Deconstructing a Syndrome: Genomic Insights Into PCOS Causal Mechanisms and Classification

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1. Jiawei Buzhong Yiqi Decoction attenuates polycystic ovary syndrome through regulating kisspeptin-GPR54-AKT-SHBG system
   Runan Hu, Yuli Geng, Yanjing Huang, Zhuo Liu, Fan Li, Kunkun Song, Wenwen Ma, Haoxu Dong, Mingmin Zhang, Ting Lei et al. · 2024 · Phytomedicine
2. ADIPOQ gene polymorphisms and haplotypes linked to altered susceptibility to PCOS: a case–control study
   Aminah M. Al‐Awadi, Aisha Babi, Ramzi R. Finan, Kuralay K. Atageldiyeva, Moldir Shaimardanova, Fekria E. Mustafa, Naeema Mahmood, Gulzhanat Nuratdinovna Aimagambetova, Wassim Youssef Almawi · 2022 · Reproductive BioMedicine Online
3. Causal relationships between modifiable risk factors and polycystic ovary syndrome: a comprehensive Mendelian randomization study
   Yuheng Zhao, Jinglin Pang, Xingyi Fang, Zhaohua Yan, Haili Yang, Qinghua Deng, Tianzhong Ma, Mengqi Lv, Yingying Li, Ziying Tu et al. · 2024 · Frontiers in Endocrinology
4. Improving the Dehydroepiandrosterone Induced PCOS Rat Model: Interplay of Age, High Fat Diet, and Treatment Regimen on Reproductive and Metabolic Phenotypes
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5. RETRACTED: Integrated multi-omics analysis reveals complement component 3 as a central driver of immune dysregulation in polycystic ovary syndrome
   Xuanpeng Zhao, Qingyan Meng, Shuang Liu, Linqi Cheng, Baoshan Li, Dongkai Cheng · 2025 · Frontiers in Endocrinology · Retracted
6. Hyperoside mitigates PCOS-associated adipogenesis and insulin resistance by regulating NCOA2-mediated PPAR-γ ubiquitination and degradation
   Qi Zhou, Hong Tang, Yongfeng Wang, Yu Hua, Xuenong Ouyang, Linxia Li · 2025 · Life Sciences
7. Unraveling PCOS: Exploring its causes and diagnostic challenges
   Dar, Mohd Altaf, Maqbool, Mudasir, Qadrie, Zulfkar, Ara, Irfat, Qadir, Afshana · 2024 · Open Health
8. Protein Expression and Bioinformatics Study of Granulosa Cells of Polycystic Ovary Syndrome Expressed Under the Influence of DHEA
   Pankaj Pant, Reema Sircar, Ritu Prasad, Hari Om Prasad, Havagiray R. Chitme · 2023 · Clinical Medicine Insights Endocrinology and Diabetes
9. Polycystic Ovarian Syndrome: A Review of Multi-omics Analyses
   Ilmas Naqvi, Anannya Bandyopadhyay, Amisha Panda, B. Hareramadas · 2025 · Reproductive Sciences
10. Evaluation of representativeness and sustainability of PCOS rat models induced by letrozole with or without high-fat diet
    Shanqin Qi, Haiyan Yu, Wen Hu, Dong-Shuai Xia, Qinghan Shi, Kehua Wang · 2025 · Scientific Reports
11. Triglyceride glucose index - body mass index predicts insulin resistance, metabolic syndrome and associates with impaired ovulation in Chinese women with polycystic ovary syndrome
    Muxin Guan, Jiaxing Feng, Mengyi Zhu, Yu Wang, Baichao Shi, Fengjuan Lu, Jianghong Yu, Zhuwei Gao, Hong‐Ren Yu, Xiaoke Wu · 2025 · Frontiers in Endocrinology
