# Endometrial immune cell profile at the time of frozen embryo transfer as prognostic indicator of live birth

**Authors:** Suset Rodriguez, Laura Padula, Eva Fisher, Bria Slater, Sujad Younis, Carmel Awadallah, Aryana Mohtasham Gharagozloo, Roberta Carlotta Rubino, Mohammed Ibrahim, Michael Paidas, Natasa Strbo, George Roshdy Attia

PMC · DOI: 10.3389/fimmu.2026.1719211 · Frontiers in Immunology · 2026-03-06

## TL;DR

This study explores how immune cells in the endometrium during frozen embryo transfer may predict whether a patient will achieve a live birth.

## Contribution

This is one of the first studies to link endometrial immune cell profiles during frozen embryo transfer with subsequent live birth outcomes.

## Key findings

- Higher percentages of γδ T cells were associated with successful live births.
- Increased neutrophils (CD66b+) were linked to failed implantation.
- ROC analysis showed γδ T cells and CD66b+ cells had moderate predictive ability for live birth outcomes.

## Abstract

Endometrial receptivity is essential for implantation in both natural and ART cycles, yet the cellular and molecular environment of the endometrium during this window remains poorly characterized. While cytokines affecting implantation have been studied, data on immune cell subtypes in the endometrium are limited. The objective of this study was to determine the association between endometrial immune cell profile at the time of transfer and live birth in patients undergoing frozen embryo transfer (FET) using the index cycle.

This exploratory prospective observational cohort study (IRB#20190139) included 48 patients undergoing a hormone replacement FET cycle between May 2022 and May 2024. After ultrasound-guided FET, the catheter tip was rinsed in IMDM + 10% FBS, centrifuged, and stained for CD45, CD3, CD19, CD4, CD8, γδ TCR, CD25, CD127, CD66b, CD14, CD16, and CD56. The primary outcome was live birth. Secondary outcomes included miscarriage, biochemical pregnancy, and ectopic pregnancy.

Elective single embryo transfer was performed for all the patients. There were 24 live births (50%), four miscarriages (8.3%), and three biochemical pregnancies (6.3%). There was no significant difference in demographics of patients that had a live birth compared to those who did not achieve implantation. There was an increased percentage of γδ T cells in the group of live birth compared to non-pregnant group (p=0.019). In contrast, an increased percentage of neutrophils (CD66b+) was noted in patients that did not achieve implantation (p<0.003). Importantly, we found receiver operating characteristic (ROC) curve area under the curve (AUC) of 0.72 with 95% confidence interval (CI) 0.5504 to 0.8989 for γδ T cells and AUC is 0.75 (95% CI 0.5681 to 0.9319) for CD66b+ cells, confirming the overall ability of these two tests to discriminate between patients who will achieve a live birth vs. ones who will have failed implantation.

Our findings suggest that the uterine immune environment during FET may be associated with implantation outcomes. Characterization of endometrial immune cell profiles could provide insights into biological factors linked to implantation and live birth, although their clinical utility remains to be determined. To our knowledge, this study is among the first to describe associations between immune cell profiles assessed during the index FET cycle and subsequent IVF outcomes, supporting a potential role for endometrial immune composition in pregnancy success.

## Linked entities

- **Proteins:** PTPRC (protein tyrosine phosphatase receptor type C), cd.3 (Cd.3 conserved hypothetical protein), CD19 (CD19 molecule), CD4 (CD4 molecule), CD8A (CD8 subunit alpha), IL2RA (interleukin 2 receptor subunit alpha), IL7R (interleukin 7 receptor), CEACAM8 (CEA cell adhesion molecule 8), CD14 (CD14 molecule), FCGR3B (Fc gamma receptor IIIb), NCAM1 (neural cell adhesion molecule 1)

## Full-text entities

- **Genes:** CD14 (CD14 molecule) [NCBI Gene 929], NCAM1 (neural cell adhesion molecule 1) [NCBI Gene 4684] {aka CD56, MSK39, NCAM}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, PTPRC (protein tyrosine phosphatase receptor type C) [NCBI Gene 5788] {aka B220, CD45, CD45R, GP180, IMD105, L-CA}, CD19 (CD19 molecule) [NCBI Gene 930] {aka B4, CVID3}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, IL7R (interleukin 7 receptor) [NCBI Gene 3575] {aka CD127, CDW127, IL-7R-alpha, IL-7Ralpha, IL7RA, IL7Ralpha}, CEACAM8 (CEA cell adhesion molecule 8) [NCBI Gene 1088] {aka CD66b, CD67, CGM6, NCA-95}, ISG20 (interferon stimulated exonuclease gene 20) [NCBI Gene 3669] {aka CD25, HEM45}, FCGR3A (Fc gamma receptor IIIa) [NCBI Gene 2214] {aka CD16-II, CD16A, FCG3, FCGR3, FCRIIIA, FcGRIIIA}
- **Diseases:** ectopic pregnancy (MESH:D011271), IVF (MESH:C537182), miscarriage (MESH:D000022)
- **Chemicals:** IMDM (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13002432/full.md

## References

56 references — full list in the complete paper: https://tomesphere.com/paper/PMC13002432/full.md

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Source: https://tomesphere.com/paper/PMC13002432