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Sample Preparation to Bioinformatics Analysis of DNA Methylation: Association Strategy for Obesity and Related Trait Studies
Published on: May 6, 2022
Transcriptome-wide association study identifies multiple genes associated with childhood body mass index
Shi Yao1, Hao Wu1, Jing-Miao Ding1
1Key Laboratory of Biomedical Information Engineering of Ministry of Education, Biomedical Informatics & Genomics Center, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, Shaanxi, PR China.
This study identified 15 candidate genes for childhood obesity using transcriptome-wide association studies (TWAS). Novel genes were discovered, offering new insights into the genetic basis of childhood body mass index (BMI).
Area of Science:
- Genetics
- Pediatrics
- Nutritional Science
Background:
- Childhood obesity is a prevalent and costly nutritional issue with significant heritability.
- The precise genetic underpinnings of childhood obesity are not fully understood.
- Identifying genetic factors is crucial for understanding and addressing this public health challenge.
Purpose of the Study:
- To identify novel genes associated with childhood obesity through a transcriptome-wide association study (TWAS).
- To explore the genetic architecture of childhood body mass index (BMI).
Main Methods:
- Conducted TWAS by integrating genome-wide association study (GWAS) summary statistics for childhood BMI with gene expression data from 39 key tissues.
- Utilized GWAS data from the Early Growth Genetics Consortium, encompassing 35,668 children across 20 studies.
Main Results:
- Identified 15 candidate genes for childhood BMI after applying Bonferroni correction.
- ADCY3 was the most significant gene, detected in 13 tissues including adipose, brain, and blood.
- Discovered tissue-specific genes, such as FAIM2 in the brain and the fat mass and obesity-associated gene (FTO) in muscle, and identified TUBA1B as uniquely influencing childhood BMI in muscle.
Conclusions:
- The study successfully identified multiple candidate genes contributing to childhood BMI.
- These findings provide novel genetic insights into the mechanisms underlying childhood obesity.
- Three genes (FAM150B, KNOP1, and LMBR1L) were highlighted as potentially novel genetic factors for childhood BMI.
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