12. Unraveling PCOS therapies: Pharmacotherapeutic strategies and emerging therapeutic targets
    Kamini R Shirasath, Noor Zaheer Ahmed, Pawan Kumar, Shah Alam, Ritu Karwasra, Sameer N. Goyal, Yogeeta O. Agrawal · 2025 · Pathology - Research and Practice
13. Methylation reader MBD2-mediated GPX4 transcriptional repression drives ovarian granulosa cell ferroptosis in PCOS
    Zhengquan Zhu, Yihan Wang, Xinye Yu, Tingyu Wang, Yin Li, Ruizhe Wang, Haiyun Chen, Binjia Ruan, Wangsen Cao, Gaojian Tao et al. · 2026 · Redox Biology
14. The Influences of Perinatal Androgenic Exposure on Cardiovascular and Metabolic Disease of Offspring of PCOS
    Fei Guo, S. H. Mao, Yuhang Long, Bokang Zhou, Ling Gao, Hefeng Huang · 2023 · Reproductive Sciences
15. Higher Cumulative Live Birth Rate but Also Higher Late Miscarriage Risk in Non-Obese Women with Polycystic Ovary Syndrome Undergoing the First IVF/ICSI Cycle
    Simin Liu, Xiu Zhou, Huiying Jie, Zetong Zheng, Bing Cai, Qingyun Mai, Canquan Zhou · 2024 · International Journal of Women s Health
16. Polycystic ovary syndrome and sexuality
    Rossella Elena Nappi, Lara Tiranini · 2022 · Gynecological Endocrinology
17. Shared Pathophysiological Mechanisms and Genetic Factors in Early Menarche and Polycystic Ovary Syndrome
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18. The strategic role of lipidomics in biomarker identification and diagnosis of gynecological diseases
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19. Relationship between serum apelin, visfatin levels, and body composition in Polycystic Ovary Syndrome patients
    Dan Kuai, Qingtao Tang, Xiang Wang, Qi Yan, Wenyan Tian, Huiying Zhang · 2024 · European Journal of Obstetrics & Gynecology and Reproductive Biology
20. Effect of basal luteinizing hormone/follicle-stimulating hormone ratio on clinical outcome of In Vitro fertilization in patients with polycystic ovarian syndrome: a retrospective cohort study
    Dan Shan, Junzhao Zhao, Xiaosheng Lu, Huina Zhang, Jieqiang Lu, Qi Shen · 2024 · PeerJ
21. Prospective associations of adolescent obesity phenotypes with self-reported polycystic ovary syndrome diagnosis in young adulthood
    Laura A. Reich, Ruth G. St Fleur, Annie Gjelsvik, Alison E. Field, Hannah N. Ziobrowski · 2025 · Human Reproduction
22. Relation of resistin gene variants to resistin plasma levels and altered susceptibility to polycystic ovary syndrome: A case control study
    Aminah M. Al‐Awadi, F. Lisa Saldhana, Zhansaya Bauyrzhanova, Rita Nemr, Naeema Mahmood, Wassim Youssef Almawi · 2023 · American Journal of Reproductive Immunology
23. Discovering common pathogenetic processes between polycystic ovary syndrome and uterine corpus endometrial carcinoma by bioinformatics and experimental approach
    Mingming Wang, Kangyang Diao, Mprah Richard, Lefan Dai, Tao Hu, Huanhuan Ding · 2023 · Arabian Journal of Chemistry
