ArticleJAMA network open2024
Irregular Cycles, Ovulatory Disorders, and Cardiometabolic Conditions in a US-Based Digital Cohort.
Article in JAMA network open, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed.
- Systems genetics approaches model the heritable architecture of polyendocrine metabolic ovarian syndrome.The Journal of clinical investigation · 2026Article
- Associations of menstrual cycle length with GDM and gestational hypertension in frozen embryo transfer.Journal of ovarian research · 2026Article
- Accurate Measurement of Serum Free Testosterone Levels via Liquid Chromatography‒Tandem Mass Spectrometry (LC‒MS/MS) has Predictive Value in the Diagnosis of Polycystic Ovary Syndrome and Associated Metabolic Disorders.Reproductive sciences (Thousand Oaks, Calif.) · 2026Article
- Article
- Variability of menstrual cycles by age, polycystic ovary syndrome, and early-life cycle irregularity in the apple Women's Health Study.American journal of obstetrics and gynecology · 2026Article
- Gut microbiota variation in admixed Hispanic populations with polyendocrine metabolic ovarian syndrome.Frontiers in endocrinology · 2026Article
- Factors Associated with Infertility Among Women Attending Reproductive Health Centers in Mogadishu, Somalia: A Cross-Sectional Study.International journal of general medicine · 2026Article
- Evaluation of subclinical atherosclerosis in women with polycystic ovary syndrome based on ultra-high-frequency ultrasound and vector flow imaging.Quantitative imaging in medicine and surgery · 2025Article
- Genetic associations of metabolic factors and therapeutic drug targets with polycystic ovary syndrome.Journal of advanced research · 2025Article
- Digitally Enabled AI-Interpreted Salivary Ferning-Based Ovulation Prediction: Feasibility Study.Journal of medical Internet research · 2025Article
- The Menstrual Cycle as a Vital Sign: a comprehensive review.F&S reviews · 2025Article
- Association of Polycystic Ovary Syndrome with Clinical, Physical, and Reproductive Factors: A Data-Driven Analysis.Diagnostics (Basel, Switzerland) · 2025Article
- Associations of maternal per- and polyfluoroalkyl substance plasma concentrations during pregnancy with offspring polycystic ovary syndrome and related characteristics in project viva.Environmental research · 2025Article
- Psychological symptoms in perimenarcheal adolescents: association with PCOS risk factors.Frontiers in endocrinology · 2025Article
- Utilizing a digital cohort to understand the health burden and lifestyle characteristics across the life course in individuals with polycystic ovary syndrome and possible PCOS.Frontiers in endocrinology · 2025Article
- Women with PCOS have a heightened risk of cardiometabolic and cardiovascular diseases: statement from the Experts Group on Inositol in Basic and Clinical Research and PCOS (EGOI-PCOS) and Italian Association of Hospital Cardiologists (ANMCO).Frontiers in cardiovascular medicine · 2025Review
- Time to cycle regularity and health risks.Current opinion in endocrinology, diabetes, and obesity · 2024Review
- Article
- Exploring the therapeutic mechanisms of Yikang decoction in polycystic ovary syndrome: an integration of GEO datasets, network pharmacology, and molecular dynamics simulations.Frontiers in medicine · 2024Article
Corrections and comments
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Authors and funding
12 authors.
Funding
Abstract
Importance: Polycystic ovary syndrome (PCOS), characterized by irregular menstrual cycles and hyperandrogenism, is a common ovulatory disorder. Having an irregular cycle is a potential marker for cardiometabolic conditions, but data are limited on whether the associations differ by PCOS status or potential interventions. Objective: To evaluate the association of PCOS, time to regularity since menarche (adolescence), and irregular cycles (adulthood) with cardiometabolic conditions. Design, Setting, and Participants: This cross-sectional study used a large, US-based digital cohort of users of the Apple Research application on their iPhone. Eligibility criteria were having ever menstruated, living in the US, being at age of consent of at least 18 years (or 19 years in Alabama and Nebraska or 21 years in Puerto Rico), and being able to communicate in English. Participants were enrolled between November 14, 2019, and December 13, 2022, and completed relevant surveys. Exposures: Self-reported PCOS diagnosis, prolonged time to regularity (not spontaneously establishing regularity within 5 years of menarche), and irregular cycles. Main Outcomes and Measures: The primary outcome was self-reported cardiometabolic conditions, including obesity, prediabetes, type 1 and 2 diabetes, high cholesterol, hypertension, metabolic syndrome, arrhythmia, congestive heart failure, coronary artery disease, heart attack, heart valve disease, stroke, transient ischemic attack (TIA), deep vein thrombosis, and pulmonary embolism measured using descriptive statistics and logistic regression to estimate prevalence odds ratios (PORs) and 95% CIs. Effect modification by lifestyle factors was also estimated. Results: The study sample (N = 60 789) had a mean (SD) age of 34.5 (11.1) years, with 12.3% having PCOS and 26.3% having prolonged time to regularity. Among a subset of 25 399 participants who completed the hormonal symptoms survey, 25.6% reported irregular cycles. In covariate-adjusted logistic regression models, PCOS was associated with a higher prevalence of all metabolic and several cardiovascular conditions, eg, arrhythmia (POR, 1.37; 95% CI, 1.20-1.55), coronary artery disease (POR, 2.92; 95% CI, 1.95-4.29), heart attack (POR, 1.79; 95% CI, 1.23-2.54), and stroke (POR, 1.66; 95% CI, 1.21-2.24). Among participants without PCOS, prolonged time to regularity was associated with type 2 diabetes (POR, 1.24; 95% CI, 1.05-1.46), hypertension (POR, 1.09; 95% CI, 1.01-1.19), arrhythmia (POR, 1.20; 95% CI, 1.06-1.35), and TIA (POR, 1.33; 95% CI, 1.01-1.73), and having irregular cycles was associated with type 2 diabetes (POR, 1.36; 95% CI, 1.08-1.69), high cholesterol (POR, 1.17; 95% CI, 1.05-1.30), arrhythmia (POR, 1.21; 95% CI, 1.02-1.43), and TIA (POR, 1.56; 95% CI, 1.06-2.26). Some of these associations were modified by high vs low body mass index or low vs high physical activity. Conclusions and Relevance: These findings suggest that PCOS and irregular cycles may be independent markers for cardiometabolic conditions. Early screening and intervention among individuals with irregular menstrual cycles may be beneficial.
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