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Constructing a seventeen-gene signature model for non-obstructive azoospermia based on integrated transcriptome
Yinwei Chen1, Penghui Yuan2, Longjie Gu3
1Reproductive Medicine Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China.
Reproductive Biology and Endocrinology : RB&E
|March 22, 2023
Summary
This study identifies a seventeen-gene signature for non-obstructive azoospermia (NOA) detection. Seven key genes show potential as biomarkers for male infertility, offering new insights into NOA pathogenesis.
Area of Science:
- Genetics and Genomics
- Reproductive Biology
- Bioinformatics
Background:
- Non-obstructive azoospermia (NOA) affects 1% of males globally, with unclear underlying mechanisms.
- Understanding NOA pathogenesis is crucial for diagnosis and treatment strategies.
Purpose of the Study:
- To explore the potential pathogenesis of NOA through gene expression analysis.
- To identify novel biomarkers for the detection and management of NOA.
Main Methods:
- Integrated analysis of four Gene Expression Omnibus (GEO) microarray datasets.
- Weighted gene correlation network analysis (WGCNA) to identify differentially expressed genes (DEGs).
- Construction and validation of a seventeen-gene signature model using LASSO regression.
Main Results:
- Identified 388 upregulated and 795 downregulated common DEGs in NOA.
- Enriched pathways include ATPase activity, tubulin binding, and immune-associated signaling.
- A seventeen-gene model demonstrated high predictive power (AUC > 0.90) in multiple datasets.
- Seven key genes (REC8, CPS1, DHX57, RRS1, GSTA4, SI, COX7B) showed significant diagnostic potential.
Conclusions:
- A novel seventeen-gene signature model shows promise for NOA prediction.
- Seven identified genes may serve as potential biomarkers for male infertility.
- This study offers a new perspective on the pathological mechanisms of NOA.
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