24. Microglia: sculptors of the polycystic ovary syndrome (PCOS)-like brain?
    Aisha Sati, Elodie Desroziers, Rebecca E. Campbell · 2023 · Reproduction
25. Maternal polycystic ovarian syndrome and offspring psychopathology and neurodevelopment
    Linda G. Kahn, Alison E. Hipwell, Mia Charifson, Rui Ling, Kim N. Cajachagua‐Torres, Akhgar Ghassabian · 2025 · Human Reproduction
26. The interactions between autophagy and immune in the liver-adipose-ovary circuit of polycystic ovary syndrome
    Guofeng Nie, Muxuan Liu, Luxu Yang, Chanyu Li, Chenzhao Qu, Jing Wang, Juanjuan Mei, Yanlin Wang, Lei Han, Xinwei Zhang et al. · 2026 · Frontiers in Immunology
27. Follicular fluid from women with polycystic ovary syndrome induces granulosa cells metabolic dysfunction that is exacerbated by obesity
    Mafalda V. Moreira, Bárbara Guerra‐Carvalho, David F. Carrageta, Daniela Sousa, Raquel Brandão, Carla Leal, Emídio Vale-Fernandes, Anna Ptak, Duarte Pignatelli, Raquel L. Bernardino et al. · 2026 · Frontiers in Endocrinology
28. Investigation of androgen receptor CAG repeats length in polycystic ovary syndrome diagnosed using the new international evidence-based guideline
    Xueqi Yan, Xueying Gao, Qian Shang, Ziyi Yang, Yuteng Wang, Li Liu, Wei Liu, Dan Liu, Fang Cheng, Shigang Zhao et al. · 2023 · Journal of Ovarian Research
29. Blood nesfatin-1 levels in patients with polycystic ovary syndrome: a systematic review and meta-analysis
    Mei Wang, Jiao Tong, Qing Zhu, Huaiyun Tang, Lisha Tang · 2024 · Frontiers in Endocrinology
30. Melatonin attenuates hepatic oxidative stress by regulating the P62/LC3 autophagy pathway in PCOS
    Junhui Zhang, Hongyan Zhang, Bao Guo, Jun Yang, Renxiang Yu, Wenxiu Chen, Muxin Zhai, Cao Yuhan, Yajing Liu, Qiang Hong et al. · 2024 · Endocrine Connections
31. Hotspots and research trends of gut microbiome in polycystic ovary syndrome: a bibliometric analysis (2012–2023)
    Ruishan Wu, Zhensheng Mai, Xiao‐Yan Song, Wenzhong Zhao · 2025 · Frontiers in Microbiology
32. The role of CLDN11 in promotion of granulosa cell proliferation in polycystic ovary syndrome via activation of the PI3K-AKT signalling pathway
    Min Wang, Tong Chen, Jiani Zheng, Caomeihui Shen, Guitian He, Jingshun Zhang, Boqi Zhang, Lianwen Zheng · 2025 · Scientific Reports
33. Ameliorative effect of Fagonia indica-coated chitosan nanoparticles on the ovulatory pattern in PCOS rat model
    Threem Zia, Irfana Liaqat, Khawar Ali Shahzad, Mushtaq Hussain Lashari, Dalia Fouad, Farid Shokry Ataya, Saman Alam, Areeba Saeed · 2025 · Journal of Ovarian Research
34. The Role of Gene Alterations in the Pathogenesis of Polycystic Ovary Syndrome
    Enrico Carmina · 2025 · Journal of Clinical Medicine
35. Brain‐Specific Gata4 Downregulation in Greywick Female Mice Models the Metabolic Subtype of Polycystic Ovary Syndrome
    Sherin Ali Nawaito, Mostafa Esmael, Ouliana Souchkova, Tatiana Cardinal, Guillaume Bernas, Karl‐F. Bergeron, Fanny Gayda, Francis Bergeron, Marie‐France Bouchard, Xiang Zhou et al. · 2025 · The FASEB Journal
36. Differential expression of extracellular vesicle microRNA and granulosa cell mRNA in polycystic ovary syndrome with insulin resistance
    Wenhan Ju, Keying Pan, Qianwen Zhang, Yue Wang, Shuai Zhao, Jinfu Zhang, Fang Lian · 2025 · Reproductive BioMedicine Online
37. Sexual functioning in women with functional hypothalamic amenorrhea: exploring the relevance of an underlying polycystic ovary syndrome (PCOS)-phenotype
    Federica Barbagallo, G. Pedrielli, David Bosoni, Lara Tiranini, Laura Cucinella, Aldo Eugenio Calogero, Fabio Facchinetti, Rossella Elena Nappi · 2023 · Journal of Endocrinological Investigation
38. Uptake of the core outcome set on polycystic ovary syndrome before and after its publication
    Wenqiang Li, Guoliang Li, Hongbin Chi, H. Wang, Lin Zeng · 2023 · Human Reproduction
39. Interlukin-22 improves ovarian function in polycystic ovary syndrome independent of metabolic regulation: a mouse-based experimental study
    Weixuan Chen, Baoying Liao, Chuyu Yun, Min Zhao, Yanli Pang · 2024 · Journal of Ovarian Research
