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Identifying BMI-associated genes via a genome-wide multi-omics integrative approach using summary data
Jingxian Tang1, Hanfei Xu1, Zihao Xin1
1Department of Biostatistics, Boston University School of Public Health, 801 Massachusetts Ave, Boston, MA 02118, United States.
This study identified novel genes linked to body mass index (BMI) by combining multiple omics data. The findings offer new molecular insights into BMI regulation.
Area of Science:
- Genetics and Genomics
- Molecular Biology
- Systems Biology
Background:
- Body mass index (BMI) is a complex trait influenced by genetic and environmental factors.
- Identifying genes associated with BMI is crucial for understanding its regulation and developing targeted interventions.
Approach:
- Integrated multi-omics data including genome-wide association study (GWAS), transcriptome-wide association study (TWAS), and epigenome-wide association study (EWAS).
- Employed a machine learning method, netWAS, utilizing adipose tissue-specific interaction networks to prioritize BMI-associated genes.
- Investigated potential brain-adipose interactions by incorporating brain-specific networks into the netWAS analysis.
Key Points:
- Identified 195 genes significantly associated with BMI through meta-analysis.
- Prioritized 21 adipose tissue-specific genes using netWAS, with six novel genes (FUS, STX4, CCNT2, FUBP1, NDUFS3, RAPSN) not previously linked to BMI.
- Discovered 11 genes associated with BMI in both adipose and brain tissues, suggesting potential brain-adipose crosstalk.
Conclusions:
- This integrated omics approach successfully identified novel BMI-associated genes.
- The findings provide new molecular targets and insights into the genetic architecture of BMI regulation.
- Future research can explore the identified genes' roles in the molecular mechanisms underlying BMI.
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