Polycystic Ovary Syndrome Underdiagnosis Patterns by Individual-level and Spatial Social Vulnerability Measures
- PMID: 39394785
- PMCID: PMC12086426
- DOI: 10.1210/clinem/dgae705
Polycystic Ovary Syndrome Underdiagnosis Patterns by Individual-level and Spatial Social Vulnerability Measures
Abstract
Objective: To use electronic health records (EHR) data at Boston Medical Center (BMC) to identify individual-level and spatial predictors of missed diagnosis, among those who meet diagnostic criteria for polycystic ovary syndrome (PCOS).
Methods: The BMC Clinical Data Warehouse was used to source patients who presented between October 1, 2003, and September 30, 2015, for any of the following: androgen blood tests, hirsutism, evaluation of menstrual regularity, pelvic ultrasound for any reason, or PCOS. Algorithm PCOS cases were identified as those with International Classification of Diseases (ICD) codes for irregular menstruation and either an ICD code for hirsutism, elevated testosterone lab, or polycystic ovarian morphology as identified using natural language processing on pelvic ultrasounds. Logistic regression models were used to estimate odds ratios (ORs) of missed PCOS diagnosis by age, race/ethnicity, education, primary language, body mass index, insurance type, and social vulnerability index (SVI) score.
Results: In the 2003-2015 BMC-EHR PCOS at-risk cohort (n = 23 786), there were 1199 physician-diagnosed PCOS cases and 730 algorithm PCOS cases. In logistic regression models controlling for age, year, education, and SVI scores, Black/African American patients were more likely to have missed a PCOS diagnosis (OR = 1.69 [95% CI, 1.28, 2.24]) compared to non-Hispanic White patients, and relying on Medicaid or charity for insurance was associated with an increased odds of missed diagnosis when compared to private insurance (OR = 1.90 [95% CI, 1.47, 2.46], OR = 1.90 [95% CI, 1.41, 2.56], respectively). Higher SVI scores were associated with increased odds of missed diagnosis in univariate models.
Conclusion: We observed individual-level and spatial disparities within the PCOS diagnosis. Further research should explore drivers of disparities for earlier intervention.
Keywords: PCOS; clinical diagnosis; disparities; polycystic ovary syndrome.
© The Author(s) 2024. Published by Oxford University Press on behalf of the Endocrine Society.
Figures




Similar articles
-
Irregular menstruation and hyperandrogenaemia in adolescence are associated with polycystic ovary syndrome and infertility in later life: Northern Finland Birth Cohort 1986 study.Hum Reprod. 2014 Oct 10;29(10):2339-51. doi: 10.1093/humrep/deu200. Epub 2014 Aug 1. Hum Reprod. 2014. PMID: 25085801 Free PMC article.
-
Predicting polycystic ovary syndrome with machine learning algorithms from electronic health records.Front Endocrinol (Lausanne). 2024 Jan 30;15:1298628. doi: 10.3389/fendo.2024.1298628. eCollection 2024. Front Endocrinol (Lausanne). 2024. PMID: 38356959 Free PMC article.
-
AMERICAN ASSOCIATION OF CLINICAL ENDOCRINOLOGISTS, AMERICAN COLLEGE OF ENDOCRINOLOGY, AND ANDROGEN EXCESS AND PCOS SOCIETY DISEASE STATE CLINICAL REVIEW: GUIDE TO THE BEST PRACTICES IN THE EVALUATION AND TREATMENT OF POLYCYSTIC OVARY SYNDROME--PART 1.Endocr Pract. 2015 Nov;21(11):1291-300. doi: 10.4158/EP15748.DSC. Endocr Pract. 2015. PMID: 26509855
-
Understanding variation in prevalence estimates of polycystic ovary syndrome: a systematic review and meta-analysis.Hum Reprod Update. 2018 Nov 1;24(6):694-709. doi: 10.1093/humupd/dmy022. Hum Reprod Update. 2018. PMID: 30059968
-
What is adolescent polycystic ovary syndrome?J Paediatr Child Health. 2018 Apr;54(4):351-355. doi: 10.1111/jpc.13821. Epub 2017 Dec 27. J Paediatr Child Health. 2018. PMID: 29280221 Review.
Cited by
-
Ovarian dysfunction and polycystic ovary syndrome in the U.S. military active component, 2014-2023.MSMR. 2025 Jan 20;32(1):11-17. MSMR. 2025. PMID: 39965137 Free PMC article.
-
Identifying Geographic Cold Spots of PCOS Diagnosis in Texas: A Spatial Analysis of Underdiagnosis and Rural Disparities.J Endocr Soc. 2025 Aug 4;9(9):bvaf123. doi: 10.1210/jendso/bvaf123. eCollection 2025 Sep. J Endocr Soc. 2025. PMID: 40893949 Free PMC article.
-
Environmental Exposures and Polycystic Ovary Syndrome: A Review.Semin Reprod Med. 2024 Dec;42(4):253-273. doi: 10.1055/s-0044-1801405. Epub 2025 Feb 5. Semin Reprod Med. 2024. PMID: 39909399 Review.
-
Associations of maternal per- and polyfluoroalkyl substance plasma concentrations during pregnancy with offspring polycystic ovary syndrome and related characteristics in project viva.Environ Res. 2025 Mar 1;268:120786. doi: 10.1016/j.envres.2025.120786. Epub 2025 Jan 9. Environ Res. 2025. PMID: 39798662
References
-
- Centers for Disease Control and Prevention . PCOS (Polycystic Ovary Syndrome) and Diabetes. Centers for Disease Control and Prevention; Published March 24, 2020. Accessed October 3, 2023. https://www.cdc.gov/diabetes/risk-factors/pcos-polycystic-ovary-syndrome...
-
- Riestenberg C, Jagasia A, Markovic D, Buyalos RP, Azziz R. Health care-related economic burden of polycystic ovary syndrome in the United States: pregnancy-related and long-term health consequences. J Clin Endocrinol Metab. 2022;107(2):575‐585. - PubMed
-
- Joham A, Palomba S, Hart R. Polycystic ovary syndrome, obesity, and pregnancy. Semin Reprod Med. 2016;34(02):093‐101. - PubMed
-
- Boomsma CM, Eijkemans MJC, Hughes EG, Visser GHA, Fauser BCJM, Macklon NS. A meta-analysis of pregnancy outcomes in women with polycystic ovary syndrome. Hum Reprod Update. 2006;12(6):673‐683. - PubMed
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical
Miscellaneous