40. Genomic Correlations, Shared Loci, and Drug Targets Between Polycystic Ovary Syndrome and Asthma: Insights From Genome-wide Association Analysis
    Enting Ji, Ze Wang, Ran Zhong, Yao Lu, Ruqun Zheng, Shuting Ning, Min Hu, Juan Li, Maohua Lai, Guowei Xue et al. · 2025 · The Journal of Clinical Endocrinology & Metabolism
41. Research Progress on Ferroptosis Regulation of Female Reproduction
    Zihan Wang, Shuo Li, Xiajinguo Xie, Xinyu Zeng, Xuerui Zhao, Xinyi Wang, Dongmei Jiang, Bo Kang · 2025 · Biological Trace Element Research
42. Dynamic decision making simulation with limited data via causal inference
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43. Nutrients and bioactive compounds in polycystic ovary syndrome: updated insights into effects and underlying mechanisms
    Yanli Zhang, Baichao Shi, Yuan Tian, SHUJUN XU, Hui Chang · 2026 · Frontiers in Nutrition
44. Maternal androgen exposure induces intergenerational effects via paternal inheritance
    Yu Zhou, Chao Lian, Yingfei Lu, Tianming Wang, Chengcheng Zhao, Cuilan Zhang, Min Gong, Jianquan Chen, Rong Ju · 2024 · Journal of Endocrinology
45. Nano-sized titanium dioxide exposure induces non-hyperandrogenic polycystic ovarian syndrome in rats by increasing aromatase and apoptosis in granulosa cells
    Weidong Zhou, Wenjing Zhang, Zhineng Fu, Chen Tang, Pengtao Chen, Ruofan Huang, Chunyan Yang, Shuzhen Chen, Zhenghong Zuo, Chengyong He et al. · 2024 · Journal of Environmental Sciences
46. Ultrasound-derived fat fraction to assess liver steatosis in obese patients with polycystic ovary syndrome
    Lina Meng, JinXia Wang, Hui Yang, Yuan Hu, ZongLi Yang · 2025 · Clinical and Experimental Medicine
47. Effects of melatonin in polycystic ovary syndrome: is there Hippo pathway crosstalk?
    Lijun Wang, Yuanyuan Jin, Yuanyuan Zhi, Zhenzhen Li, Meili Wang, Boda Wang, Xinbo Wang · 2025 · Journal of Ovarian Research
48. The glucocorticoid receptor gene (NR3C1) is linked to and associated with polycystic ovarian syndrome in Italian families
    Shumail Syed, Claudia Gragnoli · 2024 · Journal of Ovarian Research
49. The vaginal metabolomics profile with features of polycystic ovary syndrome: a pilot investigation in China
    Yan Xuan, Xiang Hong, Xu Zhou, Tao Yan, Pengfei Qin, Danhong Peng, Bei Wang · 2024 · PeerJ
50. GRIM19 deficiency aggravates metabolic disorder and ovarian dysfunction in PCOS
    Lin Yang, Yang Yang, Xiaojuan Han, Chengzi Huang, Ying Wang, Danni Jiang, Lan Chao · 2024 · Biochimica et Biophysica Acta (BBA) - Molecular Basis of Disease
51. Exploring the mechanism of Schisandra rubriflora in the treatment of polycystic ovary syndrome based on network pharmacology and molecular docking
    Zhengyan Dou, Qingxian Li, Jing Zhang, Xin Zhang · 2025 · Journal of Ovarian Research
52. Visceral Adiposity Index in Relation to Rotterdam Phenotypes of Polycystic Ovary Syndrome
    Dagmara Pluta, Alicja Staśczak, Tomasz Stokowy, Maciej Migacz, Klaudia Kochman, Michał Tadeusz Holecki · 2025 · Biomedicines
53. IL2RG knockout mitigates polycystic ovary syndrome pathogenesis by transitioning pyroptosis to apoptosis through the GSDME pathway
    Sailing Chen, Lu Han, Yingfen Ying, Haitao Xi, Jingyi Zheng, Chaochao Gong, Shaowei Wang, Yunbin Tang, Junzhao Zhao, Ren-shan Ge et al. · 2025 · Journal of Ovarian Research
54. Heterogeneity in susceptibility to polycystic ovary syndrome among women with epilepsy
    Leihao Sha, Yiming Wu, Wanlin Lai, Yifei Duan, Yilin Xia, Lei Chen · 2023 · Acta Epileptologica
55. Clomiphene Citrate Medication for Infertility and Risk of Stillbirth or Neonatal Death: A Population-based Cohort Study
    Vivienne Moore, Alice R. Rumbold, Renae C. Fernandez, Heather J. McElroy, Lynette Moore, Lynne C. Giles, Luke E. Grzeskowiak, Elizabeth Ellen Roughead, Michael John Stark, Darryl Lyndon Russell et al. · 2024 · The Journal of Clinical Endocrinology & Metabolism
56. Oviduct Glycoprotein 1 (OVGP1) Diagnoses Polycystic Ovary Syndrome (PCOS) Based on Machine Learning Algorithms
    Fengjuan Wang, Xinran Liu, Xiaoyan Hao, Jing Wang, Jiayun Liu, Congxia Bai · 2024 · ACS Omega
