← Back to all signals
RESEARCH PAPER ANALYSIS

Variability of menstrual cycles by age, polycystic ovary syndrome, and early-life cycle irregularity in the apple Women's Health Study.

AI interpretation is pending for this paper.

Open original publication →
PMID41297783
JournalAmerican journal of obstetrics and gynecology
Publication Date2025-11-24
Ingested2026-08-02 12:05 AM
EXECUTIVE SUMMARY

What the AI sees

Not AI summarized yet.

WHY IT MATTERS

Research significance

Pending deeper interpretation.

ABSTRACT

Source abstract

BACKGROUND: Polycystic ovary syndrome is a common endocrine disorder, characterized by oligomenorrhea and androgen excess. Only a few studies have addressed the natural history of menstrual cycles among women with polycystic ovary syndrome and/or irregular cycles, most with limited sample size and homogenous populations. OBJECTIVE: We describe age-related differences in menstrual cycle length and regularity for those with and without a diagnosis of polycystic ovary syndrome. STUDY DESIGN: We included participants in the Apple Women's Health Study, a digital US cohort, who consented and enrolled between November 2019 and March 2024 and provided menstrual logging data (on days of menstrual bleeding) for at least 3 cycles without hormone use, pregnancy, or lactation. We evaluated menstrual cycle length among 3 mutually exclusive groups: those reporting a diagnosis of polycystic ovary syndrome (group 1: polycystic ovary syndrome), those without polycystic ovary syndrome but with early-life irregular (unpredictable) cycles (group 2: early-life irregular), and those without polycystic ovary syndrome and with early-life regular (predictable) cycles (group 3: early-life regular). Polycystic ovary syndrome status was based on self-reported physician diagnosis. "Early-life irregular" was defined as reporting not spontaneously establishing regular cycles within 4 years after menarche for those who did not report a polycystic ovary syndrome diagnosis. Menstrual cycles were categorized by participant's age into 8 groups (<20, 20-24, 25-29, 30-34, 35-39, 40-44, 45-49, and 50+ years). We used linear mixed effect models with random participant-specific intercepts to estimate a mean menstrual cycle length by age groups. Log-linear models for residual variance were used in the linear mixed effect models to estimate how within-individual standard deviations of menstrual cycle length (as a measure of cycle irregularity) vary across age groups. P values for interactions were calculated to compare across groups. RESULTS: Data from 160,206 menstrual cycles across 15,586 participants were analyzed, including 18,875 cycles from 1842 participants with polycystic ovary syndrome. Mean age at enrollment was 33 years for all groups. Prevalence of obesity (body mass index ≥30.0) was 62% in the polycystic ovary syndrome group, 36% in the early-life irregular group, and 35% in those with early-life regular cycles. Around 22% of the cycles in the polycystic ovary syndrome group were 30 to 34 years of age and 24% were ages 35 to 39. Menstrual cycle length patterns across the reproductive lifespan differed among groups. Compared to group 3 with early-life regular cycles, group 1 (polycystic ovary syndrome) and group 2 (early-life irregular) consistently had longer mean menstrual cycle length in early reproductive years, with the difference between groups decreasing with age up to ≤40 years. Covariate-adjusted results showed similar trends. Decreases in cycle irregularity (within-individual standard deviations) for groups 1 and 2 were also seen across the 20s and 30s age groups. CONCLUSION: At younger ages, persons with polycystic ovary syndrome or early-life irregularity had longer and more irregular cycles than those with regular cycles, as expected. These differences among groups diminished with age, as cycle characteristics of those with polycystic ovary syndrome or early-life irregularity became more similar to those of persons with early regular cycles.

