromatase and subsequently regulate bone metabolism through estrogen receptors. Declining sex hormone levels, an imbalance in the estrogen-to-androgen ratio, and the resulting disruption in bone metabolic pathways collectively contribute to the development and progression of male OP. Moreover, androgens cannot fully compensate for the bone metabolic imbalance induced by estrogen deficiency. This article reviewed research on the role and mechanism of sex hormones in male OP, as well as studies related to the risks of sex hormone therapy for OP, so as to provide the references for improving control and treatment strategies of male OP.


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