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Using Mendelian randomization to explore the causal association and mechanisms between obesity and bone mineral density
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Lin HE, De-qin HUANG, Peng-yue SHEN, Yang QU, Jing-wei ZHU, Ben ZHANG
Modern Preventive Medicine | 2024, 51(4) : 602 - 606
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Modern Preventive Medicine | 2024, 51(4): 602-606
Epidemiology and Statistical Methods Advances
Using Mendelian randomization to explore the causal association and mechanisms between obesity and bone mineral density
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Lin HE, De-qin HUANG, Peng-yue SHEN, Yang QU, Jing-wei ZHU, Ben ZHANG
Affiliations
  • West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan 610041, China
Published: 2024-02-25 doi: 10.20043/j.cnki.MPM.202308140
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Objective

To investigate the causal relationship and mechanisms between obesity and bone mineral density using Mendelian randomization (MR).

Methods

Using genome-wide association study (GWAS) datasets of body mass index (BMI), body fat percentage, and total body bone mineral density, univariate two-sample MR analysis was conducted to explore the causal relationship between obesity and bone mineral density. A multivariate MR method was also employed to adjust for variables such as lean mass and body weight to investigate the underlying mechanisms.

Results

Univariate MR analysis showed a significant protective effect of BMI on total body bone mineral density (β=0.06, 95% CI:0.03-0.09) with consistent results across sex-specific studies, while no significant causal effect was found between body fat percentage and total body bone mineral density (β=-0.01, P=0.13). After adjusting for lean mass (β=0.04, P=0.06) and weight (β=0.03, P=0.48) using multivariate MR, the protective effect of BMI on total body bone mineral density disappeared. In contrast, a significant negative causal effect was observed between body fat percentage and total body bone mineral density after adjusting for lean mass (β=-0.02, 95% CI:-0.03-0.00) and weight (β=-0.05, 95% CI:-0.07--0.02).

Conclusion

Obesity primarily exerts a protective effect on bone mineral density through mechanically-related indicators such as weight and lean mass, while body fat itself has a detrimental effect on bone mineral density.

Mendelian randomization  /  Body mass index  /  Body fat percentage  /  Total body bone mineral density
Lin HE, De-qin HUANG, Peng-yue SHEN, Yang QU, Jing-wei ZHU, Ben ZHANG. Using Mendelian randomization to explore the causal association and mechanisms between obesity and bone mineral density[J]. Modern Preventive Medicine, 2024 , 51 (4) : 602 -606 . DOI: 10.20043/j.cnki.MPM.202308140
Year 2024 volume 51 Issue 4
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doi: 10.20043/j.cnki.MPM.202308140
  • Receive Date:2023-08-09
  • Online Date:2026-03-19
  • Published:2024-02-25
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  • Received:2023-08-09
Affiliations
    West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan 610041, China
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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