# Tailor-made 3D in vitro maturation of early antral follicles uncovers cumulus-cell transcriptomic driver signature to predict oocyte competence

**Authors:** Camila Rojo-Fleming, Fani Konstantinidou, Alessia Peserico, Chiara Di Berardino, Giulia Capacchietti, Delia Nardinocchi, Chiara Camerano Spelta Rapini, Valentina Russo, Nicola Bernabò, Antonio Capalbo, Liborio Stuppia, Valentina Gatta, Barbara Barboni

PMC · DOI: 10.3389/fendo.2025.1629815 · Frontiers in Endocrinology · 2025-10-01

## TL;DR

A 3D in vitro maturation system helps identify gene markers in cumulus cells that predict oocyte quality, potentially improving fertility treatments.

## Contribution

A novel 3D IVM protocol and transcriptomic analysis of cumulus cells to identify predictive gene signatures for oocyte competence.

## Key findings

- A 12-gene driver panel and 11 endpoint markers were identified to predict oocyte maturation outcomes.
- Key genes like HS6ST2, CDC6, and SEMA3A showed differential expression in competent versus incompetent follicles.
- Cumulus-cell transcriptomics revealed pathways related to expansion and cell-cycle quiescence in competent follicles.

## Abstract

Assisted reproductive technologies (ART) are constrained by the limited pool of medium antral follicles. Early antral follicles (EAfs) are an emerging additional source coming either from cryopreserved ovaries or from in vitro folliculogenesis protocols. The EAfs have the advantage of being gonadotropin sensitive follicles enclosing fully grown oocytes that can be enrolled in ART using advanced IVM techniques. The present research has been designed using the validated 3-D follicle-enclosed IVM protocol to insight into EAfs ART competence by profiling the transcriptome of the surrounding cumulus cells (CCs) to uncover non-invasive predictors of oocyte developmental competence.

Transcriptome analysis of 22–141 genes revealed 1–386 DEGs in CCs supporting metaphase-II (MII) oocytes and 1–420 in CCs enclosing germinal-vesicle (GV) oocytes. Network modelling pinpointed as signature of competent CCs three down-regulated outliers (EFHD1, HS6ST2, SLC35G1) and two hubs (CDC6, KIF11), while the unsuccessful ones revealed six outliers (HBA1, SLC39A8, ERO1A, TKDP5, CALCRL, ELOVL6) and the hub CASP3. The profile of EAfs enclosing competent oocyte converged towards cumulus expansion and controlled cell-cycle quiescence pathways whereas lipid dysregulation, oxidative stress and apoptosis characterized CC surrounding incompetent oocytes. The endpoint comparison yielded 11 markers, highlighted by SEMA3A up-regulation and IL1A, DDIT4 and VNN1 down-regulation. qPCR confirmed the transcriptome profile of the key genes (HS6ST2, CDC6, ERO1, CASP3 and SEMA3A) while immuno-assays corroborated the differential expression and localization of some related codified driver proteins (HAS2, CASP3 and SEMA3A).

CC transcriptomics defines a concise 12-gene driver panel plus 11 endpoint markers that accurately predict the maturation fate of individual EAfs by providing actionable targets and a practical basis for rapid, non-invasive selection of high-quality follicles, with potential to enhance fertility preservation, livestock breeding and clinical ART outcomes. In addition, the analysis point on new gene/protein mediating CCs maturation mechanism is to be considered.

## Linked entities

- **Genes:** EFHD1 (EF-hand domain family member D1) [NCBI Gene 80303], HS6ST2 (heparan sulfate 6-O-sulfotransferase 2) [NCBI Gene 90161], SLC35G1 (solute carrier family 35 member G1) [NCBI Gene 159371], CDC6 (cell division cycle 6) [NCBI Gene 990], KIF11 (kinesin family member 11) [NCBI Gene 3832], HBA1 (hemoglobin subunit alpha 1) [NCBI Gene 3039], SLC39A8 (solute carrier family 39 member 8) [NCBI Gene 64116], ERO1A (endoplasmic reticulum oxidoreductase 1 alpha) [NCBI Gene 30001], TKDP5 (uncharacterized TKDP5) [NCBI Gene 443180], CALCRL (calcitonin receptor like receptor) [NCBI Gene 10203], ELOVL6 (ELOVL fatty acid elongase 6) [NCBI Gene 79071], CASP3 (caspase 3) [NCBI Gene 836], SEMA3A (semaphorin 3A) [NCBI Gene 10371], IL1A (interleukin 1 alpha) [NCBI Gene 3552], DDIT4 (DNA damage inducible transcript 4) [NCBI Gene 54541], VNN1 (vanin 1) [NCBI Gene 8876], HAS2 (hyaluronan synthase 2) [NCBI Gene 3037]
- **Proteins:** HAS2 (hyaluronan synthase 2), CASP3 (caspase 3), SEMA3A (semaphorin 3A)

## Full-text entities

- **Genes:** VNN1 (vanin 1) [NCBI Gene 8876] {aka HDLCQ8, Tiff66}, HAS2 (hyaluronan synthase 2) [NCBI Gene 3037], CDC6 (cell division cycle 6) [NCBI Gene 990] {aka CDC18L, HsCDC18, HsCDC6, MGORS5}, CALCRL (calcitonin receptor like receptor) [NCBI Gene 10203] {aka CGRPR, CRLR, LMPHM8}, SLC35G1 (solute carrier family 35 member G1) [NCBI Gene 159371] {aka C10orf60, POST, TMEM20}, ERO1A (endoplasmic reticulum oxidoreductase 1 alpha) [NCBI Gene 30001] {aka ERO1-L, ERO1-L-alpha, ERO1-alpha, ERO1L, ERO1LA, Ero1alpha}, EFHD1 (EF-hand domain family member D1) [NCBI Gene 80303] {aka MST133, MSTP133, PP3051, SWS2}, ELOVL6 (ELOVL fatty acid elongase 6) [NCBI Gene 79071] {aka FACE, FAE, LCE, hELO2}, HS6ST2 (heparan sulfate 6-O-sulfotransferase 2) [NCBI Gene 90161] {aka MRXSPM}, DDIT4 (DNA damage inducible transcript 4) [NCBI Gene 54541] {aka Dig2, REDD-1, REDD1}, HBA1 (hemoglobin subunit alpha 1) [NCBI Gene 3039] {aka ECYT7, HBA-T3, HBH, METHBA}, KIF11 (kinesin family member 11) [NCBI Gene 3832] {aka EG5, HKSP, KNSL1, MCLMR, TRIP5}, SEMA3A (semaphorin 3A) [NCBI Gene 10371] {aka COLL1, HH16, Hsema-I, Hsema-III, SEMA1, SEMAD}, CASP3 (caspase 3) [NCBI Gene 836] {aka CPP32, CPP32B, SCA-1}, SLC39A8 (solute carrier family 39 member 8) [NCBI Gene 64116] {aka BIGM103, CDG2N, LZT-Hs6, PP3105, ZIP8}, IL1A (interleukin 1 alpha) [NCBI Gene 3552] {aka IL-1 alpha, IL-1A, IL1, IL1-ALPHA, IL1F1}
- **Chemicals:** lipid (MESH:D008055)

## Full text

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## Figures

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## References

55 references — full list in the complete paper: https://tomesphere.com/paper/PMC12520894/full.md

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Source: https://tomesphere.com/paper/PMC12520894