57. Investigation of associations between polycystic ovary syndrome and INSR gene polymorphisms rs2059806 and rs2252673
    Emre Taşkın, Semra Eroğlu · 2025 · Revista da Associação Médica Brasileira
58. Exploring potential mechanisms of artificial sweeteners in polycystic ovary syndrome through network toxicology and molecular docking
    He Huan, Yinjuan Lyu, Manquan Fu, Xiao-Cui Jiang, Jianmin Liu, Min Xiao · 2025 · Reproductive Toxicology
59. Assessment of female nursing student's knowledge regarding polycystic ovarian syndrome at South Valley University
    Eman Maghraby, Nabila Ahmed, Aml Ahmed, Mervat S. Hassan · 2022 · Assiut Scientific Nursing Journal
60. Bioinformatics-based analysis of potential therapeutic target genes for polycystic ovary syndrome
    Ying Liu, Jinwei Yu, Jing Li, Weihong Li, Hongxia Ma · 2024 · Cellular and Molecular Biology
61. Genome-wide DNA methylation analysis in blood identifies differentially methylated regions related to polycystic ovary syndrome
    Priya Pritika Sharma, Amit Singh, Shweta Daryani, Tulsi Brahma, Balpreet Kaur, Preeti Khetarpal · 2024 · Gene Reports
62. Transcriptome Analysis of Mesenchymal Progenitor Cells Revealed Molecular Insights into Metabolic Dysfunction and Inflammation in Polycystic Ovary Syndrome
    Mei-Chi Huang, Pei‐Lung Chen, Chia‐Lang Hsu · 2024 · International Journal of Molecular Sciences
63. X centromeric drive may explain the prevalence of polycystic ovary syndrome and other conditions
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64. Correlation analysis of BMI with ovulation effect and clinical pregnancy rate in patients with polycystic ovary syndrome
    Xiaoqiong Zeng · 2024 · American Journal of Translational Research
65. Evaluation of ultrasound derived fat fraction for metabolic associated fatty liver disease in obese patients with polycystic ovary syndrome
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66. The emerging roles of N6-methyladenosine (m6A) deregulation in polycystic ovary syndrome
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67. POLYCYSTIC OVARY SYNDROME: ORIGINS AND IMPLICATIONS: Gestational anti-Müllerian hormone and testosterone excess combined with maternal adiposity program for polycystic ovary syndrome
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68. Effects of Sitagliptin on Metabolic Indices and Hormone Levels in Polycystic Ovary Syndrome: a Meta-analysis of Randomized Controlled Trials
    Lijuan Zhang, Airong Chen, Jing Lü, Liuliu Ren, Zelin Hu · 2022 · Reproductive Sciences
69. Homeobox regulator Wilms Tumour 1 is displaced by androgen receptor at cis-regulatory elements in the endometrium of PCOS patients
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70. SESN2 Ameliorates Dihydrotestosterone-induced Human Ovarian Granulosa Cell Damage by Activating AMPK/ULK1-mediated Mitophagy
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71. The association between meat consumption and polycystic ovary syndrome in Iranian women: a case–control study
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72. Deciphering polycystic ovary syndrome: A brief overview from metabolic drivers to genetic and fetal origins
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73. Exploring the Role of Kisspeptin in Polycystic Ovary Syndrome and Its Associated Pregnancy Complications
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74. Correlation of blood lipid levels with the severity of polycystic ovary syndrome and its predictive value for pregnancy outcome
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75. Global Burden of Polycystic Ovary Syndrome: Socioeconomic Disparities, Reproductive Impacts, and Projections to 2050
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76. Ursolic acid, a pentacyclic triterpene from Ochrosia elliptica Labill leaves and its role in the management of polycystic ovary syndrome (PCOS)
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77. CDH4/UBA1/RBMX axis promotes polycystic ovary syndrome progression through YAP1 activation
