Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Jul 4;104(27):e43164.
doi: 10.1097/MD.0000000000043164.

Causal relationship between primary biliary cholangitis on osteoporosis: A two-sample Mendelian randomization study

Affiliations

Causal relationship between primary biliary cholangitis on osteoporosis: A two-sample Mendelian randomization study

Weinan Liu et al. Medicine (Baltimore). .

Abstract

This present study aims to investigate the relationship between primary biliary cholangitis (PBC) and osteoporosis (OP) using a two-sample Mendelian randomization (MR) analysis. A two-sample MR study was conducted to explore the association between PBC and OP. The inverse variance weighted test was primarily used to estimate causality. Horizontal pleiotropy was assessed using both MR-PRESSO and MR-Egger regression techniques. Cochran Q test was applied to examine heterogeneity among single nucleotide polymorphisms (SNPs), and a sensitivity analysis was performed to evaluate the impact of each individual SNP on the MR analysis results. The two-sample MR analysis result showed a significant association between PBC and OP, with an inverse variance weighted odds ratio of 1.098 (95% confidence interval: 1.049-1.150,and a P = 5.41e-05). MR-Egger regression indicated no bias due to genetic pleiotropy (intercept = 0.007, SE = 0.022, P = .754). Cochran Q test revealed no significant heterogeneity (Q = 27.494, P = .236). Furthermore, leave-one-out analysis confirmed the robustness of our findings, as the results remained consistent even when individual SNPs were excluded. This study provides evidence supporting the notion that PBC may increase the risk of OP, enhancing our understanding of the association between PBC and OP.

Keywords: Mendelian randomization; OP; PBC; causal inference.

PubMed Disclaimer

Conflict of interest statement

The authors have no conflicts of interest to disclose.

Figures

Figure 1.
Figure 1.
The study design examines the causal link between PBC and OP using MR, with 3 key assumptions. OP = osteoporosis, PBC = primary biliary cholangitis.
Figure 2.
Figure 2.
Forest plot illustrating the impact of PBC on the risk of OP. IVW = inverse variance weighted, MR = Mendelian randomization, OP = osteoporosis, PBC = primary biliary cholangitis.
Figure 3.
Figure 3.
Scatter plot demonstrating the impact of PBC on the risk of developing OP. The slope of the linear line indicates the strength of the cause-and-effect relationship. IVW = inverse variance weighted, MR = Mendelian randomization, OP = osteoporosis, PBC = primary biliary cholangitis.
Figure 4.
Figure 4.
Funnel plots were used to visualize the overall heterogeneity of MR estimates regarding the effect of PBC on total OP. IVW = inverse variance weighted, MR = Mendelian randomization, OP = osteoporosis, PBC = primary biliary cholangitis.
Figure 5.
Figure 5.
A leave-one-out plot was used to visualize the causal effect of PBC on total OP risk when excluding 1 SNP at a time. MR = Mendelian randomization, OP = osteoporosis, PBC = primary biliary cholangitis, SNPs = single nucleotide polymorphisms.

Similar articles

References

    1. Zhang JY, Zhong YH, Chen LM, Zhuo XL, Zhao LJ, Wang YT. Recent advance of small-molecule drugs for clinical treatment of osteoporosis: a review. Eur J Med Chem. 2023;259:115654. - PubMed
    1. Kim H, Yoo S, Park SG. Young cancer survivors have lower bone mineral density compared with healthy controls: a nationwide population-based study in Korea. Sci Rep. 2020;10:654. - PMC - PubMed
    1. Chen H, Xu J, Lu Y, et al. Prostaglandin E2 mediates sensory nerve regulation of bone homeostasis. Nat Commun. 2019;10:181. - PMC - PubMed
    1. Zhu L, Zhou C, Chen S, et al. Osteoporosis and alveolar bone health in periodontitis niche: a predisposing factors-centered review. Cells. 2022;11:3380. - PMC - PubMed
    1. Chandran T, Venkatachalam I. Efficacy and safety of denosumab compared to bisphosphonates in improving bone strength in postmenopausal osteoporosis: a systematic review. Singapore Med J. 2019;60:364–78. - PMC - PubMed

LinkOut - more resources