In the present study, we investigated the temporal relationship between angiogenic and antiangiogenic vascular endothelial growth factor isoforms (VEGFxxxa and VEGFxxxb, respectively), the receptors VEGFR1 and VEGFR2, their soluble forms, and the kinases and the splicing factors regulating the synthesis of VEGF isoforms in healthy and atretic antral follicles. The results show a higher (p < 0.05) messenger RNA (mRNA) expression of
VEGF120a,
VEGF164a, and
VEGF120b in healthy than in atretic follicles, but the mRNA expression of
VEGF164b was not detected. The mRNA of serine–arginine protein kinase 1 (
SRPK1) was higher (
p < 0.05) in large healthy follicles than in large atretic follicles. In contrast, atretic follicles had higher mRNA expression of a soluble form of the receptor 2 of VEGF (
sVEGFR2) than healthy follicles (
p < 0.05). Additionally, we observed a positive relationship (
p < 0.05) between SRPK1 and serine–arginine‐rich splicing factor 1 (
SRSF1) with the angiogenic isoforms
VEGF120a and
VEGF164a and between CDC‐like kinases‐1 (
CLK1) and SRSF6 with the antiangiogenic
VEGF120b isoform. Principal components analysis (PCA) resulted in two PC explaining 71% of the variation, which was formed by the VEGF isoforms, the kinases and the splicing factor (PC1) and by the VEGF receptors (PC2). When PC analysis was carried out within follicular health status, there were no differences for PC1 between follicular status, whereas PC2 differed between healthy and atretic follicles. In conclusion, the higher mRNA expression for
VEGF120a and
VEGF164a, the low expression of
sVEGFR2, and absent expression of mRNA for
VEGF164b provide evidence of a proangiogenic autocrine milieu to support granulosa cells during follicle development.