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78. Non‐Linear Association Between Maternal Body Mass Index and Clinical Outcomes in Single Euploid Embryo Transfer: A Retrospective Cohort Study of 4235 Cycles
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79. From Gene Function to Precision Intervention: CRISPR/Cas9 and Stem Cell-Based Strategies as Emerging Disease-Modifying Approaches in PMOS
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80. Clustering polycystic ovary syndrome laboratory results extracted from a large internet forum with machine learning
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81. RNA-seq and miRNA-seq profiling analyses reveal molecular mechanisms underlying the progression of polycystic ovary syndrome
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82. Hsa_circ_0043533 modulates apoptosis and viability of granulosa cells via miR-409-3p/BCL2 and EMT signalling in PCOS: Providing novel perspective of metformin
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83. S100A11 promotes lipid metabolism and activates the apoptosis in polycystic ovary syndrome
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84. Serum Sortilin Levels as a Biomarker for Metabolic and Hormonal Dysregulation in Polycystic Ovary Syndrome
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85. The association between serum growth differentiation factor 15 and insulin resistance in women diagnosed with polycystic ovary syndrome
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86. Impact of the difference in diagnostic criteria for adolescent polycystic ovary syndrome excluding polycystic ovarian morphology
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87. Transgenerational Transmission of Reproductive and Metabolic Dysfunction in the Male Progeny of Polycystic Ovary Syndrome
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88. Understanding and Predicting Polycystic Ovary Syndrome through Shared Genetics with Testosterone, SHBG, and Chronic Inflammation
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89. Gene regulatory activity associated with PCOS revealed DENND1A -dependent testosterone production
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90. Metabolic and Inflammatory Profiles Across Infertile PCOS Phenotypes: Implications for Clinical Practice
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91. A rapid and validated GC-MS/MS method for simultaneous quantification of serum Myo- and D-chiro-inositol isomers
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92. Identification and validation of core genes associated with polycystic ovary syndrome and metabolic syndrome
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93. Acupuncture for management of polycystic ovary syndrome: current evidence and future directions
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94. Association of Cyp11a Gene with Polycystic Ovarian Syndrome Patients in Lahore, Pakistan
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95. Theme hotspots and knowledge structure of PCOS : Social network analysis and visualization study based on keywords
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96. Menstrual Cycle Heat Maps: Visualising menstrual cycle variability using hormone heat map arrays referenced to the ultrasound day of ovulation
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97. Knowledge and Self - Reported Practices of Nursing Students regarding the Polycystic Ovarian Syndrome
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98. The Ontogeny of Distinct Reproductive Phenotypes in Girls at Risk for PCOS During the Postmenarchal Transition
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99. Increased Serum AMH in a Subgroup of Women with Idiopathic Hyperandrogenism: Do These Women Have PCOS?
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100. Integrated Transcriptomics and Single-Cell RNA Sequencing Analyses Reveal the Potential Role of Obesity-Related Genes in Polycystic Ovary Syndrome
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