SUPPORTING PAPER SET

32 more papers to review

Ranked by current scoring engine
1 Couple-Level Coping and Hope Interdependence in Hepatocellular Carcinoma After Transcatheter Arterial Chemoembolisation: Insights From an Actor-Partner Interdependence Model. Journal of nursing management 63.0 2 Applying the Best Interests Standard in Pediatric Palliative Care: A Case Study. Narrative inquiry in bioethics 57.2 3 Multicenter analysis of [123I/131I]I-mIBG imaging in pediatric neuroblastoma - effective dose estimation. Nuclear medicine review. Central & Eastern Europe 68.12 4 Spontaneous regression of dentigerous cyst in a impacted mandibular first permanent molar with eruptive potential: a case report. BMC oral health 52.4 5 [Correlation Between Molecular Genetic Features and Clinical Prognosis in Pediatric Burkitt Lymphoma]. Zhongguo shi yan xue ye xue za zhi 72.3 6 [Clinical Observation of Donor-Derived NK Cell Infusion in the Prevention of Cytomegalovirus Infection after Haploidentical Hematopoietic Stem Cell Transplantation]. Zhongguo shi yan xue ye xue za zhi 69.7 7 An Implementation Model for Oncofertility Support in a Regional Cancer Center without an In-House Reproductive Medicine Unit. The Kobe journal of medical sciences 60.4 8 Clinical significance of serum ATP8B1 in children with Mycoplasma pneumoniae infection complicated with myocardial injury. Annals of agricultural and environmental medicine : AAEM 52.4 9 Clinical significance of serum miR-95 in children with Mycoplasma pneumoniae infection complicated with diarrhea. Annals of agricultural and environmental medicine : AAEM 53.0 10 The miR-877-3p polymorphism rs1264440 is associated with susceptibility to breast cancer. Annals of agricultural and environmental medicine : AAEM 48.5 11 Whole-Body MRI in Neurocutaneous Syndromes: Imaging Phenotypes, Surveillance Strategies, and Pitfalls. Journal of computer assisted tomography 60.6 12 Metastatic Neuroblastoma Arising in an Ovarian Immature Teratoma in a 16-Year-Old Female: A Case Report. Fetal and pediatric pathology 54.7 13 Cardiovascular Disease Risk Among Childhood and Young Adult Cancer Survivors: A Systematic Review and Meta-Analysis. JAMA pediatrics 74.2 14 Comment on: Assessment of Immunization Status Following Non-HSCT Chemotherapy-Treated Pediatric Leukemia Survivors-Toward Recovery-Guided Revaccination. Journal of pediatric hematology/oncology 53.44 15 Effects of Palliative Oral Etoposide on Survival and Treatment Burden in Patients With Relapsed/Refractory Pediatric Malignancies. Journal of pediatric hematology/oncology 66.5 16 Aboriginal and Torres Strait Islander adolescent and parent perspectives on human papillomavirus vaccination through the School Immunisation Program in Queensland, Australia: a qualitative study. Vaccine 61.5 17 Teratoid Wilms Tumor: A Patient-Level Systematic Review of the Published Literature. Journal of pediatric surgery 74.6 18 The Evolving Landscape of Extracorporeal Photopheresis in Immunotherapy: A Comprehensive Bibliometric and Topic Modeling Analysis (1995-2024). Therapeutic apheresis and dialysis : official peer-reviewed journal of the International Society for Apheresis, the Japanese Society for Apheresis, the Japanese Society for Dialysis Therapy 73.22 19 Developmental experiences of female patients diagnosed with Peutz-Jeghers syndrome in childhood: a qualitative study based on the social ecological model in China. BMJ open 60.4 20 Quantifying the health and financial burden of adverse childhood experiences in Wales, England and English regions in 2023: a pooled analysis of 10 population surveys. BMJ open 74.6 21 Adherence and weight loss with a total diet replacement programme for increased cancer risk associated with obesity: a UK cohort study. BMJ open 69.0 22 Comparative clinical outcomes and single-cell profiling of CD19 CAR-T versus blinatumomab for relapsed/refractory B-ALL. Journal for immunotherapy of cancer 80.84 23 Beyond Research Priorities: Stakeholder-Identified Health System Challenges From an Australian Childhood Cancer Priority-Setting Partnership. Health expectations : an international journal of public participation in health care and health policy 62.9 24 Solid Malignant Tumors in Infancy: A Single-Center Experience. Journal of pediatric hematology/oncology 65.6 25 The Role of STAG2, CDKN2A, and TP53 Genes in Ewing Sarcoma: A Report of a Rare Case of Primary Ewing Sarcoma of the Kidney With Favorable Outcome. Journal of pediatric hematology/oncology 47.1 26 Hypofractionated versus conventional fractionated postmastectomy radiotherapy for patients with high-risk breast cancer (CHN HYPOPMRT): 10-year outcomes from a randomised, non-inferiority, open-label, phase 3 trial. The Lancet. Oncology 87.54 27 Knowledge and attitudes of medical students about human papillomavirus (HPV) and HPV vaccine: A cross-sectional survey in Inner Mongolia, China. Human vaccines & immunotherapeutics 62.9 28 HMGA2-Rearranged Lipoblastoma in an Adult Patient With Novel GRIP1 Gene Fusion Partner. Cureus 54.0 29 AGK::BRAF fusion activates MAPK signaling, promotes genomic instability, and reduces NIS expression in thyroid cancer cells. Endocrine oncology (Bristol, England) 56.0 30 Comparison of Remimazolam and Propofol for Anesthesia Management in Liver Cancer Patients Undergoing Percutaneous Radiofrequency Ablation: A Randomized Controlled Trial. Drug design, development and therapy 80.6 31 Radiological signatures and health risks of natural radionuclides in the Nubian Sandstone Aquifer across Egypt's Western Desert oases. Applied radiation and isotopes : including data, instrumentation and methods for use in agriculture, industry and medicine 58.7 32 [Analysis of risk factors for pathological upgrading after cervical conization in patients with CIN1]. Zhonghua fu chan ke za zhi 65.4
PATIENT-FRIENDLY SUMMARY

Variability of menstrual cycles by age, polycystic ovary syndrome, and early-life cycle irregularity in the apple Women's Health Study.

For education only—not personal medical advice.

Before you continue

AI-assisted research information

Neurocompute uses AI to summarize scientific papers, interpret research signals, and suggest relevant reference links. AI-generated content can be incomplete, misleading, or wrong, and generated links may be irrelevant or unavailable.

Our reviewed outputs have performed strongly to date, but past accuracy is not a guarantee. Verify summaries, scores, claims, and links against the original publication before relying on them.

This platform is for research and education only. It does not provide medical advice, diagnosis, treatment recommendations, or clinical guidance.

Pediatric cancer research intelligence graphic
PEDIATRIC CANCER VISUAL SYSTEM

Open the Research Intelligence Map

Explore the active pediatric oncology analysis view.

Expand Intelligence View →
Full Pediatric cancer research intelligence graphic