# Analysis of weighted gene co-expression networks and clinical validation identify hub genes and immune cell infiltration in the endometrial cells of patients with recurrent implantation failure

**Authors:** Zhenteng Liu, Shoucui Lai, Qinglan Qu, Xuemei Liu, Wei Zhang, Dongmei Zhao, Shunzhi He, Yuxia Sun, Hongchu Bao

PMC · DOI: 10.3389/fgene.2024.1292757 · 2024-04-05

## TL;DR

This study identifies key genes and immune cell changes in the endometrium of patients with recurrent implantation failure, offering new insights into its genetic and immune causes.

## Contribution

The first use of WGCNA to identify nine hub genes linked to RIF and the analysis of immune infiltration patterns in RIF endometrium.

## Key findings

- Nine hub genes (ACTL6A, BECN1, SNRPD1, etc.) were identified as potentially involved in RIF.
- Immune infiltration patterns showed altered uNK and CD4+ T cells in RIF endometrium.
- Genes may contribute to RIF by disrupting endometrial microflora, autophagy, and cell proliferation.

## Abstract

About 10% of individuals undergoing in vitro fertilization encounter recurrent implantation failure (RIF), which represents a worldwide social and economic concern. Nevertheless, the critical genes and genetic mechanisms underlying RIF are largely unknown.

We first obtained three comprehensive microarray datasets “GSE58144, GSE103465 and GSE111974”. The differentially expressed genes (DEGs) evaluation, enrichment analysis, as well as efficient weighted gene co-expression network analysis (WGCNA), were employed for distinguishing RIF-linked hub genes, which were tested by RT-qPCR in our 30 independent samples. Next, we studied the topography of infiltration of 22 immune cell subpopulations and the association between hub genes and immune cells in RIF using the CIBERSORT algorithm. Finally, a novel ridge plot was utilized to exhibit the potential function of core genes.

The enrichment of GO/KEGG pathways reveals that Herpes simplex virus 1 infection and Salmonella infection may have an important role in RIF. After WGCNA, the intersected genes with the previous DEGs were obtained using both variance and association. Notably, the subsequent nine hub genes were finally selected: ACTL6A, BECN1, SNRPD1, POLR1B, GSK3B, PPP2CA, RBBP7, PLK4, and RFC4, based on the PPI network and three different algorithms, whose expression patterns were also verified by RT-qPCR. With in-depth analysis, we speculated that key genes mentioned above might be involved in the RIF through disturbing endometrial microflora homeostasis, impairing autophagy, and inhibiting the proliferation of endometrium. Furthermore, the current study revealed the aberrant immune infiltration patterns and emphasized that uterine NK cells (uNK) and CD4+ T cells were substantially altered in RIF endometrium. Finally, the ridge plot displayed a clear and crucial association between hub genes and other genes and key pathways.

We first utilized WGCNA to identify the most potential nine hub genes which might be associated with RIF. Meanwhile, this study offers insights into the landscape of immune infiltration status to reveal the underlying immune pathogenesis of RIF. This may be a direction for the next study of RIF etiology. Further studies would be required to investigate the involved mechanisms.

## Linked entities

- **Genes:** ACTL6A (actin like 6A) [NCBI Gene 86], BECN1 (beclin 1) [NCBI Gene 8678], SNRPD1 (small nuclear ribonucleoprotein D1 polypeptide) [NCBI Gene 6632], POLR1B (RNA polymerase I subunit B) [NCBI Gene 84172], GSK3B (glycogen synthase kinase 3 beta) [NCBI Gene 2932], PPP2CA (protein phosphatase 2 catalytic subunit alpha) [NCBI Gene 5515], RBBP7 (RB binding protein 7, chromatin remodeling factor) [NCBI Gene 5931], PLK4 (polo like kinase 4) [NCBI Gene 10733], RFC4 (replication factor C subunit 4) [NCBI Gene 5984]
- **Diseases:** Salmonella infection (MONDO:0000827)

## Full-text entities

- **Genes:** RFC4 (replication factor C subunit 4) [NCBI Gene 5984] {aka A1, MRMNS, RFC37}, POLR1B (RNA polymerase I subunit B) [NCBI Gene 84172] {aka A135, RPA135, RPA2, Rpo1-2, TCS4}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, PLK4 (polo like kinase 4) [NCBI Gene 10733] {aka MCCRP2, SAK, STK18}, ACTL6A (actin like 6A) [NCBI Gene 86] {aka ACTL6, ARPN-BETA, Arp4, BAF53A, INO80K, SMARCN1}, GSK3B (glycogen synthase kinase 3 beta) [NCBI Gene 2932], RBBP7 (RB binding protein 7, chromatin remodeling factor) [NCBI Gene 5931] {aka RbAp46, SPGFX9}, PPP2CA (protein phosphatase 2 catalytic subunit alpha) [NCBI Gene 5515] {aka HJS3, NEDLBA, PP2Ac, PP2CA, PP2Calpha, RP-C}, BECN1 (beclin 1) [NCBI Gene 8678] {aka ATG6, VPS30, beclin1}, SNRPD1 (small nuclear ribonucleoprotein D1 polypeptide) [NCBI Gene 6632] {aka HsT2456, SMD1, SNRPD, Sm-D1}
- **Diseases:** Herpes simplex virus 1 infection (MESH:D006561), Salmonella infection (MESH:D012480), RIF (MESH:D051437)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

14 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11026622/full.md

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Source: https://tomesphere.com/paper/PMC11026622