J Cancer 2024; 15(7):1929-1939. doi:10.7150/jca.92306 This issue Cite

Research Paper

Causal association of smoking, blood lipids, and bladder cancer: Insights from a multivariable and mediation mendelian randomization investigation

Houyi Wei1,#, Xiangqun Cheng2,#, Gang Wang1,3,#, Zhilong Li1, Wenzhi Du1, Lingao Ju3, Danni Shan3, Mengxue Yu3, Yayun Fang3, Kaiyu Qian1,3, Yi Zhang4,5, Yu Xiao3,✉, Xinghuan Wang1,6,✉

1. Department of Urology, Zhongnan Hospital of Wuhan University, Wuhan, China.
2. Physical Examination Center, Zhongnan Hospital of Wuhan University, Wuhan, China.
3. Department of Biological Repositories, Human Genetic Resource Preservation Center of Hubei Province, Hubei Key Laboratory of Urological Diseases, Zhongnan Hospital of Wuhan University, Wuhan, China.
4. Euler Technology, ZGC Life Sciences Park, Beijing, China.
5. Center for Quantitative Biology, School of Life Sciences, Peking University, Beijing, China.
6. Medical Research Institute, Frontier Science Center of Immunology and Metabolism, Wuhan University, Wuhan, China.
#These authors contributed equally to this work.

Citation:
Wei H, Cheng X, Wang G, Li Z, Du W, Ju L, Shan D, Yu M, Fang Y, Qian K, Zhang Y, Xiao Y, Wang X. Causal association of smoking, blood lipids, and bladder cancer: Insights from a multivariable and mediation mendelian randomization investigation. J Cancer 2024; 15(7):1929-1939. doi:10.7150/jca.92306. https://www.jcancer.org/v15p1929.htm
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Abstract

Graphic abstract

We used Mendelian randomization (MR) to examine the relationship between smoking, various categories of blood lipids, and bladder cancer (BLCA). Data for this study were drawn from the genome-wide association studies of the GSCAN consortium (~1.2 million participants), a subset of the UK Biobank (~120,000 participants), and the FinnGen consortium (2,072 cases and 307,082 controls). Initially, we utilized inverse variance weighted (IVW), complementary and sensitivity analyses, multivariable MR, and meta-analysis to confirm the association between blood lipids and BLCA. We then performed mediation MR to elucidate the relationship between smoking, blood lipids, and BLCA. Our analysis identified five lipids, including triglycerides in very large HDL, cholesterol in small VLDL, free cholesterol in very large HDL, total free cholesterol, and apolipoprotein B, as having strong and inverse associations with BLCA. These lipids demonstrated no heterogeneity or pleiotropy and exhibited consistent direction and magnitude across IVW, weighted median, and MR-Egger analyses. Our mediation MR further revealed that triglycerides in very large HDL and cholesterol in small VLDL could reduce the impact of smoking on BLCA, mediating -4.3% and -4.5% of the effect, respectively. In conclusion, our study identified five lipids exhibiting a robust inverse relationship with BLCA, two of which can buffer the impact of smoking on BLCA.

Keywords: smoking, blood lipids, bladder cancer, Mendelian randomization, causal association


Citation styles

APA
Wei, H., Cheng, X., Wang, G., Li, Z., Du, W., Ju, L., Shan, D., Yu, M., Fang, Y., Qian, K., Zhang, Y., Xiao, Y., Wang, X. (2024). Causal association of smoking, blood lipids, and bladder cancer: Insights from a multivariable and mediation mendelian randomization investigation. Journal of Cancer, 15(7), 1929-1939. https://doi.org/10.7150/jca.92306.

ACS
Wei, H.; Cheng, X.; Wang, G.; Li, Z.; Du, W.; Ju, L.; Shan, D.; Yu, M.; Fang, Y.; Qian, K.; Zhang, Y.; Xiao, Y.; Wang, X. Causal association of smoking, blood lipids, and bladder cancer: Insights from a multivariable and mediation mendelian randomization investigation. J. Cancer 2024, 15 (7), 1929-1939. DOI: 10.7150/jca.92306.

NLM
Wei H, Cheng X, Wang G, Li Z, Du W, Ju L, Shan D, Yu M, Fang Y, Qian K, Zhang Y, Xiao Y, Wang X. Causal association of smoking, blood lipids, and bladder cancer: Insights from a multivariable and mediation mendelian randomization investigation. J Cancer 2024; 15(7):1929-1939. doi:10.7150/jca.92306. https://www.jcancer.org/v15p1929.htm

CSE
Wei H, Cheng X, Wang G, Li Z, Du W, Ju L, Shan D, Yu M, Fang Y, Qian K, Zhang Y, Xiao Y, Wang X. 2024. Causal association of smoking, blood lipids, and bladder cancer: Insights from a multivariable and mediation mendelian randomization investigation. J Cancer. 15(7):1929-1939.

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