ArticleFrontiers in endocrinology2024
Dysregulation of ferroptosis-related genes in granulosa cells associates with impaired oocyte quality in polycystic ovary syndrome.
Article in Frontiers in endocrinology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis that pooled it.
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Who cites it
18 citing papers in PubMed, 1 synthesis or guideline pooled it, 18 citations in OpenAlex.
- Artificial intelligence in polycystic ovarian syndrome management: past, present, and future.La Radiologia medica · 2025Pooled it
- Research progress of ferroptosis in gynecological diseases.Annals of medicine · 2026Review
- Orchestrating Ovarian Dysfunction- The Role of Programmed Cell Death in PCOS.Cell biochemistry and biophysics · 2026Article
- WTAP -mediated N6‑methylation of TRAF6 Facilitates Polycystic Ovary Syndrome by Inducing Ferroptosis.Reproductive sciences (Thousand Oaks, Calif.) · 2026Article
- Interconnected cell death pathways: central mechanisms and therapeutic targets in impaired follicular development of polycystic ovary syndrome.Journal of ovarian research · 2026Review
- Research Progress on Ferroptosis Regulation of Female Reproduction.Biological trace element research · 2026Review
- The role of gut microbiota mediated ferroptosis in PCOS and the therapeutic potential of Chinese herbal medicine.Frontiers in medicine · 2026Review
- Mitochondria and polycystic ovary syndrome: The role of ferroptosis, inflammasomes, and endoplasmic reticulum stress.International journal of biological sciences · 2026Review
- Cellular senescence and polycystic ovary syndrome: mechanisms and therapeutic strategies from a new perspective.Annals of medicine · 2025Review
- Identification of ferroptosis- and mitochondrial metabolism-related biomarkers and the potential molecular mechanisms of poor ovarian response.Journal of ovarian research · 2025Article
- Ferroptosis in the Ovarian Follicular Microenvironment: A Redox-Dependent Cell Death Pathway with Emerging Roles in PCOS, Oocyte Quality, and IVF Outcomes.International journal of molecular sciences · 2025Review
- The Role of Endoplasmic Reticulum Stress in Polycystic Ovary Syndrome and Exploration of Potential Therapeutic Targets.Reproductive sciences (Thousand Oaks, Calif.) · 2025Article
- Empagliflozin alleviates type 2 diabetic renal fibrosis by inhibiting SLC7A7-mediated ferroptosis.Diabetology & metabolic syndrome · 2025Article
- Mechanisms of programmed cell death in livestock follicular development and atresia: a review.Journal of animal science and biotechnology · 2025Review
- Targeting the epigenetic regulation of ferroptosis: a potential therapeutic approach for sepsis-associated acute kidney injury.Clinical epigenetics · 2025Review
- BMAL1 improves assisted reproductive technology outcomes in patients with polycystic ovary syndrome by targeting BMP6 and regulating ovarian granulosa cell apoptosis.Journal of assisted reproduction and genetics · 2025Article
- Dicoumarol sensitizes hepatocellular carcinoma cells to ferroptosis induced by imidazole ketone erastin.Frontiers in immunology · 2025Article
- Mechanisms of follicular atresia: focus on apoptosis, autophagy, and ferroptosis.Frontiers in endocrinology · 2025Review
Corrections and comments
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Authors and funding
14 authors at 5 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Poor oocyte quality remains one of the major challenges for polycystic ovary syndrome (PCOS) patients during Methods: Ferroptosis-related differentially expressed genes (DEGs) of GCs in women with PCOS were identified by bioinformatic analyses of GSE155489 and GSE168404 datasets. Functional enrichment analyses were conducted using Gene Ontology and Kyoto Encyclopedia of Genes and Genomes. Core ferroptosis-related genes were further screened by random forest, and evaluated for diagnostic value by receiver operating characteristic curve analyses. Gene expression was validated by real-time quantitative polymerase chain reaction of collected GC samples, and analyzed for association with oocyte quality. In addition, gene regulatory network was constructed based on predicted RNA interactions and transcription factors, while potential therapeutic compounds were screened through molecular docking with crystallographic protein structures. Results: A total of 14 ferroptosis-related DEGs were identified. These DEGs were mainly enriched in reactive oxygen species metabolic process, mitochondrial outer membrane, antioxidant activity as well as ferroptosis and adipocytokine signaling pathways. Eight core ferroptosis-related genes (ATF3, BNIP3, DDIT4, LPIN1, NOS2, NQO1, SLC2A1 and SLC2A6) were further selected in random forest model, which showed high diagnostic performance for PCOS. Seven of them were validated in GC samples, and five were found to be significantly and positively correlated with one or more oocyte quality parameters in PCOS patients, including oocyte retrieval rate, mature oocyte rate, normal fertilization rate, and good-quality embryo rate. Gene regulatory network revealed JUN and HMGA1 as two important transcription factors, while dicoumarol and flavin adenine dinucleotide were predicted as small molecules with therapeutic potential. Conclusions: This is the first comprehensive report to study the differential expression of ferroptosis-related genes in GCs of PCOS and their clinical relevance with oocyte quality. Our findings could provide novel insights on the potential role of GC ferroptosis in PCOS pathogenesis, diagnosis, and targeted treatment.
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