Evidence map›Paper›PMID 41639206›Full record

ArticleScientific reports2026

Integrative bioinformatics analyses of mitochondrial dysfunction-related genes in human non-obstructive azoospermia.

Qian Liu, Hailang Wu, Jia You, Jingchun Wang, Xiangchi Peng, Zhen Ye, Menghua Wu

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Qian Liu *Center for Reproductive Medicine, Wuhan Women and Children Medical Care Center, Tongji Medical College, Wuhan Childrens Hospital, Huazhong University of Science and Technology, No.100 Xianggang Road, Wuhan, 430019, China.ORCID http://orcid.org/0000-0002-8694-5958
Hailang Wu *Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.
Jia YouDepartment of Urology, Children Medical Care Center, Tongji Medical College, Wuhan Childrens Hospital, Wuhan Women, Huazhong University of Science and Technology, Wuhan, 430019, China.
Jingchun WangCenter for Reproductive Medicine, Wuhan Women and Children Medical Care Center, Tongji Medical College, Wuhan Childrens Hospital, Huazhong University of Science and Technology, No.100 Xianggang Road, Wuhan, 430019, China.
Xiangchi PengCenter for Reproductive Medicine, Wuhan Women and Children Medical Care Center, Tongji Medical College, Wuhan Childrens Hospital, Huazhong University of Science and Technology, No.100 Xianggang Road, Wuhan, 430019, China.
Zhen YeCenter for Reproductive Medicine, Wuhan Women and Children Medical Care Center, Tongji Medical College, Wuhan Childrens Hospital, Huazhong University of Science and Technology, No.100 Xianggang Road, Wuhan, 430019, China. 15827100748@163.com.
Menghua WuCenter for Reproductive Medicine, Wuhan Women and Children Medical Care Center, Tongji Medical College, Wuhan Childrens Hospital, Huazhong University of Science and Technology, No.100 Xianggang Road, Wuhan, 430019, China. 13477023212@163.com.

Funding

Health and Family Planning Commission of Wuhan Municipality WX21B05National Natural Science Foundation of China 82000473
6 · The paper itself

Abstract

Non-obstructive azoospermia (NOA) is the severest form of male infertility. This study aimed to identify core genes associated with mitochondrial dysfunction and regulatory networks in NOA, providing potential diagnostic biomarkers and therapeutic targets for NOA. We identified mitochondrial dysfunction-related hub genes by analyzing three testis transcriptome datasets, and further confirmed their diagnostic value, differential expression in clinical specimens, and immune infiltration associations. For GSE108886 and GSE145467, 35 mitochondrial dysfunction-related differentially expressed genes (MD-DEGs, 10 upregulated and 25 downregulated) were obtained. And 6 common hub genes (COX7A1, COX7A2, COX7B2, MRPS15, AURKAIP1, and PDHA2) were identified. hsa-miR-12,116, hsa-miR-296-5p, and transcription factors (FOXA1, FOXC1, GATA2, SRF) simultaneously targeted two hub MD-DEGs. Diagnostic model incorporating COX7A1, COX7A2, AURKAIP1 and MRPS15 presented preliminary diagnostic efficacy with AUC value of 0.930 (95% CI [0.835-1.000]). Subsequently, RT-qPCR confirmed upregulation of COX7A1 (P < 0.05) and downregulation of COX7A2, COX7B2, MRPS15, AURKAIP1 and PDHA2 (P < 0.05 for all) in NOA patients. In addition, T cells CD8 and Mast cells resting were enriched in NOA patients. MD-DEGs including COX7A1, COX7A2, MRPS15 and AURKAIP1 may play pivotal roles in NOA pathogenesis, and could serve as a pre-biopsy screening tool to stratify patients and monitor therapeutic responses for NOA.

Indexed as

AzoospermiaComputational BiologyMitochondriaBiomarkersGene Expression ProfilingGene Expression RegulationGene Regulatory NetworksHumansMaleTestisTranscriptomeBiomarkersBioinformatics analysisBiomarkerDifferentially expressed genesHub genesMitochondrial dysfunctionNon-obstructive azoospermia

Identifiers

PMID41639206
PMCPMC12923532

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