The ovary is a crucial reproductive organ in female mammals as it is responsible for the secretion of reproductive hormones as well as the maturation of oocytes. Therefore, its function directly impacts the fertility of female animals [
33]. A complex transcriptional network, consisting of both coding and non-coding genes, tightly regulates ovarian function. Although researchers have employed various methods, such as physiology, reproduction, genetic markers, single-omics and candidate gene methods, to investigate the mechanisms behind high litter size traits, the precise regulatory mechanisms remain unclear, thereby necessitating further in-depth research [
34]. Therefore, in this study, ovarian tissues from high-and low-producing female rabbits were selected for RNA-seq analysis to identify differentially expressed mRNAs. All experimental animals were from the same farm with the same environment, so the effect of the environment on litter size was negligible. Although the sample size of this study met the requirements of at least three biological replicates and the reproducibility between different groups was good, there are still certain limitations. In future studies, the sample size should be further expanded to facilitate better research results in the future.Analysis of the RNA-seq data subsequently revealed that CXCL12 was significantly expressed in the H group of New Zealand female rabbits, hence suggesting that this gene may play a regulatory role in rabbit reproductive performance. Relevant transcriptomic data show that CXCL12 was highly expressed in bovine fallopian tube and endometrial tissues [
35]. Analysis of transcriptome data showed that CXCL12 and its receptor CXCR4 were highly expressed in reproductive system tissues as well as in
in vivo embryos, suggesting that the CXCL12-CXCR4 axis may have a universal function in the female mammalian reproductive system [
12]. In the mammalian reproductive system, chemokines are often involved in multimodal events closely related to the establishment, maintenance, and regression of fertility, It has been shown that Uterine injection of CXCL12 increased the pregnancy rates in a mouse model of endometriosis [
36]. The expressions of CXCL12 in ovarian GCs of PCOS rats were decreased, and the apoptosis rate was increased. In human KGN cells, CXCL12 regulates the expression of BAX, BCL2 and cleaved CASP3 through CXCR4 and CXCR7-mediated signaling, thereby inhibiting cell apoptosis [
11]. In addition, we found that CXCL12 promoted GCs proliferation and inhibited apoptosis
in vitro. In other cases, the application of CXCL12 in the
in vitro was shown to increase the oocyte maturation rate and promote cumulus expansion [
37]. The essence of this is granule cell proliferation, which is consistent with our results. To further understand the role of CXCL12 in the reproduction process, its expression was up-regulated, with the results subsequently showing a significant increase in the expression of TAF4B and CITED1 as well as a significant decrease in the expression of WNT2, WNT10B and HSD17B1. However, after knocking down CXCL12, it was found that the expression levels of the above genes were opposite to those observed during overexpression. Mounting evidence further suggests that TAF4B, CITED1, WNT2, WNT10B and HSD17B1 impact female fertility in animals. For instance, mice, with the endogenous TAF4B knocked out, are infertile, while TAF4B mRNA and protein expression are almost exclusively present in germ cells of mouse embryonic ovaries. Furthermore, TAF4B-deficient ovaries display abnormalities such as delayed germ cell cyst rupture, reduced ovarian reserve as well as excessive depletion of perinatal germ cells [
38,
39]. HSD17B1, widely expressed in rodent and human ovarian GCs, is mainly involved in the conversion of estrogen into more biologically active estradiol [
40] However, during the luteinization process in rats, its expression is significantly down-regulated [
41]. In addition, the association between HSD17B1 SNP and litter size has been investigated as a potential molecular marker for increasing litter size in pigs [
42]. Finally, CITED1, as a key site that affects transcriptional function and regulates the germ cell cycle, plays an important role in influencing female fertility [
43]. Altogether, these findings suggest that CXCL12 as well as the TAF4B, CITED1 and HSD17B1 genes are interlinked and jointly regulate transcription and cell cycle. It is well established that WNT2 and WNT10B are key factors in the canonical WNT signaling pathway, with various studies further reporting that this pathway typically plays a positive role in follicular development [
44]. However, interestingly, CXCL12 significantly reduced their mRNA levels, Moreover, the ability of CXCL12 to act through the canonical WNT signaling pathway was assessed. Blockade of CXCL12/CXCR4 signaling inhibits intrahepatic cholangiocarcinoma and breast cancer progression and metastasis via inactivation of canonical Wnt pathway [
45,
46]. However, in our study that we have a different finding. In this case, it was found that the gene only affected WNT2 and WNT10B expression but not that of other key factors in the canonical wnt signaling pathway (data not shown). Therefore, it was speculated that CXCL12 may act through the non-canonical WNT signaling pathway, although the specific mechanism requires further investigation. Therefore, we continued to explore the possible signaling pathways affected by CXCL12. Additionally, it was found that CXCL12 can regulate the expression levels of total and phosphorylated proteins of JAK and STAT1. Using pathway inhibitors, it was further found that CXCL12 can target the CXCR4 receptor to activate the JAK/STAT signaling pathway. The latter also plays a crucial role in influencing litter size. Research also shows that the JAK-STAT signaling pathway is important in GnRH neurons and thus, it participates in the reproductive process [
47]. This study confirmed that CXCL12 can target the CXCR4 receptor to activate the JAK/STAT signaling pathway. By identifying the key genes affecting litter size, rabbit breeders can more specifically select breeding rabbits with high litter potential for breeding in practical production, thus rapidly improving the reproductive ability of the whole population and making long-term genetic improvement plans. In addition, further studies on gene function, improvement of multi-trait genetic evaluation system and interdisciplinary cooperation are needed in the future.