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Causal association between gestational diabetes mellitus and attention deficit hyperactivity disorder based on multivariable Mendelian randomization
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Jia-yu GE, Ze-wen XU, Shuang LI, Xian-zhu CONG, Xiao QI, Fu-yan SHI, Yu-jia KONG, Su-zhen WANG
Modern Preventive Medicine | 2025, 52(8) : 1345 - 1353
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Modern Preventive Medicine | 2025, 52(8): 1345-1353
Epidemiology and Statistical Methods Advances
Causal association between gestational diabetes mellitus and attention deficit hyperactivity disorder based on multivariable Mendelian randomization
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Jia-yu GE, Ze-wen XU, Shuang LI, Xian-zhu CONG, Xiao QI, Fu-yan SHI, Yu-jia KONG, Su-zhen WANG
Affiliations
  • School of Public Health,Shandong Second Medical University, Weifang, Shangdong 261053, China
Published: 2025-04-25 doi: 10.20043/j.cnki.MPM.202412050
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Objective

To investigate the causal relationship between gestational diabetes mellitus (GDM) and attention deficit hyperactivity disorder (ADHD) using Mendelian randomization to provide genetic evidence supporting the risk of developing ADHD.

Methods

Based on pooled data from genome-wide association analyses, MR analysis was conducted using five methods, including the inverse variance weighting method, MR-Egger regression, and the weighted median method. Sensitivity analyses were performed using the MR-Egger regression test, the MR-PRESSO test, the Cochran Q test, and the leave-one-out method. Two-sample MR analyses and validation group analyses explored the existence of a causal relationship between GDM and ADHD, while multivariate Mendelian randomization examined the direct, independent causal effect of GDM on ADHD after adjusting for factors such as obesity and autism spectrum disorder (ASD).

Results

The two-sample MR preliminary analysis (OR=1.209, 95% CI: 1.023-1.423, P=0.026) and the validation group analysis (OR=1.030, 95% CI: 1.006-1.055, P=0.015) indicated that GDM had a positive causal relationship with the risk of ADHD, suggesting that an increased risk of GDM contributing to a higher risk of ADHD. The results of MVMR analysis showed that GDM and ADHD still showed a causal relationship after controlling for Obesity and ASD (OR=1.030, 95% CI:1.008-1.054, P=0.008).

Conclusion

This study confirms the causal relationships between GDM, obesity, and ASD with ADHD from a genetic perspective, providing a reference for future research.

Gestational diabetes mellitus  /  Attention Deficit Hyperactivity Disorder  /  Mendelian Randomization  /  Causal effect
Jia-yu GE, Ze-wen XU, Shuang LI, Xian-zhu CONG, Xiao QI, Fu-yan SHI, Yu-jia KONG, Su-zhen WANG. Causal association between gestational diabetes mellitus and attention deficit hyperactivity disorder based on multivariable Mendelian randomization[J]. Modern Preventive Medicine, 2025 , 52 (8) : 1345 -1353 . DOI: 10.20043/j.cnki.MPM.202412050
Year 2025 volume 52 Issue 8
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Article Info
doi: 10.20043/j.cnki.MPM.202412050
  • Receive Date:2024-12-03
  • Online Date:2026-03-17
  • Published:2025-04-25
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  • Received:2024-12-03
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    School of Public Health,Shandong Second Medical University, Weifang, Shangdong 261053, 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
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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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