Classification and annotation of ncRNA
After sequencing, we obtained 130.6 million ncRNA reads including 33.0 million in D1 group, 32.9 million in D4 group, 33.0 million in D5IIS group and 31.7 million in D5IMS group. More than 50% of ncRNAs were classified and annotated as miRNAs.
Differentially expressed miRNA identification
In 12 samples, the expressions of 614 miRNAs were detected. Referring to the sequencing results, we got the frequency and number of miRNA in each group by the method of the Venn diagram (Fig 2). We screened 11 miRNAs with significant differences during embryo implantation among D1, D4, D5IMS and D5IIS. The 11 miRNAs included seven down-regulated miRNAs (miR-192-5p, miR-375-3p, miR-183-5p, miR-182-5p, miR-135b-5p, miR-21a-5p and miR-210-3p) and four up-regulated miRNAs (miR-335-3p, miR-199b-5p, miR-126a-3p and miR-218-5p).
Function of differentially expressed miRNAs
KEGG enrichment analysis of the 11 differential regulated miRNAs showed that most miRNAs were closely related to pathways in binding and signaling pathways such as focal adhesion, tight junction and Wnt signaling pathway (Fig 3). In organismal systems pathways, immune system and endocrine system were significantly regulated. In human diseases pathways, cancers, endocrine and infectious diseases were dramatically affected. In particular, miR-183-5p was significantly associated with key pathways during embryo implantation.
Pathway analysis of miR-183-5p
Then we focused on the expression of miR-183-5p. The expression of miR-183-5p at the implantation site was lower than that at the inter-implantation site, indicating that the decrease of miR-183-5p expression was more concentrated at the implantation site. Through GO enrichment analysis, we found that miR-183-5p was mainly involved in the biological process, cellular components and molecular function (Fig 4). In detail, the target genes were enriched in the binding processes such as protein binding, protein domain specific binding and macromolecular complex binding.
Transcriptome sequencing analysis
Through transcriptome sequencing analysis, we found the regulatory network of miR-183-5p in HEC-1-A cells. With [(fold change)]> 2 and
P-value < 0.01, sequencing results showed that there were 6 up-regulated genes and 8 down-regulated genes in the miR-183-5p mimics group compared with the NC group (Table 2). We compared the expression consistency of different genes in the miR-183 group and NC group and the results of the thermogram showed that the same gene had good uniformity in the same group (Fig 5).
Comparing the data on D4 (before implantation) with the data on gestation D5 (after implantation), it can be concluded that which miRNAs are most involved in the regulation of the implantation window period of the maternal uterus when receiving embryos. Through screening, we found that 18 of these miRNAs were up-regulated and 18 down-regulated. MiR-182-5p, miR-183-5p and miR-375-3p were the three most significant down-regulated miRNAs. The latest published article identified differentially expressed miRNAs among blastocysts, non-outgrowth and outgrowth embryos in mice. Ten miRNA candidates were identified as significantly differentially expressed miRNAs of outgrowth embryos by
in silicoanalysis (Kim et al., 2019).Another recent literature shows that miR-183 can promote embryo implantation by targeting CTNNA2
(Akbar et al., 2019). MiR-183-5p was shown to be significantly differentially expressed both in their study and ours. This suggests that miR-183-5p plays an important role in both maternal and embryonic regulation.
A comparison between implantation site and inter-implantation site can best reflect which miRNAs are involved in the regulation of embryo implantation. By comparing D5IIS with D5IMS, we found 23 up-regulated miRNAs and 22 down-regulated miRNAs. There was one miRNA microarray study to examine the differential expression of miRNAs in the mouse uterus between implantation sites and inter-implantation sites. Compared with inter-implantation sites, there were 13miRNAs up-regulated at least 2-fold and 2 down-regulated at least 2-fold at implantation sites
(Hu et al., 2008). Let-7g was shown to be significantly up-regulated both in their research and ours. As hypothesized, the number of miRNAs differentially expressed between D5IIS and tissues on D1 was the lowest (
n=3). We speculate that the main reason is that the embryo implantation does not occur in this area and the embryo implantation has been completed. Therefore the inter-implantation site has returned to the normal state of pregnant uterine tissue. This argument is supported by the mechanism of embryo implantation
(Fukui et al., 2019).
However, when screening differentially expressed miRNAs for further quantitative research, we synthesized the differences between each group and then selected the most promising twelve miRNAs by referring to the actual reads number. GO analysis revealed that miR-183-5p, miR-182-5p, miR-199b-5p and miR-218-5p were involved in regulating many pathways related to embryo implantation. Recent studies have confirmed that miR-183-5p can regulate the PI3K singling pathway
(Meng and Zhang, 2019) and Wnt/beta-catenin signaling pathway
(Leung et al., 2015) while miR-182-5p can regulate Rap1/MAPK pathway
(Pan et al., 2018). These pathways also play an important role in embryo implantation
(Nayeem et al., 2016). Moreover, miR-183-5p and miR-182-5p belong to the same miRNA cluster. MiRNAs cluster is a common phenomenon in animals
(Hertel et al., 2006). In humans, xenopus laevis and amphioxus, nearly 50% of miRNAs are found to exist in the form of gene clusters
(Tang and Maxwell, 2007). Many studies have shown that the miRNA gene cluster plays an important role in the network system of gene expression regulation in cells, which is more complex and more efficient than the single miRNA regulation mode
(Friggi-Grelin et al., 2008). MiR-183-5p, miR-182-5p and miR-96-5p are the three members of the miR-183 family. Sequencing results showed that they had the same down-regulated trend during the process of embryo implantation and the expression level at implantation sites was lower than that at inter-implantation sites. In recent years, many studies have shown that the abnormal expression of miR-183-5p is presumed to be associated with proliferation, apoptosis, migration and invasion of cells. At the same time, in the process of embryo implantation, cell proliferation, apoptosis, migration and invasion are important for successful embryo implantation. This indicates that the miR-183 family may have a more complex and comprehensive regulatory function in the network system of gene expression regulation during embryo implantation.