Real World Fertility Evaluation & Care Prior to In Vitro Fertilization: Care Gaps That Could be Addressed by Restorative Reproductive Medicine: A Retrospective 5-Million Patient Claims Based Care-Gap Analysis
Parnell T,Minjeur M,Turczynski C,Pistilli T
Published July 14, 2026Journal of Restorative Reproductive Medicine
Parnell, T., Minjeur, M., Turczynski, C., & Pistilli, T. (2026). Real World Fertility Evaluation & Care Prior to In Vitro Fertilization: Care Gaps That Could be Addressed by Restorative Reproductive Medicine: A Retrospective 5-Million Patient Claims Based Care-Gap Analysis. Journal of Restorative Reproductive Medicine. https://doi.org/10.63264/r27a3q62
Parnell T, Minjeur M, Turczynski C, Pistilli T. Real World Fertility Evaluation & Care Prior to In Vitro Fertilization: Care Gaps That Could be Addressed by Restorative Reproductive Medicine: A Retrospective 5-Million Patient Claims Based Care-Gap Analysis. Journal of Restorative Reproductive Medicine. 2026. doi:10.63264/r27a3q62
Parnell, Tracey, et al. "Real World Fertility Evaluation & Care Prior to In Vitro Fertilization: Care Gaps That Could be Addressed by Restorative Reproductive Medicine: A Retrospective 5-Million Patient Claims Based Care-Gap Analysis." Journal of Restorative Reproductive Medicine, 2026.
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RRM Diagnostics, Dallas, TX, USA; Duquesne University College of Osteopathic Medicine, Pittsburgh, PA, USA
Linked to ROR, the Research Organization Registry
RRM Academy Synopsis
Claims show many patients began IVF before recommended workups
Among insured infertility patients who went on to IVF, many recommended tests and treatments were completed less often than IVF was started. The claims study drew on about five million members and followed 9,884 women and 485 men. By 3 months, roughly 3 to 4 out of 10 patients had started IVF, depending on diagnosis.
Study at a glance, retrospective claims analysis of 9,884 women and 485 men: Many insured patients started IVF before recommended workups were done. Source: Parnell T et al., 2026, DOI 10.63264/r27a3q62.
Key Findings
By 3 months after diagnosis, IVF initiation ranged from 28% to 39% across diagnoses, while adherence to many recommended interventions remained low.
Among women with PCOS (PMOS) at 9 months, 78.4% had started IVF, while 22.1% to 35.3% had received the recommended medications.
Among women with dysmenorrhea suggesting endometriosis, 11.6% had laparoscopy by 9 months, while 78.8% had started IVF.
Among men with a male infertility diagnosis, 6.0% had completed two semen analyses by 3 months, when 38.3% had started IVF.
For men in recurrent pregnancy loss, sperm DNA fragmentation testing reached 3.2% by 9 months, against 81.2% IVF initiation.
Interpretation
The study is a retrospective claims analysis of insured patients who went on to IVF. Billing records may miss care paid outside insurance, earlier workups and the reasons behind clinical choices. The authors call the results descriptive associations that cannot establish causation. Women and men were analyzed separately. The study did not rate the evidence behind each recommendation. Among women with amenorrhea, pelvic ultrasound, estradiol and hCG testing were done more often than IVF was started by 9 months. The authors say these may have been part of the IVF process. The Women's Reproductive Health Foundation funded the study.
RRM Context
Restorative reproductive medicine evaluates both partners and treats the causes it finds. IVF goes ahead without establishing why conception fails. This study counted how often documented workups came before it. The authors cite two nationally representative U.S. surveys, where 70% of respondents preferred care that identifies and treats underlying causes.
Our editorial summary of this paper, not the article's abstract.
Abstract
Objective
To evaluate adherence to published American Society for Reproductive Medicine (ASRM) and American Urological Association (AUA) infertility evaluation and treatment recommendations among commercially insured infertility patients who subsequently underwent in vitro fertilization (IVF), and to assess whether observed care gaps support the need for a restorative reproductive medical framework.
Methods
A retrospective claims-based analysis was performed using MarketScan® Commercial Claims and Encounter Data between January 1, 2021, and December 31, 2024. Approximately five million commercially insured members were evaluated. Patients with infertility-related diagnoses who subsequently underwent IVF were identified. Claims were analyzed for evidence of selected diagnostic testing, medical treatment, or surgical interventions recommended by ASRM or AUA/ASRM guidance for specific infertility-related diagnoses before IVF initiation. Cumulative adherence rates were assessed up to nine months following initial infertility diagnosis, and compared with the timing of initiating IVF.
Results
IVF initiation started early and consistently preceded completion of most guideline-recommended evaluations and treatments. By 3 months, the proportion of patients with IVF initiation ranged from 28% to 39% across different infertility-related diagnoses, while adherence to most recommended interventions remained low. Overall, by 9 months, IVF utilization had reached 70–85%, while many guideline-supported evaluations and treatments remained below 40% adherence, with several interventions remaining below 15%. Observed care gaps (percentage of patients receiving IVF prior to other evaluation or treatment recommendations) ranged from approximately 13% to 78% for most recommended evaluations and treatments, with several measures demonstrating gaps over 50% of patients.
Discussion
These findings suggest substantial divergence between published infertility-care recommendations and observed practice patterns. From the perspective of restorative reproductive medicine (RRM), the gaps are clinically important because many recommended steps are directed toward identifying, correcting, restoring, or preserving reproductive function and anatomy before offering or initiating IVF treatment. Limitations to these data include lack of individualized patient medical data, preferences, or circumstances, and not capturing any treatment that was not reimbursed by commercial insurance (i.e., any cash payment for services). In addition, the recommendations assessed have variable levels of underlying evidence, and likely vary in the level of their acceptance among practicing clinicians.
Conclusions
Many commercially insured infertility patients progressed to IVF without documented evidence of diagnostic evaluation or therapeutic interventions recommended in ASRM and AUA/ASRM guidance. These findings raise important questions regarding the implementation of adequate evaluation before IVF and the extent to which patients receive meaningful opportunities for diagnosis-directed treatment of potentially reversible causes of infertility. The findings further suggest an important role for RRM as a quality-of-care framework focused on comprehensive evaluation, correction of underlying dysfunction, preservation of reproductive anatomy and physiology, and optimization of patient-centered fertility care, prior to considering IVF. This manuscript has been accepted for publication. The final, formatted version will be published soon.