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Updated: Jan 26, 2026

Obtaining High-Quality Transcriptome Data from Cereal Seeds by a Modified Method for Gene Expression Profiling
Published on: May 21, 2020
Integrating transcriptome-wide association study and mRNA expression profiling identifies novel genes associated with
1Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, School of Public Health, Health Science Center, Xi'an Jiaotong University, No.76 Yan Ta West Road, Xi'an, 710061, People's Republic of China.
This study identified novel genes and biological pathways linked to bone mineral density (BMD) using a two-stage transcriptome-wide association study (TWAS). These findings offer new insights into the genetic underpinnings of osteoporosis (OP).
Area of Science:
- Genetics
- Bone Biology
- Metabolic Diseases
Background:
- Osteoporosis (OP) is a metabolic bone disease characterized by decreased bone mineral density (BMD).
- Identifying novel genetic factors associated with BMD is crucial for understanding OP pathogenesis.
Purpose of the Study:
- To identify novel candidate genes associated with bone mineral density (BMD).
- To explore the genetic mechanisms underlying osteoporosis (OP).
Main Methods:
- A two-stage transcriptome-wide association study (TWAS) was conducted using genome-wide association study (GWAS) summary data for BMD.
- TWAS results were integrated with mRNA expression weights from peripheral blood and muscle/skeleton.
- Gene ontology (GO) analysis and comparison with gene expression profiling data were performed to identify overlapping genes and pathways.
Main Results:
- The TWAS identified 95 common genes associated with BMD in peripheral blood and muscle/skeleton.
- Eighteen overlapping genes were found between TWAS and mRNA expression profiling of OP patients, including MUL1 and SPTBN1.
- Twelve BMD-associated Gene Ontology (GO) terms were identified, with six overlapping terms (e.g., membrane, cell adhesion) found between TWAS and expression profiles.
Conclusions:
- The study successfully identified multiple candidate genes and GO terms associated with BMD.
- These findings provide novel genetic insights into the mechanisms of osteoporosis.
- The identified genes and pathways warrant further investigation for potential therapeutic targets.
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