ArticleBMC medicine2025
The PCOS Phenotypes in Unselected Populations (P-PUP) study: participant clinical features and data harmonization on analysis of individual participant data.
Article in BMC medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
5 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Association between serum complement C3 and polycystic ovary syndrome: a systematic review and meta-analysis.Frontiers in immunology · 2026Pooled it
- Body image perception and self-esteem in females with polycystic ovary syndrome: a systematic review and meta-analysis.Frontiers in psychology · 2026Pooled it
- Body mass index outperforms the Rotterdam criteria in defining phenotypic heterogeneity in polycystic ovary syndrome: a multicenter study from the Italian PCOS registry (PCOSOUTCOME.net).Journal of endocrinological investigation · 2026Observational
- 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
- Acupuncture for ovulation induction in polycystic ovary syndrome: study protocol for a multicenter, randomized, sham-controlled trial.Frontiers in endocrinology · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
17 authors.
Funding
Abstract
backgroundPolycystic ovary syndrome (PCOS) is a multifaceted condition with diagnostic challenges and clinical heterogeneity across populations. Research priorities include enhanced accuracy in defining cut-offs for diagnostic features. Here, we aim to describe participant clinical features and data harmonization in the international PCOS Phenotype in Unselected Populations (P-PUP) study.
methodsWe searched EMBASE and Medline (Ovid) from 1990 to October 2, 2020, in population-based, medically unbiased study cohorts. Included studies had ≥ 300 participants, directly assessed PCOS-related features, and provided Individual Participant Data (IPD). Risk of bias was assessed using the AXIS tool. Data integrity was ensured via cross-referencing, identifying outliers/implausible data, and variable harmonization. Reporting follows PRISMA-IPD guidelines, summarizing findings with frequencies and proportions.
resultsThe study included 9979 reproductive-age women from 12 studies across eight countries (China, Iran, Italy, Nigeria, Russia, South Korea, Turkey, and the USA), representing 11 ethnicities. Ovulatory dysfunction was variably recorded, from mean menstrual cycle length, minimum or maximum cycle length, number of cycles per year, or urinary progesterone measurements. Clinical hyperandrogenism was assessed via modified Ferriman-Gallwey (mFG) scores, with a few also including acne and alopecia. Biochemical hyperandrogenism thresholds varied (95th, 97.5th, or 98th percentile of healthy controls). Polycystic ovary morphology was assessed via transvaginal, transabdominal, or transrectal approaches. Harmonization adhered to International PCOS Guidelines for ovulatory dysfunction, ethnicity-specific cut-offs for hirsutism (via k-means clustering), and 95th percentile thresholds for biochemical hyperandrogenism. PCOS prevalence ranged from 3.3 to 19.8% in the original studies and was 11.0% overall after harmonization.
conclusionsThe P-PUP study offers an unprecedented, ethnically diverse, medically unbiased population-based cohort, an extraordinarily valuable tool to enhance knowledge and research in PCOS. However, variability in data collection methods and definitions of PCOS diagnostic features across studies limited the ability to fully integrate data for analysis. Despite these limitations, we optimized harmonization in this IPD, and the findings provided valuable insights into the challenges of data harmonization and established a foundation for future collaborative research. Future research should focus on standardizing data collection, establishing normative cut-offs based on true natural groupings, and linking diagnostic clusters to outcomes in diverse populations. PROTOCOL REGISTRATION: CRD42021267847.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.