Correlation genes of lambing trait found by analysis
Among the pathways detected in this study, transforming growth factor-β (TGF-β) was the most closely related to the lambing trait. TGF-β is a pleiotropic cytokine that regulates many cellular processes, such as cell growth, differentiation, apoptosis, migration, cell adhesion, and immune response [
19]. TGF-β family ligands are intricately related to the control of ovulation and fertilization and the establishment and maintenance of pregnancy. In mammals, even the earliest stages of reproductive development, including the specification of male and female species, are controlled by TGF-β-related proteins [
20].
SMAD7 has been proven to play a role as an intracellular antagonist of TGF-β family signaling, which is a key regulator of TGF-β bone morphogenetic protein (BMP) signaling through a negative feedback loop, and inhibits TGF-β signaling by competing with receptor-regulated SMADs, which are involved in oocyte-somatic cell interaction and regulation of granulosa cell function [
21]. Gao et al [
22] regulated the expression level of
SMAD7 in ovarian granulosa cells by overexpression and small interfering RNA knockdown, thus affecting follicular development in mice.
SMAD7 signal transduction can reduce the dependence of TGF-β on
ID2 [
23]. As the inhibitor of the DNA binding (ID) gene is the main target of BMP/SMAD signal transduction, downregulation of
ID2 leads to the inhibition of TGF-β. da Silveira et al [
24] and others screened exosomes isolated from mares’ follicles in the middle estrus and preovulatory periods and identified microRNA (miRNA)s that are expected to regulate TGF-β/BMP signal members.
ID2, a predicted target of exosome miRNAs, was found to exist in granulosa cells and exosomes in the follicular fluid of the middle estrus and preovulatory periods. Simultaneously,
BMPR2, the receptor for
BMP4, regulates germ cell activity and activates
ID2 [
25].
BMPR2 is a type II receptor of the TGF-β family that exhibits serine/threonine protein kinase activity.
BMPR2 can be detected at all stages of follicular development and plays an important role in promoting sex hormone secretion, ovarian development, follicular growth, and granulosa cell proliferation. Studies have shown that
BMPR2 plays an important role in the growth and function of mammalian and chicken follicles [
26].
THBS1 is an important activator of TGF-β, which can change the conformation of the TGF-β protein, expose its binding site with cell receptors, and activate the TGF-β signaling pathway [
27]. Overexpression of
THBS1 substantially activates the TGF-β pathway, and the TGF-β signaling pathway can be inhibited by down-regulating
THBS1. At the same time, the expression of
THBS1 in fibroblasts increases, promoting the growth and migration of fibroblasts and TGF-β expression [
28].
TGF-β inhibits the expression of
RAD50 and stimulates TGF-β expression in cultured fetal ovarian fibroblasts [
29].
RAD50 not only plays a role in the repair of double-stranded breaks and homologous synapses during female meiosis but also affects the elimination of oocytes that have not been repaired after birth. This suggests that similar to spermatocytes, it may play a role in monitoring meiotic recombination during the prophase of meiosis. Knockdown of
RAD50 leads to a decrease in the expression level of two proteins in spermatocytes (GC-2spd), and downregulation of
RAD50 inhibits the proliferation of GC-2spd cells and promotes apoptosis, which is consistent with the simultaneous decrease in
RAD50 in the testes of spermatogenic failure patients [
30]. Changes in the expression of RAD50 in the testis may lead to an imbalance in male germ cell proliferation and apoptosis, ultimately damaging spermatogenesis. This also indicated that
RAD50 may play a key role in the repair, proliferation, differentiation, and apoptosis of male germ cells. P21-activated kinase 1(
PAK1) is an effector of the RhoGTP enzymes RAC1 and CDC42, which are involved in regulating mitotic events such as chromatin condensation and subsequent chromosome capture, movement, and separation. High expression of
PAK1 inhibits TGF-β function [
31]. Previous reports have shown that
PAK1 is a key regulator of various neuronal processes and binds to the BMPI receptor, ALK2 [
32]. Sperm-specific phospholipase Czeta (
PLCz) is a candidate sperm-derived oocyte-activating factor that can trigger a series of characteristic physiological stimulation fertilization processes through cytoplasmic Ca2+ [
33].
PLCz is expressed in the epididymis, acrosome of sperm, equatorial segment, head-middle junction, and the main part of the flagella. Some evidence suggests that sperm deliver
PLCz when they fuse with oocytes. It has been reported that
PLCz can penetrate the oocyte in the sperm acrosome, which is helpful for successful fertilization [
34], and is the key protein in the process of sperm egg fusion in mammals.
ABCC4 is mainly localized in the uterine cavity epithelial and glandular epithelial cells, and is expressed in the endometrium in a pregnancy and stage-dependent manner.
ABCC4 plays a key role in supporting the establishment and maintenance of pregnancy by regulating prostaglandin E2 transport in the mother and fetus. Studies have shown that
ABCC4 is expressed in fertilized eggs of pigs during early pregnancy and that
ABCC4 may act on the endometrium and fertilize eggs in an autocrine or paracrine manner [
35], thus promoting the establishment and maintenance of pig pregnancy.
RBX1 plays a role in E3 ligase complexes, which regulate various biological processes including DNA repair and mitotic fidelity. During nucleotide excision and repair, histone
H2A ubiquitination can repair damage regulated by
RBX1 [
36].
RBX1 is also an important part of the SCF complex, and its subcellular localization indicates that
RBX1 plays an important role in the meiosis and maturation of mouse oocytes [
37]. An imbalance in
RBX1 leads to late stagnation and maintains cells in the germinal vesicle (GV) stage.
RBX1 can bypass oocytes, the GV stage, and metaphase MII (II) stage.
Core histones are composed of four proteins (
H2A,
H2B,
H3, and
H4), and the study of histone modification modes is important to understand their functions in biological processes.
H2A and
H4 are conserved in the nucleus of mature mouse sperm, indicating that a certain amount of
H2A and
H4 conserved in the nucleus may represent a more accurate marker for mature mouse sperm [
38]. In the prophase of meiosis, all
H4 modifications are very high, and elongated sperm cells exhibit acetylation, which increases histone
H4. Modification of the terminal tail of histone H4N changes considerably in male germ cells during spermatogenesis, suggesting that modification of histone
H4 plays an important role during this stage of spermatogenesis. H2A-H2B dimer is located on both sides of the nucleosome, stabilizing the entire structure of the nucleosome and regulating its dynamics such as DNA unpacking and sliding. This epigenetic regulation is achieved through post-translational modifications and the incorporation of histone variants [
39]. The bending dynamics of H2A-H2B dimers are regulated by the interaction of the H3-H4 tetramer, distortion defects in nucleosome DNA, and amino acid sequences of histones. H2A-H2B modified fast short-term memory is helpful for H3-H4 chromatin to return to a stable state. We propose that the short-term guidance provided by H2A-H2B in the process of DNA replication is based on the long-term maintenance of H3-H4 and that the exchange rate of H3A-H4 before and after H2A-H2B replication is higher [
40].