The causal relationship between hallux valgus and endogenous pathogenic factors: A 2-sample Mendelian randomization

Notably, several factors are associated with hallux valgus (HV); however, their causal relationship remains unclear. In this study, a 2-sample Mendelian randomization (MR) analysis was performed to investigate the casual relationship between 9 endogenous risk factors and HV, aiming to provide a foundation for the clinical management of HV. Exposure factors such as body mass index (BMI), BMI (male), BMI (female), acquired flatfoot, rheumatoid arthritis, gout, knee osteoarthritis, hip osteoarthritis, and Ehlers-Danlos syndrome were considered, with HV as the outcome. Exposure and outcome data were obtained from the IEU Open Genome-wide association study project, UK Biobank, and FinnGen project. Strongly correlated (P < 5×10-08/5×10-06) single nucleotide polymorphisms (SNPs) were selected from the exposure dataset, and those associated with exposure were selected from the HV dataset. The intersection of these SNPs was used as instrumental variables. Five modes were used for the analysis: inverse variance-weighted (IVW), MR-Egger regression, weighted median (WME), simple mode, and weighted mode. MR analysis results of BMI show that except for MR-Egger, the other 4 modes are significant (P < .05), and the β directions are consistent among the 5 methods. For the 4 BMI (male) methods, except for the simple mode, the P- and β-values of the other results all suggest a positive causal relationship between BMI (male) and HV. Flatfoot-IVW and WME results were <.05, indicating statistical significance, whereas MR-Egger, simple mode, and median mode had no statistical significance. However, their β-values were consistent with those of IVW and WME. Further mediation MR analysis suggested that the effect mediated by HV accounts for 13.33% [95% CI (0.03-0.24)] of the total causal effect between the BMI and flatfoot, indicating HV as a mediator of the causal relationship between the BMI and flatfoot. However, the remaining 6 factors had no direct causal association with HV (P < .05). Flatfoot in all patients and elevated BMI in males are directly associated with HV. Therefore, treating acquired flatfoot and controlling the BMI to prevent HV are recommended.

Authors

Institutions

Publication Details

Journal
Medicine
Published
2025-02-21
DOI
https://doi.org/10.1097/md.0000000000041647
Citations
1
Primary Topic
Lower Extremity Biomechanics and Pathologies
Type
article
Field-Weighted Citation Impact
0.67
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The causal relationship between hallux valgus and endogenous pathogenic factors: A 2-sample Mendelian randomization

Jia Wu, Hui Lu, Jialin Liang, G. Du et al.
1 citations
Medicine
Lower Extremity Biomechanics and Pathologies
0.67
article

The causal relationship between hallux valgus and endogenous pathogenic factors: A 2-sample Mendelian randomization

Jia Wu, Hui Lu, Jialin Liang, G. Du, Wei Luo, Yuan Xie, Zhao Hui Sheng
article en
1 citations

Abstract

Notably, several factors are associated with hallux valgus (HV); however, their causal relationship remains unclear. In this study, a 2-sample Mendelian randomization (MR) analysis was performed to investigate the casual relationship between 9 endogenous risk factors and HV, aiming to provide a foundation for the clinical management of HV. Exposure factors such as body mass index (BMI), BMI (male), BMI (female), acquired flatfoot, rheumatoid arthritis, gout, knee osteoarthritis, hip osteoarthritis, and Ehlers-Danlos syndrome were considered, with HV as the outcome. Exposure and outcome data were obtained from the IEU Open Genome-wide association study project, UK Biobank, and FinnGen project. Strongly correlated (P < 5×10-08/5×10-06) single nucleotide polymorphisms (SNPs) were selected from the exposure dataset, and those associated with exposure were selected from the HV dataset. The intersection of these SNPs was used as instrumental variables. Five modes were used for the analysis: inverse variance-weighted (IVW), MR-Egger regression, weighted median (WME), simple mode, and weighted mode. MR analysis results of BMI show that except for MR-Egger, the other 4 modes are significant (P < .05), and the β directions are consistent among the 5 methods. For the 4 BMI (male) methods, except for the simple mode, the P- and β-values of the other results all suggest a positive causal relationship between BMI (male) and HV. Flatfoot-IVW and WME results were <.05, indicating statistical significance, whereas MR-Egger, simple mode, and median mode had no statistical significance. However, their β-values were consistent with those of IVW and WME. Further mediation MR analysis suggested that the effect mediated by HV accounts for 13.33% [95% CI (0.03-0.24)] of the total causal effect between the BMI and flatfoot, indicating HV as a mediator of the causal relationship between the BMI and flatfoot. However, the remaining 6 factors had no direct causal association with HV (P < .05). Flatfoot in all patients and elevated BMI in males are directly associated with HV. Therefore, treating acquired flatfoot and controlling the BMI to prevent HV are recommended.

MedicineVol. 104(8)
Guangzhou University of Chinese Medicine (CN)
Good health and well-being
Openalex Percentile: Top 35%
Lower Extremity Biomechanics and Pathologies
0.67
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.