ArticleBMC medicine2024
Integrative bioinformatics analysis for identifying the mitochondrial-related gene signature associated with immune infiltration in premature ovarian insufficiency.
Article in BMC medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed.
- Mitochondrial Dysfunction in Circulating Blood Cells and Biological Aging: A Review of Mechanisms and Evidence.Biomolecules · 2026Review
- HuMSCs-derived exosomes alleviate premature ovarian insufficiency by enhancing SIRT3-mediated mitochondrial function in theca-interstitial cells.Journal of ovarian research · 2026Article
- Inflammatory remodeling of the ovarian microenvironment in premature ovarian insufficiency: mechanisms and therapeutic opportunities.Frontiers in immunology · 2026Review
- Proteomics reveal serum biomarkers for early diagnosis in premature ovarian insufficiency.Frontiers in endocrinology · 2026Article
- Mechanisms and treatment modalities related to premature ovarian insufficiency in mitochondria: literature review.Journal of ovarian research · 2025Review
- LRRC4 Deficiency Drives Premature Ovarian Insufficiency by Disrupting Metabolic Homeostasis in Granulosa Cells.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Mitochondrial medicine: "from bench to bedside" 3PM-guided concept.The EPMA journal · 2025Article
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Abstract
backgroundPremature ovarian insufficiency (POI) is a reproductive disorder characterized by the cessation of ovarian function before the age of 40. Although mitochondrial dysfunction and immune disorders are believed to contribute to ovarian damage in POI, the interplay between these factors remains understudied.
methodsIn this research, transcriptomic data related to POI were obtained from the NCBI GEO database. Hub biomarkers were identified through the construction of a protein‒protein interaction (PPI) network and further validated using RT‒qPCR and Western blot. Moreover, their expression across various cell types was elucidated via single-cell RNA sequencing analysis. A comprehensive investigation of the mitochondrial and immune profiles of POI was carried out through correlation analysis. Furthermore, potential therapeutic agents were predicted utilizing the cMap database.
resultsA total of 119 mitochondria-related differentially expressed genes (MitoDEGs) were identified and shown to be significantly enriched in metabolic pathways. Among these genes, Hadhb, Cpt1a, Mrpl12, and Mrps7 were confirmed both in a POI model and in human granulosa cells (GCs), where they were found to accumulate in GCs and theca cells. Immune analysis revealed variations in macrophages, monocytes, and 15 other immune cell types between the POI and control groups. Notably, strong correlations were observed between seven hub-MitoDEGs (Hadhb, Cpt1a, Cpt2, Mrpl12, Mrps7, Mrpl51, and Eci1) and various functions, such as mitochondrial respiratory complexes, dynamics, mitophagy, mitochondrial metabolism, immune-related genes, and immunocytes. Additionally, nine potential drugs (calyculin, amodiaquine, eudesmic acid, cefotaxime, BX-912, prostratin, SCH-79797, HU-211, and pizotifen) targeting key genes were identified.
conclusionsOur results highlight the crosstalk between mitochondrial function and the immune response in the development of POI. The identification of MitoDEGs could lead to reliable biomarkers for the early diagnosis, monitoring, and personalized treatment of POI.
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